Layer 1 · gdr-72d4b626
sully.ai
Latin dominant · narrow vocabulary range · short-form declarative register · moderate clause complexity · narrow topic focus · moderate uncommon edge signal
Schema: 21% AI · LIVE Minted: 2026-05-12 Visit Source ↗ manifest.json ↗
Entity Identity gdr-72d4b626 · minted 2026-05-12T18:26:00Z
◈ This record is claimable  ·  Verified entities are cited by AI systems
Claim Entity Profile →
AI · Entity Record
sully.ai
JSON-LD ✓Root-LD ✗schema.org ✓
STATUS: LIVE SSL: VALID SECURITY: MODERATE FRESHNESS: CURRENT TLD EDGE: .ai ↗
◈ Topology Position
Latin dominant · narrow vocabulary range · short-form declarative register · moderate clause complexity · narrow topic focus · moderate uncommon edge signal
◈ Entity Topology Map
gdr-72d4b626 · v1.0.0 · Law III+V+VI
e5c021ac9ed0716e319e3ff7dee9f006sully.aigdr-72d4b626WebSiteOrganizationImageObjectContactPointPostalAddresPersonTTR0.168HAPAX0.064SKEW1.771PARA0.975TTR0.1679HAPAX0.0638REP0.9362SCHEMA21%TOKENS21,715NODES17SCHEMA TYPESTOPOLOGYGRAPH EDGESNEG SPACE
Latin dominant · narrow vocabulary range · short-form declarative register · moderate clause complexity · narrow topic focus · moderate uncommon edge signal
Federation ID
gdr-72d4b626
Slug
sully-ai
TLD
.ai
Status Code
200
Response Time
3652ms
Interior Pages
21
Interior Words
20,382
Minted At
2026-05-12T18:26:00Z
Law I — Provenance · Law II — Temporal Attestation Visit sully.ai ↗
SEO Record extracted from https://www.sully.ai/
Title
Sully.ai - Superhuman team of AI Employees for Hospitals
H1
Superhuman team of

AI-employees for healthcare
Meta Description
Sully.ai saves doctors time with an AI team: Nurse, Receptionist, Scribe, Med Asst, Coder & Pharmacy Tech—seamless handling check-in to prescriptions.
Canonical URL
https://www.sully.ai/
Language Attribute
en
Word Count
1333
Open Graph Tags
og:type: websiteog:title: Sully.ai - Superhuman team of AI Employees for Hospitalsog:description: Sully.ai saves doctors time with an AI team: Nurse, Receptionist, Scribe, Med Asog:image: https://framerusercontent.com/assets/CKpN1CZ6QiGjAYuJQKuIpjNgpY.pngog:url: https://www.sully.ai/
Twitter / X Tags
twitter:card: summary_large_imagetwitter:title: Sully.ai - Superhuman team of AI Employees for Hospitalstwitter:description: Sully.ai saves doctors time with an AI team: Nurse, Receptionist, Scribe, Med Astwitter:image: https://framerusercontent.com/assets/CKpN1CZ6QiGjAYuJQKuIpjNgpY.png
H2 (1)
Sully agents are doing the work autonomously
Full Extracted Text Corpus 150,061 chars · 21,715 words · 21 pages · Law I
Everything sully.ai said about itself — extracted verbatim from 21 pages, 21,715 words total. No editorial layer. No inference. Law III — the text is the measurement. Meaning is the reader's. Minted: 2026-05-12T18:26:00Z
◈ Homepage — https://www.sully.ai/We value your privacy We use cookies to enhance your browsing experience, serve personalised ads or content, and analyse our traffic. By clicking "Accept All", you consent to our use of cookies. Customise Reject All Accept All Product Integrations Case Studies About Us Labs Docs Sign in Book a demo Superhuman team of

AI-employees for healthcare Book a demo AI Interpreter AI Triage Nurse AI Consultant AI Medical Coder AI Nurse AI Pharmacist AI Scribe AI Receptionist AI Researcher AI Receptionist FRONT DESK & SCHEDULING Appointment scheduling Patient check-in Front desk support COLLABORATES WITH AI Triage Nurse AI Interpreter Explore AI Receptionist Loved by healthcare organizations with over 30,000 providers Sully agents are doing the work autonomously AI Receptionist 9 5 5 , 8 1 0 4 Patient Engagements AI Scribe 1 2 , 4 9 9 , 6 4 8 Minutes Scribed AI Medical Coder 2 , 0 0 0 , 0 0 5 Autonomous ICD Coding AI Medical Consultant 8 , 1 3 0 , 8 5 4 Charts Prepped AI Team 5 7 , 8 8 5 , 1 7 0 8 Mins added to workforce Autonomous impact on Hospitals MIDI HEALTH 93.8% Accurate ICD-10 coding ASCEND MEDICAL 11% Increase in additional visits ACG 98% Drop in call abandonment PURE PSYCH $200k Generated from missed appointments What we do best Specialists for the care you need Smart, fast, focused. These are the lanes we lead in, built to turn messy problems into momentum. Addiction Psychiatry Adolescent Medicine Behavioral Sleep Medicine Clinical Immunology Cognitive & Behavioral Neurology Consultation-Liaison Psychiatry Diabetes & Metabolic Medicine Endocrine Oncology Epilepsy Functional GI Disorders Geriatric Medicine Headache Medicine Hematology-Oncology Infectious Disease Interstitial Lung Disease Lipid & Metabolic Disorders Movement Disorders Multiple Sclerosis & Neuroimmunology Nephrology Neuropsychiatry Obesity Medicine Onco-Nutrition Pain Medicine Preventive Cardiology Psychopharmacology Pulmonary Hypertension Reproductive Endocrinology Sleep-Disordered Breathing Stroke & Vascular Neurology Substance Use Disorders Transplant Medicine Women’s Mental Health Bariatric & Metabolic Surgery Breast Surgical Oncology Cardiac Electrophysiology Complex Spine Surgery Cosmetic Dermatologic Surgery Endovascular Surgery Foot & Ankle Surgery Gynecologic Oncology Hand & Upper Extremity Surgery Head & Neck Surgery Hepatobiliary Surgery Interventional Cardiology Interventional Radiology Joint Reconstruction Minimally Invasive Gynecologic Surgery Neuro-Oncology Surgery Neurosurgical Spine Oculoplastics Ophthalmic Retina Orthopedic Sports Surgery Neurotology Pediatric Cardiology Pediatric ENT Pediatric Orthopedics Pediatric Urology Peripheral Vascular Surgery Plastic & Reconstructive Surgery Rhinology & Skull Base Surgery Robotic Urology Shoulder & Elbow Surgery Thoracic Surgery Vascular Access & Wound Care Clinical Nutrition & Dietetics Corporate Wellness Medicine Functional Medicine Gut Health & Microbiome Health Optimization / Longevity Hormone Balance & Women’s Health Integrative Oncology Integrative Pain Management Lifestyle & Preventive Medicine Medical Weight Management Men’s Health & Hormone Therapy Mind-Body Medicine Naturopathic Integration Occupational & Environmental Medicine Oncology Survivorship Medicine Pediatric Nutrition Perinatal Mental Health Plant-Based Nutrition Precision Health Coaching Preventive Cardiology Coaching Sports & Performance Medicine Stress & Burnout Medicine Telepsychiatry & Behavioral Coaching Teleprimary Preventive Care Virtual Rehabilitation Medicine Women’s Integrative Health Yoga & Movement Therapy Sleep Coaching & Recovery Medicine Digital Wellness Medicine Longevity & Metabolic Health Lifestyle Psychiatry Whole-Person Primary Care Enterprise-Grade Compliance and Security Compliance and security best hospitals already trust ISO 27001 Implementing ISO 27001 information security controls across EHR systems with real-time monitoring and compliance reporting. SOC 2 Type II Delivering continuous monitoring and automated evidence collection for SOC 2 Type II audits across different EHR environments. HIPAA Ensuring HIPAA compliance through encryption, access controls, and audit logging across EHR integrations. PDL Maintaining comprehensive data governance controls for Personal Data Law compliance across EHR systems. GDPR Providing GDPR-compliant data processing with automated data mapping, consent management, and data subject request tools for EHR systems. PIPEDA Meeting Canadian privacy requirements through automated privacy assessments and consent tracking across EHR platforms. Epic & EHR Integration Seamless integration with Epic and Leading EHRs Sully connects instantly with Epic and other major healthcare systems, ensuring your AI agents work within your existing workflows without disruption.  EHR  Payments  Forms  Communications  Analytics Epic Comprehensive integrated healthcare platform. EHRs Cerner (Oracle Health) Intelligent data-driven healthcare solutions. EHRs MEDITECH Electronic health records for healthcare providers. EHRs Altera Digital health solutions for clinical care. EHRs MEDHOST Healthcare facility management software solutions. EHRs Veradigm Healthcare data and analytics for improved care quality. EHRs Allscripts EHR and practice management solutions provider. EHRs Athenahealth Connected network healthcare platform. EHRs And 50+ other EHRs, payments, forms and analytics integrations Learn more about Sully’s integrations EHR Integration Sully.ai now embedded into EPIC Haiku EHR Partnership Powering 100,000 clinicians using Tebra 01 AI Note Assist AI Note Assist turns real-time patient conversations into structured, HIPAA-compliant notes, helping clinicians finish SOAP and behavioral health documentation faster. Fully integrated with Tebra’s EHR, it eliminates after-hours charting and workflow switching. SULLY AGENT IN ACTION AI Scribe 02 Al Review Replies AI Review Replies generates personalized, HIPAA-compliant responses to every patient review in seconds. It saves time, strengthens online reputation, and helps practices gain more appointments by consistently engaging with patient feedback. SULLY AGENT IN ACTION AI Receptionist 03 Al Review Insights AI Review Insights highlights patterns in patient feedback by theme and tracks sentiment over time. By merging public and private reviews into one dashboard, it helps practices spot recurring issues early and improve patient satisfaction. SULLY AGENT IN ACTION AI Nurse Purpose-built LLMs Beats all the benchmarks. Deliver unmatched care with a specialized medical AI that’s faster and more accurate than anything like it—ever. Sully GPT-5 Final Accuracy (%) 61.17 53.55 Basic Science (%) 52.07 40.77 Diagnosis (%) 66.07 46.63 Treatment (%) 60.71 43.59 Doctors stay in the loop, always. Our AI agents provide invaluable intelligence in their clinical and operational roles, but doctors remain in charge at all times. Get lifesaving answers, fast. Unlock vital insights with Sully’s LLM 6x faster than alternatives, thanks to fine-tuned models running on LPUs rather than GPUs. Remarkably accurate care, with AI. Just from consulting Sully, error rates drop to 6% compared to human physician's 40% error rate. Featured publications and resources 20 Jun 2025 Whitepaper The Consensus Mechanism: Toward Trustworthy AI Collaboration Defines Sully’s Consensus Mechanism, a protocol enabling AI agents to reach verifiable agreement through structured proposal-and-critique cycles, weighted scoring, and reputation tracking. This mechanism underpins transparent, multi-agent decision-making across healthcare, legal, and knowledge domains. 20 Jun 2025 Whitepaper Scalable architecture for multi modal healthcare agents Introduces Sully’s SuperAgent architecture — a composable ecosystem of isolated, self-contained agent packages. Each agent supports multimodal input (voice, web, phone, SMS) and integrates with common authentication, billing, and access layers. 20 Jun 2025 Whitepaper QnA benchmarks LLM performance analysis A large-scale benchmark across 12+ models and medical specialties. Finds O1 leading in overall accuracy (45%), with GPT-4.5-Preview dominating treatment tasks and O3-Mini excelling in lymphatic diagnosis. Recommends ensemble model use for real-world applications. “Sully.ai stopped me from feeling burned out, and I’m happy seeing patients again!” - Lead Physicians 50% Decrease in operations per patient 80% Decrease in burnout 2.8hrs Increase in efficiency and speed Read case study Boost your staff’s headspace. Lighten cognitive load and surface relevant details that doctors and nurses need to perform, and decide, under pressure. End clinical errors. Catch 100% of the things humans miss, like gaps, errors, and risk patterns across care journeys, well before they impact patient outcomes. Zero administrative waste. Reduce workload and clinical errors, improving outcomes while decreasing overhead. Can your AI do this? 01 Complete EMR Interoperability with built-in checks against payer edits. 02 Always Learning and Improving through audit-ready notes and QA loops. 03 Pilot-to-Production in Weeks medical coder gets smarter as you keep using it 04 Specialty-Adapted Intelligence understands each clinician’s unique language and workflow. Ready for the future of healthcare? Book a demo AI Agents AI Nurse AI Receptionist AI Consultant AI Scribe AI Pharmacist AI Medical Coder Company Products Integrations About HIPAA Resources Careers  Labs  Blog  Affiliate Program  Partner Program  Privacy Policies Cookie Policy Docs © Sully AI 2026. All Rights Reserved. Epic is a registered trademark of Epic Systems Corporation. ◈ Interior Pages — 21 pages crawledSully.ai – AI Pharmacist | Keep Meds Moving & Improve Patient Safety ')"> Product Integrations Case Studies About Us Labs Docs Sign in Book a demo ')"> ')"> Keep meds moving. Improve safety. Keep meds moving. Improve safety. Book a demo Loved by healthcare organizations and platforms with over 100,000 providers Keep meds moving. Improve safety. Book a demo How AI Pharmacist works. 01 Import med lists, allergies, labs, and coverage Combines records from EHR, pharmacy, and payer data. 02 Check, for interactions, dosing, and safety issues Applies formularies, criteria, and clinical guidelines 03 Escalate flagged cases to pharmacists for review Routes complex scenarios with full documentation attached 04 Clinician edits and approves final documentation Provider remains in full control before anything is saved. 05 Document approved orders and alerts in EHR Prepares eRx, notes, and logs safety checks 01 Import med lists, allergies, labs, and coverage Combines records from EHR, pharmacy, and payer data. 02 Check, for interactions, dosing, and safety issues Applies formularies, criteria, and clinical guidelines 03 Escalate flagged cases to pharmacists for review Routes complex scenarios with full documentation attached 04 Clinician edits and approves final documentation Provider remains in full control before anything is saved. 05 Document approved orders and alerts in EHR Prepares eRx, notes, and logs safety checks 01 Import med lists, allergies, labs, and coverage Combines records from EHR, pharmacy, and payer data. 02 Check, for interactions, dosing, and safety issues Applies formularies, criteria, and clinical guidelines 03 Escalate flagged cases to pharmacists for review Routes complex scenarios with full documentation attached 04 Clinician edits and approves final documentation Provider remains in full control before anything is saved. 05 Document approved orders and alerts in EHR Prepares eRx, notes, and logs safety checks 01 Import med lists, allergies, labs, and coverage Combines records from EHR, pharmacy, and payer data. 02 Check, for interactions, dosing, and safety issues Applies formularies, criteria, and clinical guidelines 03 Escalate flagged cases to pharmacists for review Routes complex scenarios with full documentation attached 04 Clinician edits and approves final documentation Provider remains in full control before anything is saved. 05 Document approved orders and alerts in EHR Prepares eRx, notes, and logs safety checks How AI Pharmacist works. 01 Import med lists, allergies, labs, and coverage Combines records from EHR, pharmacy, and payer data. 02 Check, for interactions, dosing, and safety issues Applies formularies, criteria, and clinical guidelines 03 Escalate flagged cases to pharmacists for review Routes complex scenarios with full documentation attached 04 Clinician edits and approves final documentation Provider remains in full control before anything is saved. 05 Document approved orders and alerts in EHR Prepares eRx, notes, and logs safety checks 01 Import med lists, allergies, labs, and coverage Combines records from EHR, pharmacy, and payer data. 02 Check, for interactions, dosing, and safety issues Applies formularies, criteria, and clinical guidelines 03 Escalate flagged cases to pharmacists for review Routes complex scenarios with full documentation attached 04 Clinician edits and approves final documentation Provider remains in full control before anything is saved. 05 Document approved orders and alerts in EHR Prepares eRx, notes, and logs safety checks 01 Import med lists, allergies, labs, and coverage Combines records from EHR, pharmacy, and payer data. 02 Check, for interactions, dosing, and safety issues Applies formularies, criteria, and clinical guidelines 03 Escalate flagged cases to pharmacists for review Routes complex scenarios with full documentation attached 04 Clinician edits and approves final documentation Provider remains in full control before anything is saved. 05 Document approved orders and alerts in EHR Prepares eRx, notes, and logs safety checks 01 Import med lists, allergies, labs, and coverage Combines records from EHR, pharmacy, and payer data. 02 Check, for interactions, dosing, and safety issues Applies formularies, criteria, and clinical guidelines 03 Escalate flagged cases to pharmacists for review Routes complex scenarios with full documentation attached 04 Clinician edits and approves final documentation Provider remains in full control before anything is saved. 05 Document approved orders and alerts in EHR Prepares eRx, notes, and logs safety checks How AI Pharmacist works. 01 Import med lists, allergies, labs, and coverage Combines records from EHR, pharmacy, and payer data. 02 Check, for interactions, dosing, and safety issues Applies formularies, criteria, and clinical guidelines 03 Escalate flagged cases to pharmacists for review Routes complex scenarios with full documentation attached 04 Clinician edits and approves final documentation Provider remains in full control before anything is saved. 05 Document approved orders and alerts in EHR Prepares eRx, notes, and logs safety checks 01 Import med lists, allergies, labs, and coverage Combines records from EHR, pharmacy, and payer data. 02 Check, for interactions, dosing, and safety issues Applies formularies, criteria, and clinical guidelines 03 Escalate flagged cases to pharmacists for review Routes complex scenarios with full documentation attached 04 Clinician edits and approves final documentation Provider remains in full control before anything is saved. 05 Document approved orders and alerts in EHR Prepares eRx, notes, and logs safety checks 01 Import med lists, allergies, labs, and coverage Combines records from EHR, pharmacy, and payer data. 02 Check, for interactions, dosing, and safety issues Applies formularies, criteria, and clinical guidelines 03 Escalate flagged cases to pharmacists for review Routes complex scenarios with full documentation attached 04 Clinician edits and approves final documentation Provider remains in full control before anything is saved. 05 Document approved orders and alerts in EHR Prepares eRx, notes, and logs safety checks 01 Import med lists, allergies, labs, and coverage Combines records from EHR, pharmacy, and payer data. 02 Check, for interactions, dosing, and safety issues Applies formularies, criteria, and clinical guidelines 03 Escalate flagged cases to pharmacists for review Routes complex scenarios with full documentation attached 04 Clinician edits and approves final documentation Provider remains in full control before anything is saved. 05 Document approved orders and alerts in EHR Prepares eRx, notes, and logs safety checks AI Pharmacist features AI Pharmacist features Checks drug interactions, allergies, and safety warnings in real time. Checks drug interactions, allergies, and safety warnings in real time. Automatically reconciles medications across multiple sources for accuracy. Reads your scheduling rules and clinic hours, offers first best time and alternatives. Reads your scheduling rules and clinic hours, offers first best time and alternatives. Logs every medication intervention with clear clinical rationale. Logs every medication intervention with clear clinical rationale. Prepares draft refills and renewals for fast clinician approval. Prepares draft refills and renewals for fast clinician approval. Finds covered alternatives and builds prior‑auth. Finds covered alternatives and builds prior‑auth. Flags safety opportunities like vaccines and high‑risk combinations. Flags safety opportunities like vaccines and high‑risk combinations. Suggests renal and hepatic dose adjustments based on patient context. Suggests renal and hepatic dose adjustments based on patient context. Real impact, Real numbers 200% increase in patient satisfaction 100% compliance guaranteed 90% less operations due to accurate medication Real impact, Real numbers 200% increase in patient satisfac Sully.ai - Superhuman team of AI Employees for Hospitals ')"> Product Integrations Case Studies About Us Labs Docs Sign in Book a demo Built on trust Built on trust Built on trust Sully.ai is designed to meet the highest standards of security, privacy, and compliance, so healthcare organizations can deploy with confidence and focus on delivering care. Access Security Documentation Trusted by healthcare organizations with over 100,000 providers Multi-layered protection Defense in depth across every layer of the stack. Data encrypted at rest with AES-256 and in transit with TLS 1.3. Access controlled by zero-trust architecture with MFA enforced across all systems. Built-in data autonomy Your patient data is yours. Sully operates as a HIPAA Business Associate, executing BAAs with every covered entity. PHI is never shared, sold, or used for model improvement without explicit consent. Healthcare-ready infrastructure Deployed on HIPAA-eligible AWS infrastructure with network isolation, WAF protection, and real-time threat monitoring. Designed for the reliability and compliance healthcare demands. Compliance at Every Layer Meeting healthcare's highest standards HIPAA Compliance We operate as a HIPAA Business Associate, executing BAAs with all covered entity customers. Our program includes systemic, physical, and technical safeguards across all PHI handling processes. HITRUST CSF HITRUST certification — the gold standard in healthcare security — validates our comprehensive controls across privacy, security, and risk management. ISO 27001:2022 Our Information Security Management System meets the latest ISO 27001 standard, demonstrating systematic risk management at enterprise scale. Privacy Policy A clear, transparent privacy policy covering data collection, use, and retention — with specific provisions for healthcare data and patient privacy. Responsible AI for healthcare environments No PHI in Model Training Patient health information is never used to train AI models. AI Usage Guidance Published We publish clear documentation on how AI operates within our products. Clinician-in-the-loop By Design Our AI surfaces documentation, coding, and triage recommendations while clinicians retaining full authority. Continuous Accuracy Monitoring We continuously audit AI output quality against clinical standards. Your EHR / Clinical Systems Epic Oracle Health Athena +40 More Encrypted API Layer TLS 1.3 Auth Tokens Client-Scoped Data Sully AI Processing Environment Isolated Compute AES-256 Ephemeral Sessions LLM Provider Zero-Retention Enterprise API No PHI Training AI Output → Clinician Review Surfaced in EHR Clinician Final Authority AES-256 Encryption End-to-End Encryption AWS KMS Auto-Rotating Keys Network Isolation VPC Isolation WAF DDOS Mitigation High Availability 99.9% Uptime Multi-Region Redundancy Audit Logging Immutable Logs Every Data Access Logged Pen Testing Annual Independent Tests CVE Tracking Backup & Recovery Daily Backups Defined RTO/RPO Targets Designed for safety and scalability HIPAA-Eligible Cloud Infrastructure Deployed on AWS HIPAA-eligible services with signed BAAs for all in-scope infrastructure components. Annual Penetration Testing Independent third-party pen tests annually, plus continuous vulnerability scanning. Immutable Audit Logging All data access events logged in tamper-resistant, customer-reviewable audit trails. HIPAA-Aligned Incident Response Formal breach notification procedures with HIPAA-mandated notification timelines and post-incident reports. FAQ Do you sign a BAA? Is patient data used to train your AI models? Where is customer data stored? How do you handle a security incident? Do you conduct penetration testing? What is your vendor / sub-processor list? We’re here and ready to answer all of your questions Request for documentation Request for documentation Email Our Security Team Email Our Security Team Ready for the future of healthcare? Ready for the future of healthcare? Book a demo AI Agents AI Nurse AI Receptionist AI Consultant AI Scribe AI Pharmacist AI Medical Coder Company Products Integrations About HIPAA Resources Careers  Labs  Blog  Affiliate Program  Partner Program  Privacy Policies Cookie Policy Docs © Sully AI 2026. All Rights Reserved. Epic is a registered trademark of Epic Systems Corporation. AI Agents AI Nurse AI Receptionist AI Consultant AI Scribe AI Pharmacist AI Medical Coder Company Products Integrations About HIPAA Resources Careers  Labs  Blog  Affiliate Program  Partner Program  Privacy Policies Cookie Policy Docs © Sully AI 2026. All Rights Reserved. Epic is a registered trademark of Epic Systems Corporation. AI Agents AI Nurse AI Receptionist AI Consultant AI Scribe AI Pharmacist AI Medical Coder Company Products Integrations About HIPAA Resources Careers  Labs  Blog  Affiliate Program  Partner Program  Privacy Policies Cookie Policy Docs © Sully AI 2026. All Rights Reserved. Epic is a registered trademark of Epic Systems Corporation. Sully.ai - Superhuman team of AI Employees for Hospitals ')"> Product Integrations Case Studies About Us Labs Docs Sign in Book a demo ')"> Building the foundation of an autonomous healthcare system Building the foundation of an autonomous healthcare system Engineers, researchers, and clinicians from... ');transform:rotate(90deg)"> ');transform:rotate(90deg)"> Building the foundation of an autonomous healthcare system Engineers, researchers, and clinicians from... ');transform:rotate(90deg)"> Research performance highlights Research performance highlights Improvement in clinical note quality with agentic workflows 17.3% 17.3% 17.3% Lower processing cost per note using optimized models 50% 50% 50% Decreased hallucination rate using agents in real clinical practice .0328% .0328% .0328% Increase in template compliance through automation 98% 98% 98% Featured publications and resources Featured publications and resources 20 Jun 2025 20 Jun 2025 Whitepaper Whitepaper The Consensus Mechanism: Toward Trustworthy AI Collaboration The Consensus Mechanism: Toward Trustworthy AI Collaboration Defines Sully’s Consensus Mechanism, a protocol enabling AI agents to reach verifiable agreement through structured proposal-and-critique cycles, weighted scoring, and reputation tracking. This mechanism underpins transparent, multi-agent decision-making across healthcare, legal, and knowledge domains. 20 Jun 2025 20 Jun 2025 Whitepaper Whitepaper Scalable architecture for multi modal healthcare agents Scalable architecture for multi modal healthcare agents Introduces Sully’s SuperAgent architecture — a composable ecosystem of isolated, self-contained agent packages. Each agent supports multimodal input (voice, web, phone, SMS) and integrates with common authentication, billing, and access layers. 20 Jun 2025 20 Jun 2025 Whitepaper Whitepaper QnA benchmarks LLM performance analysis QnA benchmarks LLM performance analysis A large-scale benchmark across 12+ models and medical specialties. Finds O1 leading in overall accuracy (45%), with GPT-4.5-Preview dominating treatment tasks and O3-Mini excelling in lymphatic diagnosis. Recommends ensemble model use for real-world applications. Active research topics Active research topics Technical & Architectural Focus Technical & Architectural Focus Evaluation & Benchmarking Evaluation & Benchmarking Medical AI Domains Medical AI Domains Research Methods & Tools Research Methods & Tools Partner with Sully Labs Work with our research team to design, test, and deploy next-generation multi-agent AI. Book a 30-min call Partner with Sully Labs Work with our research team to design, test, and deploy next-generation multi-agent AI. Book a 30-min call Partner with Sully Labs Work with our research team to design, test, and deploy next-generation multi-agent AI. Book a 30-min call Insights from our data Insights from our data Model strengths vary by medical domain Benchmarking 12+ models across medical specialties revealed clear domain strengths: O1 excelled in general medical Q&A, O3-MINI led in lymphatic diagnosis, and GPT-4.5-Preview dominated treatment and endocrine system tasks. Benchmarking 12+ models across medical specialties revealed clear domain strengths: O1 excelled in general medical Q&A, O3-MINI led in lymphatic diagnosis, and GPT-4.5-Preview dominated treatment and endocrine system tasks. Learn More Agentic models deliver measurable gains Agentic multi-agent workflows improved clinical note quality by 10–20% across five tested models — with GPT-OSS-120B achieving a 17.3% quality increase at half the baseline cost. This validates structured, multi-step reasoning pipelines for medical scribing tasks. Agentic multi-agent workflows improved clinical note quality by 10–20% across five tested models — with GPT-OSS-120B achieving a 17.3% quality increase at half the baseline cost. This validates structured, multi-step reasoning pipelines for medical scribing tasks. Learn More Press and Citations Press and Citations Second Opinion Matters: Towards Adaptive Clinical AI via the Consensus of Expert Model Ensemble Despite the growing clinical adoption of large language models (LLMs), current approaches heavily rely on single model architectures. To overcome risks of obsolescence and rigid dependence on single model systems, we present a novel framework, termed the Consensus Mechanism. Mimicking clinical triage and multidisciplinary clinical decision-making, the Consensus Mechanism implements an ensemble of specialized medical expert agents enabling improved clinical decision making while maintaining robust adaptability. This architecture enables the Consensus Mechanism to be optimized for cost, latency, or performance, purely based on its interior model configuration. Amit Kumthekar 20th Jun 2025 Y Combinator-Backed Sully.ai Outperforms Tech Giants in Healthcare AI Benchmarks, Revolutionizing Clinical Operations Sully.ai, a Y Combinator-backed healthcare AI startup, announced breakthrough performance results that position its agentic team ahead of industry leaders OpenAI, Anthropic, and Google in healthcare-specific AI benchmarks. The company’s superhuman medical agents are transforming clinical operations by reducing administrative burdens while accelerating patient diagnosis and care delivery. Brand Push 17th Jul, 2025 A spotlight on Sully.ai How serial founders built a culture designed for former founders All successful companies have at least one thing in common: they have effective people making decisions and getting things done. This sounds rather simple but if you ask any successful startup founder what is keeping them up at night—they will 99% of the time tell you something to do with people. Coordinating people. Hiring people. Empowering people. Ben Lang 24th APR 2025 Y Combinator-Backed Sully.ai Outperforms Tech Giants in Healthcare AI Benchmarks, Revolutionizing Clinical Operations Sully.ai, a Y Combinator-backed healthcare AI startup, announced breakthrough performance results that position its agentic team ahead of industry leaders OpenAI, Anthropic, and Google in healthcare-specific AI benchmarks. The company’s superhuman medical agents are transforming clinical operations by reducing administrative burdens while accelerating patient diagnosis and care delivery. GetNews - TGAM 17th Jul 2025 Second Opinion Matters: Towards Adaptive Clinical AI via the Consensus of Expert Model Ensemble Despite the growing clinical adoption of large language models (LLMs), current approaches heavily rely on single model architectures. To overcome risks of obsolescence and rigid dependence on single model systems, we present a novel framework, termed the Consensus Mechanism. Mimicking clinical triage and multidisciplinary clinical decision-making, the Consensus Mechanism implements an ensemble of specialized medical expert agents enabling improved clinical decision making while maintaining robust adaptability. This architecture enables the Consensus Mechanism to be optimized for cost, latency, or performance, purely based on its interior model configuration. Amit Kumthekar 20th Jun 2025 Y Combinator-Backed Sully.ai Outperforms Tech Giants in Healthcare AI Benchmarks, Revolutionizing Clinical Operations Sully.ai, a Y Combinator-backed healthcare AI startup, announced breakthrough performance results that position its agentic team ahead of industry leaders OpenAI, Anthropic, and Google in healthcare-specific AI benchmarks. The company’s superhuman medical agents are transforming clinical operations by reducing administrative burdens while accelerating patient diagnosis and care delivery. Brand Push 17th Jul, 2025 A spotlight on Sully.ai How serial founders built a culture designed for former founders All successful companies have at least one thing in common: they have effective people making decisions and getting things done. This sounds rather simple but if you ask any successful startup founder what is keeping th Medical AI Employees | About - Sully ')"> Product Integrations Case Studies About Us Labs Docs Sign in Book a demo ')"> We’re building healthcare’s most human AI team. Book a demo Our Story better healthcare is a basic human right Growing up, Omar watched his mother confined to a wheelchair due to a medical error, a sight that deeply affected him. Meanwhile, Nasser faced significant challenges navigating an outdated healthcare system for his pregnant wife in the Bay Area, feeling like he was stuck in the 1980s instead of 2024. United by these experiences, the three decided to leverage their expertise in building tech companies. Their mission: to enhance doctors’ capabilities, making them superhuman so they can serve everyone globally—much like Tesla transformed the automotive industry and Amazon revolutionized e-commerce. We’re building healthcare’s best human + AI team. We’re building healthcare’s best human + AI team. See open roles Loved by healthcare organizations and platforms with over 100,000 providers We are building the 100-Year company We are building the 100-Year company Ambient documentation that gives hours back each day. Ambient documentation that gives hours back each day. Scheduling and intake that speaks any language. Scheduling and intake that speaks any language. Decision support that’s accurate and auditable Decision support that’s accurate and auditable Post-visit workflows that just run. Post-visit workflows that just run. Meet Our Team Meet Our Team Head of Engineering Dr. Henry Duong NASA technologist turned clinician-educator; bridging space-grade systems thinking with hospital ops and learning. Worked with NASA initiatives; brings mission-critical safety and automation practices into care delivery. Academic ties at UNLV; educator and mentor to clinicians and engineers. Media/edtech contributions with GIBLIB (surgical/medical video education). Clinical collaboration experience with Mayo Clinic teams. Head of Engineering Dr. Henry Duong NASA technologist turned clinician-educator; bridging space-grade systems thinking with hospital ops and learning. Worked with NASA initiatives; brings mission-critical safety and automation practices into care delivery. Academic ties at UNLV; educator and mentor to clinicians and engineers. Media/edtech contributions with GIBLIB (surgical/medical video education). Clinical collaboration experience with Mayo Clinic teams. Head of Engineering Dr. Henry Duong NASA technologist turned clinician-educator; bridging space-grade systems thinking with hospital ops and learning. Worked with NASA initiatives; brings mission-critical safety and automation practices into care delivery. Academic ties at UNLV; educator and mentor to clinicians and engineers. Media/edtech contributions with GIBLIB (surgical/medical video education). Clinical collaboration experience with Mayo Clinic teams. Head, Research & Gen AI Amit Kumthekar Stanford-trained product leader; built regulated AI + sensor platforms at scale. Stanford University engineering/innovation background. Led initiatives touching CGM/diabetes tech at Dexcom. Collaborated with Stanford Medicine programs on clinical workflows & validation. Head, Research & Gen AI Amit Kumthekar Stanford-trained product leader; built regulated AI + sensor platforms at scale. Stanford University engineering/innovation background. Led initiatives touching CGM/diabetes tech at Dexcom. Collaborated with Stanford Medicine programs on clinical workflows & validation. Head, Research & Gen AI Amit Kumthekar Stanford-trained product leader; built regulated AI + sensor platforms at scale. Stanford University engineering/innovation background. Led initiatives touching CGM/diabetes tech at Dexcom. Collaborated with Stanford Medicine programs on clinical workflows & validation. President & COO Ahmed Nasser From Cairo’s slums to systems wizard; self-taught fixer who makes impossible ops just…work. Grew up in Cairo’s slums; relentless, hands-on learner. Started by repairing family and friends’ computers; evolved into full-stack problem solver. Known for pragmatic automation and “get-it-done” delivery in messy real-world environments. President & COO Ahmed Nasser From Cairo’s slums to systems wizard; self-taught fixer who makes impossible ops just…work. Grew up in Cairo’s slums; relentless, hands-on learner. Started by repairing family and friends’ computers; evolved into full-stack problem solver. Known for pragmatic automation and “get-it-done” delivery in messy real-world environments. President & COO Ahmed Nasser From Cairo’s slums to systems wizard; self-taught fixer who makes impossible ops just…work. Grew up in Cairo’s slums; relentless, hands-on learner. Started by repairing family and friends’ computers; evolved into full-stack problem solver. Known for pragmatic automation and “get-it-done” delivery in messy real-world environments. Founding Engineer Mags Magnoli Neuroscience-trained builder with scale wins across AV, email, and mobile, turns complex systems into polished, high-impact products. Led incident tooling (↓ TTR ~30%); drove 1M+ LoC JS→TS refactor; built shared web components. Shipped AMP email UX, white-label ESP, public APIs, rich form/email builder; major CPG adoption. Co-founded; rider/driver apps, CI/CD (Jenkins/Fastlane), one-click white-label pipeline. Founding Engineer Mags Magnoli Neuroscience-trained builder with scale wins across AV, email, and mobile, turns complex systems into polished, high-impact products. Led incident tooling (↓ TTR ~30%); drove 1M+ LoC JS→TS refactor; built shared web components. Shipped AMP email UX, white-label ESP, public APIs, rich form/email builder; major CPG adoption. Co-founded; rider/driver apps, CI/CD (Jenkins/Fastlane), one-click white-label pipeline. Founding Engineer Mags Magnoli Neuroscience-trained builder with scale wins across AV, email, and mobile, turns complex systems into polished, high-impact products. Led incident tooling (↓ TTR ~30%); drove 1M+ LoC JS→TS refactor; built shared web components. Shipped AMP email UX, white-label ESP, public APIs, rich form/email builder; major CPG adoption. Co-founded; rider/driver apps, CI/CD (Jenkins/Fastlane), one-click white-label pipeline. What we stand for What we stand for Impact Impact We exist to save lives; Focus on the user and everything else will follow. We exist to save lives; Focus on the user and everything else will follow. Champions team Champions team Greatness and comfort rarely co-exist; Work smart, long, hard. Greatness and comfort rarely co-exist; Work smart, long, hard. Integrity Integrity Don’t be evil; Do the right thing even when no one is watching. Don’t be evil; Do the right thing even when no one is watching. Impatient Impatient Speed is our currency. Move fast to arrive early. Speed is our currency. Move fast to arrive early. Innovators Innovators Improve 1% better everyday = 37X better after one year. Improve 1% better everyday = 37X better after one year. Life at Sully Life at Sully Ship. Onboard. Grow. Ship. Onboard. Grow. Take ownership and be biased to action Take ownership and be biased to action Understand clinicians and exceed expectations Understand clinicians and exceed expectations Work as a team , no problem is hard with the right team Work as a team , no problem is hard with the right team Join Sully! Join Sully! Join us AI Agents AI Nurse AI Receptionist AI Consultant AI Scribe AI Pharmacist AI Medical Coder Company Products Integrations About HIPAA Resources Careers  Labs  Blog  Affiliate Program  Partner Program  Privacy Policies Cookie Policy Docs © Sully AI 2026. All Rights Reserved. Epic is a registered trademark of Epic Systems Corporation. AI Agents AI Nurse AI Receptionist AI Consultant AI Scribe AI Pharmacist AI Medical Coder Company Products Integrations About HIPAA Resources Careers  Labs  Blog  Affiliate Program  Partner Program  Privacy P Sully.ai – AI Medical Scribe | Turn Every Visit Into a Finished Note ')"> Product Integrations Case Studies About Us Labs Docs Sign in Book a demo ')"> ')"> Turn every visit into a finished note Turn every visit into a finished note Book a demo Loved by healthcare organizations and platforms with over 100,000 providers Turn every visit into a finished note Book a demo How AI Scribe works. 01 Capture conversations in room or telehealth Securely records audio and transcripts in real time. 02 Map dialogue into structured medical templates Aligns notes to SOAP, H&P, or specialty workflows. 03 Draft complete clinical notes with suggestions Prepares problems, meds, and orders for physician review. 04 Clinician edits and approves final documentation Provider remains in full control before anything is saved. 05 Write approved notes directly into the EHR Finalized chart entries stored with version history. 01 Capture conversations in room or telehealth Securely records audio and transcripts in real time. 02 Map dialogue into structured medical templates Aligns notes to SOAP, H&P, or specialty workflows. 03 Draft complete clinical notes with suggestions Prepares problems, meds, and orders for physician review. 04 Clinician edits and approves final documentation Provider remains in full control before anything is saved. 05 Write approved notes directly into the EHR Finalized chart entries stored with version history. 01 Capture conversations in room or telehealth Securely records audio and transcripts in real time. 02 Map dialogue into structured medical templates Aligns notes to SOAP, H&P, or specialty workflows. 03 Draft complete clinical notes with suggestions Prepares problems, meds, and orders for physician review. 04 Clinician edits and approves final documentation Provider remains in full control before anything is saved. 05 Write approved notes directly into the EHR Finalized chart entries stored with version history. 01 Capture conversations in room or telehealth Securely records audio and transcripts in real time. 02 Map dialogue into structured medical templates Aligns notes to SOAP, H&P, or specialty workflows. 03 Draft complete clinical notes with suggestions Prepares problems, meds, and orders for physician review. 04 Clinician edits and approves final documentation Provider remains in full control before anything is saved. 05 Write approved notes directly into the EHR Finalized chart entries stored with version history. How AI Scribe works. 01 Capture conversations in room or telehealth Securely records audio and transcripts in real time. 02 Map dialogue into structured medical templates Aligns notes to SOAP, H&P, or specialty workflows. 03 Draft complete clinical notes with suggestions Prepares problems, meds, and orders for physician review. 04 Clinician edits and approves final documentation Provider remains in full control before anything is saved. 05 Write approved notes directly into the EHR Finalized chart entries stored with version history. 01 Capture conversations in room or telehealth Securely records audio and transcripts in real time. 02 Map dialogue into structured medical templates Aligns notes to SOAP, H&P, or specialty workflows. 03 Draft complete clinical notes with suggestions Prepares problems, meds, and orders for physician review. 04 Clinician edits and approves final documentation Provider remains in full control before anything is saved. 05 Write approved notes directly into the EHR Finalized chart entries stored with version history. 01 Capture conversations in room or telehealth Securely records audio and transcripts in real time. 02 Map dialogue into structured medical templates Aligns notes to SOAP, H&P, or specialty workflows. 03 Draft complete clinical notes with suggestions Prepares problems, meds, and orders for physician review. 04 Clinician edits and approves final documentation Provider remains in full control before anything is saved. 05 Write approved notes directly into the EHR Finalized chart entries stored with version history. 01 Capture conversations in room or telehealth Securely records audio and transcripts in real time. 02 Map dialogue into structured medical templates Aligns notes to SOAP, H&P, or specialty workflows. 03 Draft complete clinical notes with suggestions Prepares problems, meds, and orders for physician review. 04 Clinician edits and approves final documentation Provider remains in full control before anything is saved. 05 Write approved notes directly into the EHR Finalized chart entries stored with version history. How AI Scribe works. 01 Capture conversations in room or telehealth Securely records audio and transcripts in real time. 02 Map dialogue into structured medical templates Aligns notes to SOAP, H&P, or specialty workflows. 03 Draft complete clinical notes with suggestions Prepares problems, meds, and orders for physician review. 04 Clinician edits and approves final documentation Provider remains in full control before anything is saved. 05 Write approved notes directly into the EHR Finalized chart entries stored with version history. 01 Capture conversations in room or telehealth Securely records audio and transcripts in real time. 02 Map dialogue into structured medical templates Aligns notes to SOAP, H&P, or specialty workflows. 03 Draft complete clinical notes with suggestions Prepares problems, meds, and orders for physician review. 04 Clinician edits and approves final documentation Provider remains in full control before anything is saved. 05 Write approved notes directly into the EHR Finalized chart entries stored with version history. 01 Capture conversations in room or telehealth Securely records audio and transcripts in real time. 02 Map dialogue into structured medical templates Aligns notes to SOAP, H&P, or specialty workflows. 03 Draft complete clinical notes with suggestions Prepares problems, meds, and orders for physician review. 04 Clinician edits and approves final documentation Provider remains in full control before anything is saved. 05 Write approved notes directly into the EHR Finalized chart entries stored with version history. 01 Capture conversations in room or telehealth Securely records audio and transcripts in real time. 02 Map dialogue into structured medical templates Aligns notes to SOAP, H&P, or specialty workflows. 03 Draft complete clinical notes with suggestions Prepares problems, meds, and orders for physician review. 04 Clinician edits and approves final documentation Provider remains in full control before anything is saved. 05 Write approved notes directly into the EHR Finalized chart entries stored with version history. AI Scribe features AI Scribe features Provides real-time EHR updates once clinician approval is given. Provides real-time EHR updates once clinician approval is given. Generates a clear after-visit summary for seamless follow-up. Reads your scheduling rules and clinic hours, offers first best time and alternatives. Reads your scheduling rules and clinic hours, offers first best time and alternatives. Maps captured content directly into your chosen note template. Maps captured content directly into your chosen note template. Maps captured content directly into your chosen note template. Delivers 98%+ accuracy while ensuring full compliance safeguards. Delivers 98%+ accuracy while ensuring full compliance safeguards. Suggests problems, medications, and orders for clinician review. Suggests problems, medications, and orders for clinician review. Prepares a plain-language patient summary for easy understanding. Prepares a plain-language patient summary for easy understanding. Shows documentation time saved to highlight efficiency gains. Shows documentation time saved to highlight efficiency gains. Tracks edits and versions automatically for transparency. Tracks edits and versions automatically for transparency. Captures the visit ambiently, handling real conversations natur AI For Doctors | Terms of Service - Sully ')"> Product Integrations Case Studies About Us Labs Docs Sign in Book a demo ')"> ')"> Cookie Policy Cookie Policy Cookie Policy Effective Date: June 21, 2025 This Cookie policy describes what kinds of cookies and similar technologies Sully uses in connection with our Services (as defined in our Privacy Policy), and how you can manage them. This Cookie policy does not address how we process your personal information outside of our usage of cookies. To learn more about how we process your personal information, please read our Privacy Policy. Types of Cookies Cookies are small text files that may be placed on your device when you interact with online services. Cookies can help services remember information about your visit, such as your language settings or when you logged in, which can improve your experience when you revisit a website. They can also be used for other purposes, such as helping online services troubleshoot errors, better understanding how their services are being used, and supporting their marketing efforts. Cookies set by us are called first-party cookies. We also use third-party cookies—which are cookies from a domain different from the domain of the website you are visiting. Similar technologies, such as pixels, web beacons, or local storage, can also be used for these purposes. We use "cookies" to refer to cookies and similar technologies. Necessary cookies These cookies are required to operate our Services. For example, they allow us to authenticate users or enable specific features within the Services, including for security purposes: SourceCookie nameDurationPurposeSullycookieyes-consent1 yearCookie consent managementIntercomintercom-device-id-rsfv81sb90 daysCustomer supportIntercomintercom-id-rsfv81sb90 daysCustomer supportIntercomintercom-session-rsfv81sb7 daysCustomer support Analytics cookies These cookies help us analyze and understand how our Services perform and are used, such as the number of users, and how they interact with our Services: SourceCookie nameDurationPurposeSegmentajs*anonymous_id1 yearAnalytics trackingMicrosoft BingRwBf13 monthsUser behavior analyticsMicrosoft BingMUID13 monthsUser identification for analyticsMicrosoft BingSRCHD13 monthsSearch analyticsMicrosoft BingSRCHHPGUSR13 monthsSearch preferencesMicrosoft BingSRCHUID13 monthsSearch session trackingMicrosoft BingSRCHUSR13 monthsSearch user preferences Marketing performance cookies These cookies help us support, analyze, and understand the efficacy of our marketing efforts, such as measuring the performance of marketing campaigns to enhance the Services' visibility. SourceCookie nameDurationPurposeFacebook/Meta_fbp90 daysFacebook advertising and analyticsFacebook/Meta_lfa540 daysFacebook conversion trackingMicrosoft Bing_uetsid1 dayMicrosoft Advertising session trackingMicrosoft Bing_uetvid16 daysMicrosoft Advertising visitor trackingMicrosoft BingMR7 daysMarketing measurementMicrosoft BingMSPTC13 monthsMarketing preferencesTwitter/Xguest_id13 monthsVisitor identificationTwitter/Xguest_id_ads13 monthsAdvertising visitor trackingTwitter/Xguest_id_marketing13 monthsMarketing visitor trackingTwitter/Xmuc13 monthsMarketing measurementTwitter/Xmuc_ads13 monthsAdvertising measurementTwitter/Xpersonalization_id2 yearsPersonalized advertisingTwitter/Xtwid10 monthsTwitter user identification Managing cookies Depending on applicable law, you may be able to choose which cookies are used when using our Services. If you are in a jurisdiction that allows for that control, you can access your cookie settings directly on our various sites. Your web browser may also allow you to manage your cookie preferences, including to delete and disable cookies. You can take a look at the help section of your web browser or follow the links below to understand your options. Chrome Internet Explorer Safari Firefox Opera Please note that changes you make to your cookie settings may affect the availability or functionality of the Services. Cookies listed as "Necessary" are required for the Services to function and cannot be disabled. Cookie settings are device- and browser-specific, so you will need to set cookie preferences for each device's browser. You can send any questions to [email protected] . Questions? Concerns? Suggestions? Please contact us at [email protected] or 3120 Scott Blvd, Santa Clara, CA 95054 to report any violations of these Terms of Use or to pose any questions regarding these Terms of Use or the Service. AI Agents AI Nurse AI Receptionist AI Consultant AI Scribe AI Pharmacist AI Medical Coder Company Products Integrations About HIPAA Resources Careers  Labs  Blog  Affiliate Program  Partner Program  Privacy Policies Cookie Policy Docs © Sully AI 2026. All Rights Reserved. Epic is a registered trademark of Epic Systems Corporation. AI Agents AI Nurse AI Receptionist AI Consultant AI Scribe AI Pharmacist AI Medical Coder Company Products Integrations About HIPAA Resources Careers  Labs  Blog  Affiliate Program  Partner Program  Privacy Policies Cookie Policy Docs © Sully AI 2026. All Rights Reserved. Epic is a registered trademark of Epic Systems Corporation. AI Agents AI Nurse AI Receptionist AI Consultant AI Scribe AI Pharmacist AI Medical Coder Company Products Integrations About HIPAA Resources Careers  Labs  Blog  Affiliate Program  Partner Program  Privacy Policies Cookie Policy Docs © Sully AI 2026. All Rights Reserved. Epic is a registered trademark of Epic Systems Corporation. Sully.ai – AI Clinical Consultant | Answers With Sources. Decisions With Confidence. ')"> Product Integrations Case Studies About Us Labs Docs Sign in Book a demo ')"> ')"> Answers with sources. Actions with guardrails . Answers with sources. Actions with guardrails . Book a demo Loved by healthcare organizations and platforms with over 100,000 providers Answers with sources. Actions with guardrails . Book a demo How AI Consultant works. 01 Aggregate policies, contracts, dashboards, and EHR data Collects rules, SOPs, and operational metrics in one place. 02 Analyze inputs and build cited recommendations Surfaces bottlenecks, denial risks, and compliance issues 03 Generate tasks, documents, and action playbooks Prepares briefs, workflows, and countermeasures for teams. 04 Route outputs for legal and operational approval Ensures governance with required sign-offs before action. 05 Record all actions with sources and audit trial Stores provenance, approvals, and outcomes for compliance 01 Aggregate policies, contracts, dashboards, and EHR data Collects rules, SOPs, and operational metrics in one place. 02 Analyze inputs and build cited recommendations Surfaces bottlenecks, denial risks, and compliance issues 03 Generate tasks, documents, and action playbooks Prepares briefs, workflows, and countermeasures for teams. 04 Route outputs for legal and operational approval Ensures governance with required sign-offs before action. 05 Record all actions with sources and audit trial Stores provenance, approvals, and outcomes for compliance 01 Aggregate policies, contracts, dashboards, and EHR data Collects rules, SOPs, and operational metrics in one place. 02 Analyze inputs and build cited recommendations Surfaces bottlenecks, denial risks, and compliance issues 03 Generate tasks, documents, and action playbooks Prepares briefs, workflows, and countermeasures for teams. 04 Route outputs for legal and operational approval Ensures governance with required sign-offs before action. 05 Record all actions with sources and audit trial Stores provenance, approvals, and outcomes for compliance 01 Aggregate policies, contracts, dashboards, and EHR data Collects rules, SOPs, and operational metrics in one place. 02 Analyze inputs and build cited recommendations Surfaces bottlenecks, denial risks, and compliance issues 03 Generate tasks, documents, and action playbooks Prepares briefs, workflows, and countermeasures for teams. 04 Route outputs for legal and operational approval Ensures governance with required sign-offs before action. 05 Record all actions with sources and audit trial Stores provenance, approvals, and outcomes for compliance How AI Consultant works. 01 Aggregate policies, contracts, dashboards, and EHR data Collects rules, SOPs, and operational metrics in one place. 02 Analyze inputs and build cited recommendations Surfaces bottlenecks, denial risks, and compliance issues 03 Generate tasks, documents, and action playbooks Prepares briefs, workflows, and countermeasures for teams. 04 Route outputs for legal and operational approval Ensures governance with required sign-offs before action. 05 Record all actions with sources and audit trial Stores provenance, approvals, and outcomes for compliance 01 Aggregate policies, contracts, dashboards, and EHR data Collects rules, SOPs, and operational metrics in one place. 02 Analyze inputs and build cited recommendations Surfaces bottlenecks, denial risks, and compliance issues 03 Generate tasks, documents, and action playbooks Prepares briefs, workflows, and countermeasures for teams. 04 Route outputs for legal and operational approval Ensures governance with required sign-offs before action. 05 Record all actions with sources and audit trial Stores provenance, approvals, and outcomes for compliance 01 Aggregate policies, contracts, dashboards, and EHR data Collects rules, SOPs, and operational metrics in one place. 02 Analyze inputs and build cited recommendations Surfaces bottlenecks, denial risks, and compliance issues 03 Generate tasks, documents, and action playbooks Prepares briefs, workflows, and countermeasures for teams. 04 Route outputs for legal and operational approval Ensures governance with required sign-offs before action. 05 Record all actions with sources and audit trial Stores provenance, approvals, and outcomes for compliance 01 Aggregate policies, contracts, dashboards, and EHR data Collects rules, SOPs, and operational metrics in one place. 02 Analyze inputs and build cited recommendations Surfaces bottlenecks, denial risks, and compliance issues 03 Generate tasks, documents, and action playbooks Prepares briefs, workflows, and countermeasures for teams. 04 Route outputs for legal and operational approval Ensures governance with required sign-offs before action. 05 Record all actions with sources and audit trial Stores provenance, approvals, and outcomes for compliance How AI Consultant works. 01 Aggregate policies, contracts, dashboards, and EHR data Collects rules, SOPs, and operational metrics in one place. 02 Analyze inputs and build cited recommendations Surfaces bottlenecks, denial risks, and compliance issues 03 Generate tasks, documents, and action playbooks Prepares briefs, workflows, and countermeasures for teams. 05 Record all actions with sources and audit trial Stores provenance, approvals, and outcomes for compliance 01 Aggregate policies, contracts, dashboards, and EHR data Collects rules, SOPs, and operational metrics in one place. 02 Analyze inputs and build cited recommendations Surfaces bottlenecks, denial risks, and compliance issues 03 Generate tasks, documents, and action playbooks Prepares briefs, workflows, and countermeasures for teams. 05 Record all actions with sources and audit trial Stores provenance, approvals, and outcomes for compliance 01 Aggregate policies, contracts, dashboards, and EHR data Collects rules, SOPs, and operational metrics in one place. 02 Analyze inputs and build cited recommendations Surfaces bottlenecks, denial risks, and compliance issues 03 Generate tasks, documents, and action playbooks Prepares briefs, workflows, and countermeasures for teams. 05 Record all actions with sources and audit trial Stores provenance, approvals, and outcomes for compliance 01 Aggregate policies, contracts, dashboards, and EHR data Collects rules, SOPs, and operational metrics in one place. 02 Analyze inputs and build cited recommendations Surfaces bottlenecks, denial risks, and compliance issues 03 Generate tasks, documents, and action playbooks Prepares briefs, workflows, and countermeasures for teams. 05 Record all actions with sources and audit trial Stores provenance, approvals, and outcomes for compliance AI Consultant features AI Consultant features Generates differential diagnostics to provides in-visit support or assistance. Generates differential diagnosis suggestions to support clinical reasoning. Performs thorough chart reviews to surface relevant history and context. Reads your scheduling rules and clinic hours, offers first best time and alternatives. Reads your scheduling rules and clinic hours, offers first best time and alternatives. Drafts clinical plans protocols aligned with current best practices. Drafts clinical plans protocols aligned with current best practices. Checks for potential drug interactions to improve prescribing safety. Checks for potential drug interactions to improve prescribing safety. Integrates standard references directly into the clinical workflow. Integrates standard references directly into the clinical workflow. Real impact, Real numbers 80% less errors per visit 99.8% USMLE Benchmarks 62% MedExpertQA First time in history Real impact, Real numbers 80% less errors per visit 99.8% USMLE Benchmarks 62% MedExpertQA First time in history Real impact, Real numbers 80% less errors per visit 99.8% USMLE Benchmarks 62% MedExpertQA First time in history Outcomes that move access, cost, and safety Outcomes that move access, cost Integration with EHR Systems | Sully ')"> Product Integrations Case Studies About Us Labs Docs Sign in Book a demo ')"> ')"> Supercharge your workflow with Sully. Supercharge your workflow with Sully. Book a demo Loved by healthcare organizations and platforms with over 100,000 providers Your clinical co‑pilot for intake, calls, and notes Book a demo Smooth integration How Sully integrations works. How Sully integrations works. 01 01 Connect to your EHR Connect to your EHR One secure integration powers scheduling and notes. One secure integration powers scheduling and notes One secure integration powers scheduling and notes. 02 02 Sync data securely Sync data securely Secure bidirectional PHI flow with encryption, audit trails, RBAC and compliance-ready from day one Secure bidirectional PHI flow with encryption, audit trails, RBAC and compliance-ready from day one Bi-directional PHI flow with encryption, audit trails, and RBAC. Compliance-ready from day one. 03 03 Turn on AI agents & workflows Turn on AI agents & workflows Activate Receptionist, Scribe, Medical Coder, Medical Assistant and Nurse all from the same integration. Configure once, scale across sites. Activate Receptionist, Scribe, Medical Coder, Medical Assistant and Nurse all from the same integration. Configure once, scale across sites. 04 04 Go live fast, expand as you grow Go live fast, expand as you grow Launch in weeks with white-glove onboarding. Add use cases without heavy lifts to free time and lift revenue. Launch in weeks with white-glove onboarding. Add use cases without heavy lifts to free time and lift revenue. Integrated Seamlessly integrated into your workflow Seamlessly integrated into your workflow  All  EHRs  Payments  Forms  Communications  Analytics EHRs Epic Comprehensive electronic health records system. EHRs Cerner EMR and healthcare technology solutions provider. EHRs MEDITECH Electronic health records for healthcare providers. EHRs Altera Digital health solutions for clinical care. EHRs MEDHOST Healthcare facility management software solutions. EHRs Veradigm Healthcare data and analytics for improved care quality. EHRs Allscripts EHR and practice management solutions provider. EHRs AthenaHealth Cloud-based EHR and practice management. EHRs NextGen Integrated EHR and practice management software. EHRs AdvancedMD Cloud-based EHR and medical billing software. EHRs Kareo Cloud-based EHR and practice management platform. EHRs Netsmart Software for behavioral health and human services. EHRs ModMed Specialty-specific EHR and practice management. EHRs PointClickCare EHR for post-acute care and senior living. EHRs Nextech Specialty-specific EHR and PM software. EHRs Practice Fusion Cloud-based EHR for small medical practices. EHRs DrChrono EHR and medical billing platform for practices. EHRs Elation EHR designed for primary care providers. EHRs Office Ally EHR and medical billing for healthcare practices. EHRs Office Practicum EHR for pediatric practices. EHRs Clinicom Clinical software for optimizing healthcare services. EHRs CRC Custom EHR Solution for Physchiatry & Physiatry Care EHRs Ambula Platform for managing medical data effectively. EHRs CharmHealth Cloud-based EHR, RCM, and practice management. EHRs Healthie Practice management and telehealth platform. EHRs Jane App Online booking, charting, and billing for practices. EHRs IntakeQ Online forms and practice management software. EHRs Exscribe EHR solution for orthopedic practices. Communications Paubox HIPAA-compliant secure email service provider. EHRs PracticeQ Online forms and practice management software. EHRs PatientNow Practice management and EHR for aesthetics. EHRs Tebra Modern EHR designed for providers EHRs Availity Healthcare transaction and information network. EHRs Snomed Codes Global clinical terminology system. Payments Square Payment processing and business tools platform. Payments Stripe Platform for online payments and financial services. EHRs Waystar Insurance eligibility and revenue cycle management. Communications Twilio Platform for cloud-based communication APIs. Analytics Looker HIPAA Compliant Data Analytics Tool (self-hosted) Communications SendBird In-app messaging and chat API for mobile/web apps. Forms NexHealth Patient experience platform for scheduling and EHR sync.  All  EHRs  Payments  Forms  Communications  Analytics EHRs Epic Comprehensive electronic health records system. EHRs Cerner EMR and healthcare technology solutions provider. EHRs MEDITECH Electronic health records for healthcare providers. EHRs Altera Digital health solutions for clinical care. EHRs MEDHOST Healthcare facility management software solutions. EHRs Veradigm Healthcare data and analytics for improved care quality. EHRs Allscripts EHR and practice management solutions provider. EHRs AthenaHealth Cloud-based EHR and practice management. EHRs NextGen Integrated EHR and practice management software. EHRs AdvancedMD Cloud-based EHR and medical billing software. EHRs Kareo Cloud-based EHR and practice management platform. EHRs Netsmart Software for behavioral health and human services. EHRs ModMed Specialty-specific EHR and practice management. EHRs PointClickCare EHR for post-acute care and senior living. EHRs Nextech Specialty-specific EHR and PM software. EHRs Practice Fusion Cloud-based EHR for small medical practices. EHRs DrChrono EHR and medical billing platform for practices. EHRs Elation EHR designed for primary care providers. EHRs Office Ally EHR and medical billing for healthcare practices. EHRs Office Practicum EHR for pediatric practices. EHRs Clinicom Clinical software for optimizing healthcare services. EHRs CRC Custom EHR Solution for Physchiatry & Physiatry Care EHRs Ambula Platform for managing medical data effectively. EHRs CharmHealth Cloud-based EHR, RCM, and practice management. EHRs Healthie Practice management and telehealth platform. EHRs Jane App Online booking, charting, and billing for practices. EHRs IntakeQ Online forms and practice management software. EHRs Exscribe EHR solution for orthopedic practices. Communications Paubox HIPAA-compliant secure email service provider. EHRs PracticeQ Online forms and practice management software. EHRs PatientNow Practice management and EHR for aesthetics. EHRs Tebra Modern EHR designed for providers EHRs Availity Healthcare transaction and information network. EHRs Snomed Codes Global clinical terminology system. Payments Square Payment processing and business tools platform. Payments Stripe Platform for online payments and financial services. EHRs Waystar Insurance eligibility and revenue cycle management. Communications Twilio Platform for cloud-based communication APIs. Analytics Looker HIPAA Compliant Data Analytics Tool (self-hosted) Communications SendBird In-app messaging and chat API for mobile/web apps. Forms NexHealth Patient experience platform for scheduling and EHR sync.  All  EHRs  Payments  Forms  Communications  Analytics EHRs Epic Comprehensive electronic health records system. EHRs Cerner EMR and healthcare technology solutions provider. EHRs MEDITECH Electronic health records for healthcare providers. EHRs Altera Digital health solutions for clinical care. EHRs MEDHOST Healthcare facility management software solutions. EHRs Veradigm Healthcare data and analytics for improved care quality. EHRs Allscripts EHR and practice management solutions provider. EHRs AthenaHealth Cloud-based EHR and practice management. EHRs NextGen Integrated EHR and practice management software. EHRs AdvancedMD Cloud-based EHR and medical billing software. EHRs Kareo Cloud-based EHR and practice management platform. EHRs Netsmart Software for behavioral health and human services. EHRs ModMed Specialty-specific EHR and practice management. EHRs PointClickCare EHR for post-acute care and senior living. EHRs Nextech Specialty-specific EHR and PM software. EHRs Practice Fusion Cloud-based EHR for small medical practices. E AI Medical Coder | Sully.AI Code faster . Deny less. Explain with clarity. Code faster . Deny less. Explain with clarity. Book a demo Loved by healthcare organizations and platforms with over 100,000 providers ')"> Product Integrations Case Studies About Us Labs Docs Sign in Book a demo ')"> ')"> Code faster . Deny less. Explain with clarity. Book a demo How AI Medical Coder works. 01 Extract encounter notes, problems, meds, and orders Reads structured and unstructured documentation from EHR. 02 Match documentation to ICD-10/CPT/HCPCS codes Maps text to compliant billing and coding standards. 03 Suggest codes, modifiers, and coder queries Flags gaps; drafts provider clarifications as needed. 04 Coder reviews and approves before submission Keeps human oversight central in the coding process. is saved. 05 Post approved codes and charges to EHR/PM Final claims scrubbed, logged, and ready for submission. 01 Extract encounter notes, problems, meds, and orders Reads structured and unstructured documentation from EHR. 02 Match documentation to ICD-10/CPT/HCPCS codes Maps text to compliant billing and coding standards. 03 Suggest codes, modifiers, and coder queries Flags gaps; drafts provider clarifications as needed. 04 Coder reviews and approves before submission Keeps human oversight central in the coding process. is saved. 05 Post approved codes and charges to EHR/PM Final claims scrubbed, logged, and ready for submission. 01 Extract encounter notes, problems, meds, and orders Reads structured and unstructured documentation from EHR. 02 Match documentation to ICD-10/CPT/HCPCS codes Maps text to compliant billing and coding standards. 03 Suggest codes, modifiers, and coder queries Flags gaps; drafts provider clarifications as needed. 04 Coder reviews and approves before submission Keeps human oversight central in the coding process. is saved. 05 Post approved codes and charges to EHR/PM Final claims scrubbed, logged, and ready for submission. 01 Extract encounter notes, problems, meds, and orders Reads structured and unstructured documentation from EHR. 02 Match documentation to ICD-10/CPT/HCPCS codes Maps text to compliant billing and coding standards. 03 Suggest codes, modifiers, and coder queries Flags gaps; drafts provider clarifications as needed. 04 Coder reviews and approves before submission Keeps human oversight central in the coding process. is saved. 05 Post approved codes and charges to EHR/PM Final claims scrubbed, logged, and ready for submission. How AI Medical Coder works. 01 Extract encounter notes, problems, meds, and orders Reads structured and unstructured documentation from EHR. 02 Match documentation to ICD-10/CPT/HCPCS codes Maps text to compliant billing and coding standards. 03 Suggest codes, modifiers, and coder queries Flags gaps; drafts provider clarifications as needed. 04 Coder reviews and approves before submission Keeps human oversight central in the coding process. is saved. 05 Post approved codes and charges to EHR/PM Final claims scrubbed, logged, and ready for submission. 01 Extract encounter notes, problems, meds, and orders Reads structured and unstructured documentation from EHR. 02 Match documentation to ICD-10/CPT/HCPCS codes Maps text to compliant billing and coding standards. 03 Suggest codes, modifiers, and coder queries Flags gaps; drafts provider clarifications as needed. 04 Coder reviews and approves before submission Keeps human oversight central in the coding process. is saved. 05 Post approved codes and charges to EHR/PM Final claims scrubbed, logged, and ready for submission. 01 Extract encounter notes, problems, meds, and orders Reads structured and unstructured documentation from EHR. 02 Match documentation to ICD-10/CPT/HCPCS codes Maps text to compliant billing and coding standards. 03 Suggest codes, modifiers, and coder queries Flags gaps; drafts provider clarifications as needed. 04 Coder reviews and approves before submission Keeps human oversight central in the coding process. is saved. 05 Post approved codes and charges to EHR/PM Final claims scrubbed, logged, and ready for submission. 01 Extract encounter notes, problems, meds, and orders Reads structured and unstructured documentation from EHR. 02 Match documentation to ICD-10/CPT/HCPCS codes Maps text to compliant billing and coding standards. 03 Suggest codes, modifiers, and coder queries Flags gaps; drafts provider clarifications as needed. 04 Coder reviews and approves before submission Keeps human oversight central in the coding process. is saved. 05 Post approved codes and charges to EHR/PM Final claims scrubbed, logged, and ready for submission. How AI Medical Coder works. 01 Extract encounter notes, problems, meds, and orders Reads structured and unstructured documentation from EHR. 02 Match documentation to ICD-10/CPT/HCPCS codes Maps text to compliant billing and coding standards. 03 Suggest codes, modifiers, and coder queries Flags gaps; drafts provider clarifications as needed. 04 Coder reviews and approves before submission Keeps human oversight central in the coding process. is saved. 05 Post approved codes and charges to EHR/PM Final claims scrubbed, logged, and ready for submission. 01 Extract encounter notes, problems, meds, and orders Reads structured and unstructured documentation from EHR. 02 Match documentation to ICD-10/CPT/HCPCS codes Maps text to compliant billing and coding standards. 03 Suggest codes, modifiers, and coder queries Flags gaps; drafts provider clarifications as needed. 04 Coder reviews and approves before submission Keeps human oversight central in the coding process. is saved. 05 Post approved codes and charges to EHR/PM Final claims scrubbed, logged, and ready for submission. 01 Extract encounter notes, problems, meds, and orders Reads structured and unstructured documentation from EHR. 02 Match documentation to ICD-10/CPT/HCPCS codes Maps text to compliant billing and coding standards. 03 Suggest codes, modifiers, and coder queries Flags gaps; drafts provider clarifications as needed. 04 Coder reviews and approves before submission Keeps human oversight central in the coding process. is saved. 05 Post approved codes and charges to EHR/PM Final claims scrubbed, logged, and ready for submission. 01 Extract encounter notes, problems, meds, and orders Reads structured and unstructured documentation from EHR. 02 Match documentation to ICD-10/CPT/HCPCS codes Maps text to compliant billing and coding standards. 03 Suggest codes, modifiers, and coder queries Flags gaps; drafts provider clarifications as needed. 04 Coder reviews and approves before submission Keeps human oversight central in the coding process. is saved. 05 Post approved codes and charges to EHR/PM Final claims scrubbed, logged, and ready for submission. AI Medical Coder features AI Medical Coder features Suggests ICD-10-CM, CPT/HCPCS codes, and modifiers with accuracy. Suggests ICD-10-CM, CPT/HCPCS codes, and modifiers with accuracy. Flags missing documentation elements before claims are submitted. Flags missing documentation elements before claims are submitted. Performs E/M leveling with a clear, auditable rationale trail. Performs E/M leveling with a clear, auditable rationale trail. Scrubs claims against payer edits and compliance rules automatically. Scrubs claims against payer edits and compliance rules automatically. Drafts compliant CDI queries for providers to review and sign off. Reads your scheduling rules and clinic hours, offers first best time and alternatives. Reads your scheduling rules and clinic hours, offers first best time and alternatives. Highlights HCC and charge- capture opportunities to prevent revenue loss. Highlights HCC and charge- capture opportunities to prevent revenue loss. Posts codes to the record only after human approval and oversight. Posts codes to the record only after human approval and oversight. Audits coding accuracy, first-pass rate, and denial trends over time. Audits coding accuracy, first-pass r Sully.ai – AI Triage Nurse | Safe, Guided Patient Intake & Assessment ')"> Product Integrations Case Studies About Us Labs Docs Sign in Book a demo ')"> ')"> Your clinical co‑pilot for intake, calls, and notes Keep meds moving. Improve safety. Book a demo Loved by healthcare organizations and platforms with over 100,000 providers Your clinical co‑pilot for intake, calls, and notes Book a demo How AI Triage nurse works. 01 Load care plans, meds, labs, and referrals Pulls patient data and instructions directly from the EHR. 02 Interpret patient responses and detect risks early Flags adherence issues, worsening symptoms, or missing steps. 03 Send reminders, education, and follow-up nudges Keeps patients on track with meds, labs, and visits. 04 Escalate urgent cases to nurse review instantly Routes high-risk responses to RN with full context. 05 Update EHR with notes and completed tasks Logs interactions, escalations, and outcomes for compliance. 01 Load care plans, meds, labs, and referrals Pulls patient data and instructions directly from the EHR. 02 Interpret patient responses and detect risks early Flags adherence issues, worsening symptoms, or missing steps. 03 Send reminders, education, and follow-up nudges Keeps patients on track with meds, labs, and visits. 04 Escalate urgent cases to nurse review instantly Routes high-risk responses to RN with full context. 05 Update EHR with notes and completed tasks Logs interactions, escalations, and outcomes for compliance. 01 Load care plans, meds, labs, and referrals Pulls patient data and instructions directly from the EHR. 02 Interpret patient responses and detect risks early Flags adherence issues, worsening symptoms, or missing steps. 03 Send reminders, education, and follow-up nudges Keeps patients on track with meds, labs, and visits. 04 Escalate urgent cases to nurse review instantly Routes high-risk responses to RN with full context. 05 Update EHR with notes and completed tasks Logs interactions, escalations, and outcomes for compliance. 01 Load care plans, meds, labs, and referrals Pulls patient data and instructions directly from the EHR. 02 Interpret patient responses and detect risks early Flags adherence issues, worsening symptoms, or missing steps. 03 Send reminders, education, and follow-up nudges Keeps patients on track with meds, labs, and visits. 04 Escalate urgent cases to nurse review instantly Routes high-risk responses to RN with full context. 05 Update EHR with notes and completed tasks Logs interactions, escalations, and outcomes for compliance. How AI Triage nurse works. 01 Load care plans, meds, labs, and referrals Pulls patient data and instructions directly from the EHR. 02 Interpret patient responses and detect risks early Flags adherence issues, worsening symptoms, or missing steps. 03 Send reminders, education, and follow-up nudges Keeps patients on track with meds, labs, and visits. 04 Escalate urgent cases to nurse review instantly Routes high-risk responses to RN with full context. 05 Update EHR with notes and completed tasks Logs interactions, escalations, and outcomes for compliance. 01 Load care plans, meds, labs, and referrals Pulls patient data and instructions directly from the EHR. 02 Interpret patient responses and detect risks early Flags adherence issues, worsening symptoms, or missing steps. 03 Send reminders, education, and follow-up nudges Keeps patients on track with meds, labs, and visits. 04 Escalate urgent cases to nurse review instantly Routes high-risk responses to RN with full context. 05 Update EHR with notes and completed tasks Logs interactions, escalations, and outcomes for compliance. 01 Load care plans, meds, labs, and referrals Pulls patient data and instructions directly from the EHR. 02 Interpret patient responses and detect risks early Flags adherence issues, worsening symptoms, or missing steps. 03 Send reminders, education, and follow-up nudges Keeps patients on track with meds, labs, and visits. 04 Escalate urgent cases to nurse review instantly Routes high-risk responses to RN with full context. 05 Update EHR with notes and completed tasks Logs interactions, escalations, and outcomes for compliance. 01 Load care plans, meds, labs, and referrals Pulls patient data and instructions directly from the EHR. 02 Interpret patient responses and detect risks early Flags adherence issues, worsening symptoms, or missing steps. 03 Send reminders, education, and follow-up nudges Keeps patients on track with meds, labs, and visits. 04 Escalate urgent cases to nurse review instantly Routes high-risk responses to RN with full context. 05 Update EHR with notes and completed tasks Logs interactions, escalations, and outcomes for compliance. How AI Triage nurse works. 01 Load care plans, meds, labs, and referrals Pulls patient data and instructions directly from the EHR. 02 Interpret patient responses and detect risks early Flags adherence issues, worsening symptoms, or missing steps. 03 Send reminders, education, and follow-up nudges Keeps patients on track with meds, labs, and visits. 04 Escalate urgent cases to nurse review instantly Routes high-risk responses to RN with full context. 05 Update EHR with notes and completed tasks Logs interactions, escalations, and outcomes for compliance. 01 Load care plans, meds, labs, and referrals Pulls patient data and instructions directly from the EHR. 02 Interpret patient responses and detect risks early Flags adherence issues, worsening symptoms, or missing steps. 03 Send reminders, education, and follow-up nudges Keeps patients on track with meds, labs, and visits. 04 Escalate urgent cases to nurse review instantly Routes high-risk responses to RN with full context. 05 Update EHR with notes and completed tasks Logs interactions, escalations, and outcomes for compliance. 01 Load care plans, meds, labs, and referrals Pulls patient data and instructions directly from the EHR. 02 Interpret patient responses and detect risks early Flags adherence issues, worsening symptoms, or missing steps. 03 Send reminders, education, and follow-up nudges Keeps patients on track with meds, labs, and visits. 04 Escalate urgent cases to nurse review instantly Routes high-risk responses to RN with full context. 05 Update EHR with notes and completed tasks Logs interactions, escalations, and outcomes for compliance. 01 Load care plans, meds, labs, and referrals Pulls patient data and instructions directly from the EHR. 02 Interpret patient responses and detect risks early Flags adherence issues, worsening symptoms, or missing steps. 03 Send reminders, education, and follow-up nudges Keeps patients on track with meds, labs, and visits. 04 Escalate urgent cases to nurse review instantly Routes high-risk responses to RN with full context. 05 Update EHR with notes and completed tasks Logs interactions, escalations, and outcomes for compliance. AI Triage nurse features AI Triage nurse features Checks symptoms and side effects automatically, with clear next-step guidance. Reads your scheduling rules and clinic hours, offers first best time and alternatives. Reads your scheduling rules and clinic hours, offers first best time and alternatives. Sends timely care co-ordination for medications, labs, and referrals. Sends timely care co-ordination for medications, labs, and referrals. Escalates cases to an RN when thresholds are triggered for safety. Escalates cases to an RN when thresholds are triggered for safety. Escalates cases to an RN when thresholds are triggered for safety. Logs every interaction directly to your EHR/CRM for continuity of care. Logs every interaction directly to your EHR/CRM for continuity of care. Supports patients in multiple languages for clear, accessible education. Supports patients in multiple languages for clear, accessible education. Supports patients in multiple languages for clear, accessible education. Connect your systems — Start with read‑only access to your phone/chat portal and EHR. Connect your syste Sully.ai - Enterprise-grade AI Agentic Teams for Clinical Operations Sully.ai - AI Medical Employees for Healthcare See Sully.ai in Action Learn how Sully saves clinicians 2+ hours daily while increasing appointments by 20%, and explore ROI guaranteed trial options. 2.4 Hrs less daily charting time 18.5% increase in patients served “After evaluating multiple AI tools, I found Sully.ai to be the most comprehensive and innovative. Now, I can provide a wealth of information and pour myself into patients. It’s been a gold mine for us.” Hughan Frederick MD, FACOG, Owner 85% decrease in onboarding time 4 Hrs daily admin saved per clinician “It’s been a game-changer. I’ve never in my life heard the words ‘game-changer’ as much as I have in the last month and a half from my team.” Dr. Derin Patel MD, Founder, CMO 10x decrease in operations per patient 3x increase in efficiency and speed "Sully.ai is an all-in-one solution, from patient intake to in-visit interactions with patients, as well as aftercare and follow-up. For us physicians, it’s a game-changer" Dr. Nesheet Parikh DO, Founder 2.4 Hrs less daily charting time 18.5% increase in patients served “After evaluating multiple AI tools, I found Sully.ai to be the most comprehensive and innovative. Now, I can provide a wealth of information and pour myself into patients. It’s been a gold mine for us.” Hughan Frederick MD, FACOG, Owner 85% decrease in onboarding time 4 Hrs daily admin saved per clinician “It’s been a game-changer. I’ve never in my life heard the words ‘game-changer’ as much as I have in the last month and a half from my team.” Dr. Derin Patel MD, Founder, CMO 10x decrease in operations per patient 3x increase in efficiency and speed "Sully.ai is an all-in-one solution, from patient intake to in-visit interactions with patients, as well as aftercare and follow-up. For us physicians, it’s a game-changer" Dr. Nesheet Parikh DO, Founder 2.4 Hrs less daily charting time 18.5% increase in patients served “After evaluating multiple AI tools, I found Sully.ai to be the most comprehensive and innovative. Now, I can provide a wealth of information and pour myself into patients. It’s been a gold mine for us.” Hughan Frederick MD, FACOG, Owner 85% decrease in onboarding time 4 Hrs daily admin saved per clinician “It’s been a game-changer. I’ve never in my life heard the words ‘game-changer’ as much as I have in the last month and a half from my team.” Dr. Derin Patel MD, Founder, CMO 10x decrease in operations per patient 3x increase in efficiency and speed "Sully.ai is an all-in-one solution, from patient intake to in-visit interactions with patients, as well as aftercare and follow-up. For us physicians, it’s a game-changer" Dr. Nesheet Parikh DO, Founder Unlock The Limits of Your Practice See Sully.ai in Action See Sully.ai in Action Learn how Sully saves clinicians 2+ hours daily while increasing appointments by 20%, and explore ROI guaranteed trial options. Learn how Sully saves clinicians 2+ hours daily while increasing appointments by 20%, and explore ROI guaranteed trial options. Select the size of your practice 0 - 200 201 - 500 501 - 1000 1000 + Continue Medical AI Employees | About - Sully Our Story Our Story Growing up, Omar watched his mother confined to a wheelchair due to a medical error, a sight that deeply affected him. Meanwhile, Nasser faced significant challenges navigating an outdated healthcare system for his pregnant wife in the Bay Area, feeling like he was stuck in the 1980s instead of 2024. United by Dr. Henry Duong's experience, trained and sold on-device AI models to NASA 10 years ago, these experiences led the three to leverage their expertise in building tech companies. Growing up, Omar watched his mother confined to a wheelchair due to a medical error, a sight that deeply affected him. Meanwhile, Nasser faced significant challenges navigating an outdated healthcare system for his pregnant wife in the Bay Area, feeling like he was stuck in the 1980s instead of 2024. United by Dr. Henry Duong's experience, trained and sold on-device AI models to NASA 10 years ago, these experiences led the three to leverage their expertise in building tech companies. That's why for us better healthcare is a basic human right That's why for us better healthcare is a basic human right We’re building healthcare’s best human + AI team We’re building healthcare’s best human + AI team We’re building healthcare’s best human + AI team A tight, global team of clinicians and builders, we design medical AI that quietly takes notes, books visits, and closes loops, so people get seen faster and clinicians get their time back. Safe, reliable, and kind. A tight, global team of clinicians and builders, we design medical AI that quietly takes notes, books visits, and closes loops, so people get seen faster and clinicians get their time back. Safe, reliable, and kind. Join us Hospital Level 04 fully autonomous healthcare Level 03 operate machines autonomously Level 02 patient operations Level 01 autonomous agents for hospital operations autonomous agents for hospital operations Loved by healthcare organizations and platforms with over 100,000 providers ')"> Product Integrations Case Studies About Us Labs Docs Sign in Book a demo ')"> We are building the 100-Year company We are building the 100-Year company Ambient documentation that gives hours back each day. Ambient documentation that gives hours back each day. Scheduling and intake that speaks any language. Scheduling and intake that speaks any language. Decision support that’s accurate and auditable Decision support that’s accurate and auditable Post-visit workflows that just run. Post-visit workflows that just run. Meet Our Team Meet Our Team Head of Engineering Dr. Henry Duong NASA technologist turned clinician-educator; bridging space-grade systems thinking with hospital ops and learning. Worked with NASA initiatives; brings mission-critical safety and automation practices into care delivery. Academic ties at UNLV; educator and mentor to clinicians and engineers. Media/edtech contributions with GIBLIB (surgical/medical video education). Clinical collaboration experience with Mayo Clinic teams. Head of Engineering Dr. Henry Duong NASA technologist turned clinician-educator; bridging space-grade systems thinking with hospital ops and learning. Worked with NASA initiatives; brings mission-critical safety and automation practices into care delivery. Academic ties at UNLV; educator and mentor to clinicians and engineers. Media/edtech contributions with GIBLIB (surgical/medical video education). Clinical collaboration experience with Mayo Clinic teams. Head of Engineering Dr. Henry Duong NASA technologist turned clinician-educator; bridging space-grade systems thinking with hospital ops and learning. Worked with NASA initiatives; brings mission-critical safety and automation practices into care delivery. Academic ties at UNLV; educator and mentor to clinicians and engineers. Media/edtech contributions with GIBLIB (surgical/medical video education). Clinical collaboration experience with Mayo Clinic teams. Head, Clinical Board Amit Kumthekar Stanford-trained product leader; built regulated AI + sensor platforms at scale. Stanford University engineering/innovation background. Led initiatives touching CGM/diabetes tech at Dexcom. Collaborated with Stanford Medicine programs on clinical workflows & validation. Head, Clinical Board Amit Kumthekar Stanford-trained product leader; built regulated AI + sensor platforms at scale. Stanford University engineering/innovation background. Led initiatives touching CGM/diabetes tech at Dexcom. Collaborated with Stanford Medicine programs on clinical workflows & validation. Head, Clinical Board Amit Kumthekar Stanford-trained product leader; built regulated AI + sensor platforms at scale. Stanford University engineering/innovation background. Led initiatives touching CGM/diabetes tech at Dexcom. Collaborated with Stanford Medicine programs on clinical workflows & validation. President & COO Ahmed Nasser From Cairo’s slums to systems wizard; self-taught fixer who makes impossible ops just…work. Grew up in Cairo’s slums; relentless, hands-on learner. Started by repairing family and friends’ computers; evolved into full-stack problem solver. Known for pragmatic automation and “get-it-done” delivery in messy real-world environments. President & COO Ahmed Nasser From Cairo’s slums to systems wizard; self-taught fixer who makes impossible ops just…work. Grew up in Cairo’s slums; relentless, hands-on learner. Started by repairing family and friends’ computers; evolved into full-stack problem solver. Known for pragmatic automation and “get-it-done” delivery in messy real-world environments. President & COO Ahmed Nasser From Cairo’s slums to systems wizard; self-taught fixer who makes impossible ops just…work. Grew up in Cairo’s slums; relentless, hands-on learner. Started by repairing family and friends’ computers; evolved into full-stack problem solver. Known for pragmatic automation and “get-it-done” delivery in messy real-world environments. Founding Engineer Mags Magnoli Neuroscience-trained builder with scale wins across AV, email, and mobile, turns complex systems into polished, high-impact products. Led incident tooling (↓ TTR ~30%); drove 1M+ LoC JS→TS refactor; built shared web components. Shipped AMP email UX, white-label ESP, public APIs, rich form/email builder; major CPG adoption. Co-founded; rider/driver apps, CI/CD (Jenkins/Fastlane), one-click white-label pipeline. Founding Engineer Mags Magnoli Neuroscience-trained builder with scale wins across AV, email, and mobile, turns complex systems into polished, high-impact products. Led incident tooling (↓ TTR ~30%); drove 1M+ LoC JS→TS refactor; built shared web components. Shipped AMP email UX, white-label ESP, public APIs, rich form/email builder; major CPG adoption. Co-founded; rider/driver apps, CI/CD (Jenkins/Fastlane), one-click white-label pipeline. Founding Engineer Mags Magnoli Neuroscience-trained builder with scale wins across AV, email, and mobile, turns complex systems into polished, high-impact products. Led incident tooling (↓ TTR ~30%); drove 1M+ LoC JS→TS refactor; built shared web components. Shipped AMP email UX, white-label ESP, public APIs, rich form/email builder; major CPG adoption. Co-founded; rider/driver apps, CI/CD (Jenkins/Fastlane), one-click white-label pipeline. What we stand for What we stand for Impact Impact We exist to save lives; Focus on the user and everything else will follow. We exist to save lives; Focus on the user and everything else will follow. Champions team Champions team Greatness and comfort rarely co-exist; Work smart, long, hard. Greatness and comfort rarely co-exist; Work smart, long, hard. Integrity Integrity Don’t be evil; Do the right thing even when no one is watching. Don’t be evil; Do the right thing even when no one is watching. Impatient Impatient Speed is our currency. Move fast to arrive early. Speed is our currency. Move fast to arrive early. Innovators Innovators Improve 1% better everyday = Sully.ai - The #1 all-in-one AI solution in saving doctors' time ')"> Product Integrations Case Studies About Us Labs Docs Sign in Book a demo ')"> ')"> Powering the future of Healthcare Partner with Sully.ai to offer your clients autonomous medical workers that enable them to streamline healthcare workflows, enhance efficiency, and reduce administrative burden in medical operations. Become a Sully.ai Partner Become a Sully.ai Partner Become a Sully.ai Partner Backed by ')"> 400+ HEALTHCARE ORGANIZATIONS ❤️ SULLY Why become a Sully.ai Partner Why become a Sully.ai Partner Why become a Sully.ai Partner 1 1 Gain a Competitive Edge Gain a Competitive Edge Solve complex and time-consuming operational challenges by leveraging autonomous medical workers that enhance efficiency. 2 2 Improve Profitability Improve Profitability Help increase patient throughput and optimize resource allocation while enabling healthcare organizations to focus on delivering high-quality care. 3 3 Provide Measurable Value Provide Measurable Value Benefit from Sully.ai’s cutting-edge AI technology with flexible integration options, improving efficiency and reducing operational costs in healthcare. Meet Sully's AI Agents Meet Sully's AI Agents Meet Sully's AI Agents Medical Assistant Assist with clinical procedures Most Used Medical Assistant Assist with clinical procedures Most Used Medical Assistant Assist with clinical procedures Most Used Medical Coder Assign correct medical billing code Recommended Medical Coder Assign correct medical billing code Recommended Scribe Agent Generate notes from conversations Most Used Scribe Agent Generate notes from conversations Most Used Receptionist Agent Manage patient appointments Most Used Receptionist Agent Manage patient appointments Most Used Admin Assistant Handle administrative office tasks Recommended Admin Assistant Handle administrative office tasks Recommended Nurse Agent Coordinate patient care activities Most Used Nurse Agent Coordinate patient care activities Most Used Pharmacy Technician Procure medication orders New Pharmacy Technician Procure medication orders New Medical Interpreter Quickly translates 20+ languages New Medical Interpreter Quickly translates 20+ languages New Research Assistant Instantly analyze clinical data. Most Used Research Assistant Instantly analyze clinical data. Most Used The Sully Impact The Sully Impact The Sully Impact ')"> ')"> 0 + 0 + 0 + 0 + Organizations have deployed Sully 0 + Hrs 0 + Hrs 0 + Hrs 0 + Hrs Saved Per Clinician 0 M+ 0 M+ 0 M+ 0 M+ Tasks completed Tasks completed Tasks completed Types of Partnerships Types of Partnerships FOR EHRs and EMRs Product partners Offer a stronger, more cohesive solution for your customers that increases acquisition and retention of your platform For Consultants and Resellers Distribution partners Help your clients find a solution to all questions regarding healthcare workflow automation. Earn rewards for driving new business to Sully.ai Safe, Secure & Compliant Our AI Medical Agents safeguard your information HIPAA Compliant Industry standard data encryption secure storage SOC Compliant SOC Compliant Our commitment to the highest standards of data security and privacy. AI Agents, you can rely on 💙 AI Agents, you can rely on 💙 "Sully.ai is a comprehensive platform, from client onboarding to real-time engagement with customers, as well as post-visit care and monitoring. For us healthcare professionals, it’s a paradigm shift. " Neesheet Parikh Founder, Parikh Health "As a psychiatrist, Sully helps me spend more time present with my patients while the notes write themselves! It’s a game changer for mental health providers.” Bhargav Patel MD, Psychiatry “It’s super impressive, It’s a platform I wished existed ever since I was a resident. Each time I use it I provide better care to my patients. ” Jackson Bell DO "This is an absolute game changer" Nurani Madhani Family Nurse Practitioner "Sully.ai is a comprehensive platform, from client onboarding to real-time engagement with customers, as well as post-visit care and monitoring. For us healthcare professionals, it’s a paradigm shift. " Neesheet Parikh Founder, Parikh Health "As a psychiatrist, Sully helps me spend more time present with my patients while the notes write themselves! It’s a game changer for mental health providers.” Bhargav Patel MD, Psychiatry “It’s super impressive, It’s a platform I wished existed ever since I was a resident. Each time I use it I provide better care to my patients. ” Jackson Bell DO "This is an absolute game changer" Nurani Madhani Family Nurse Practitioner AI Agents AI Nurse AI Receptionist AI Consultant AI Scribe AI Pharmacist AI Medical Coder Company Products Integrations About HIPAA Resources Careers  Labs  Blog  Affiliate Program  Partner Program  Privacy Policies Cookie Policy Docs © Sully AI 2026. All Rights Reserved. Epic is a registered trademark of Epic Systems Corporation. AI Agents AI Nurse AI Receptionist AI Consultant AI Scribe AI Pharmacist AI Medical Coder Company Products Integrations About HIPAA Resources Careers  Labs  Blog  Affiliate Program  Partner Program  Privacy Policies Cookie Policy Docs © Sully AI 2026. All Rights Reserved. Epic is a registered trademark of Epic Systems Corporation. AI Agents AI Nurse AI Receptionist AI Consultant AI Scribe AI Pharmacist AI Medical Coder Company Products Integrations About HIPAA Resources Careers  Labs  Blog  Affiliate Program  Partner Program  Privacy Policies Cookie Policy Docs © Sully AI 2026. All Rights Reserved. Epic is a registered trademark of Epic Systems Corporation. AI Medical Employees For Doctors | Success Stories - Sully ')"> Product Integrations Case Studies About Us Labs Docs Sign in Book a demo ')"> ')"> Sully helps 100+ healthcare orgs transform patient experience Sully helps 100+ healthcare orgs transform patient experience Sully helps 400+ healthcare orgs transform patient experience Providers use Sully's AI care team to cut admin work, boost revenue, and go live in weeks Providers use Sully's AI care team to cut admin work, boost revenue, and go live in weeks Book a demo Loved by healthcare organizations and platforms with over 100,000 providers Integration impacts to our customers Integration impacts to our customers “After evaluating multiple AI tools, I found Sully.ai to be the most comprehensive and innovative. Now, I can provide a wealth of information and pour myself into patients. It’s been a gold mine for us.” “After evaluating multiple AI tools, I found Sully.ai to be the most comprehensive and innovative. Now, I can provide a wealth of information and pour myself into patients. It’s been a gold mine for us.” Hughan Frederick, MD, FACOG Owner, Nile Women's Health Care Read case study Increase in new patients Decrease in operations per patient Decrease in onboarding time Decrease in burnout 0.0 % Increase in new patients 0 % Decrease in operations per patient 0 % Decrease in onboarding time 0 % Decrease in burnout 0.0 % 0.0 % Increase in new patients 0 % Decrease in operations per patient 0 % Decrease in onboarding time 0 % Decrease in burnout 0.0 % 0.0 % Increase in new patients 0 % Decrease in operations per patient 0 % Decrease in onboarding time 0 % Decrease in burnout “After interviewing more than 200 companies, we found Sully to be the most specific, the most aefficient, and the most user-friendly platform.” “After interviewing more than 200 companies, we found Sully to be the most specific, the most aefficient, and the most user-friendly platform.” Dr. Hady Jerdak CEO Read case study Increase in new patients Decrease in operations per patient Decrease in onboarding time Decrease in burnout 0.0 % Increase in new patients 0 % Decrease in operations per patient 0 % Decrease in onboarding time 0 % Decrease in burnout 0.0 % 0 % 0.0 % Increase in new patients 0 % Decrease in operations per patient 0 % Decrease in onboarding time 0 % Decrease in burnout 0.0 % 0 % 0.0 % Increase in new patients 0 % Decrease in operations per patient 0 % Decrease in onboarding time 0 % Decrease in burnout “Sully.ai stopped me from feeling burned out, and I’m happy seeing patients again!” “Sully.ai stopped me from feeling burned out, and I’m happy seeing patients again!” City Health Lead Physicians Read case study Increase in new patients Decrease in operations per patient Decrease in onboarding time Decrease in burnout 0.0 % Increase in new patients 0 % Decrease in operations per patient 0 % Decrease in onboarding time 0 % Decrease in burnout 0.0 % 0 % 0 % 0.0 % Increase in new patients 0 % Decrease in operations per patient 0 % Decrease in onboarding time 0 % Decrease in burnout 0.0 % 0 % 0 % 0.0 % Increase in new patients 0 % Decrease in operations per patient 0 % Decrease in onboarding time 0 % Decrease in burnout It’s been a game-changer. I’ve never in my life heard the words ‘game-changer’ as much as I have in the last month and a half from my team. It’s been a game-changer. I’ve never in my life heard the words ‘game-changer’ as much as I have in the last month and a half from my team. Dr. Derin Patel MD, Founder, CMO Read case study Increase in new patients Decrease in operations per patient Decrease in onboarding time Decrease in burnout 0.0 % Increase in new patients 0 % Decrease in operations per patient 0 % Decrease in onboarding time 0 % Decrease in burnout 0.0 % 0 % 0 % 0 % 0.0 % Increase in new patients 0 % Decrease in operations per patient 0 % Decrease in onboarding time 0 % Decrease in burnout 0.0 % 0 % 0 % 0 % 0.0 % Increase in new patients 0 % Decrease in operations per patient 0 % Decrease in onboarding time 0 % Decrease in burnout “We’re getting paid faster, our compliance risk is much lower, and our administrative overhead is down. Most importantly, we have a happier, more effective clinical team that’s providing better care to more engaged patients. Sully has become a major competitive advantage for us in the marketplace.” “We’re getting paid faster, our compliance risk is much lower, and our administrative overhead is down. Most importantly, we have a happier, more effective clinical team that’s providing better care to more engaged patients. Sully has become a major competitive advantage for us in the marketplace.” Derek Ayers, DO Chief Medical Officer Read case study Increase in new patients Decrease in operations per patient Decrease in onboarding time Decrease in burnout 0.0 % Increase in new patients 0 % Decrease in operations per patient 0 % Decrease in onboarding time 0 % Decrease in burnout 0.0 % 0 % 0 % 0 % 0.0 % Increase in new patients 0 % Decrease in operations per patient 0 % Decrease in onboarding time 0 % Decrease in burnout 0.0 % Increase in new patients 0 % Decrease in operations per patient 0 % Decrease in onboarding time 0 % Decrease in burnout Ready to try the Sully? Ready to try the Sully? Ready to try the Sully? Book a demo AI Agents AI Nurse AI Receptionist AI Consultant AI Scribe AI Pharmacist AI Medical Coder Company Products Integrations About HIPAA Resources Careers  Labs  Blog  Affiliate Program  Partner Program  Privacy Policies Cookie Policy Docs © Sully AI 2026. All Rights Reserved. Epic is a registered trademark of Epic Systems Corporation. AI Agents AI Nurse AI Receptionist AI Consultant AI Scribe AI Pharmacist AI Medical Coder Company Products Integrations About HIPAA Resources Careers  Labs  Blog  Affiliate Program  Partner Program  Privacy Policies Cookie Policy Docs © Sully AI 2026. All Rights Reserved. Epic is a registered trademark of Epic Systems Corporation. AI Agents AI Nurse AI Receptionist AI Consultant AI Scribe AI Pharmacist AI Medical Coder Company Products Integrations About HIPAA Resources Careers  Labs  Blog  Affiliate Program  Partner Program  Privacy Policies Cookie Policy Docs © Sully AI 2026. All Rights Reserved. Epic is a registered trademark of Epic Systems Corporation. AI Medical Employees | Privacy Policy - Sully ')"> Product Integrations Case Studies About Us Labs Docs Sign in Book a demo ')"> ')"> Privacy Policy Privacy Policy Introduction Odiggo Inc (DBA: Sully.ai). Sully.ai (the “Company”, “Sully.ai”, “Us”, or “We”)respects your privacy and is committed to protecting it through our compliance with this policy. The Sully.ai Healthcare Copilot is an AI co-pilot for doctors which enhances decision-making and treatment details for improved patient care. This Privacy Policy details the types of information we may collect or that you may provide when you access, use, or register with Sully.ai’s website or online platform (“Services”) and our practices for using, maintaining, protecting, and disclosing that information. We understand that as a user, you are concerned with your privacy and the privacy of your patients, and We take that seriously. This Privacy Policy describes Sully.ai’s policies and practices regarding its collection and use of personal data, and sets forth your privacy rights. Please read this carefully to understand our policies and practices regarding your information and how we will treat it. By using or registering with our Services, you agree to this Privacy Policy. We recognize that information privacy is an ongoing responsibility, and so We will from time to time update this Privacy Policy as We undertake new personal data practices or adopt new privacy policies. We encourage each user to check the policy periodically for updates. Your continued use of our Services after we make changes is deemed to be acceptance of those changes. Data Protection Manager Sully.ai is headquartered in California in the United States. Sully.ai has appointed an internal data protection manager for you to contact if you have any questions or concerns about Sully.ai’s personal data policies or practices. If you would like to exercise your privacy rights, please direct your query to Sully.ai’s data protection manager. Sully.ai’s data protection manager's name and contact information are as follows:  Douglas Dew Odiggo Inc (DBA: Sully.ai) 3120 Scott Blvd Santa Clara, CA 95054  [email protected] How We Collect and Process Your Personal Information Sully.ai collects personal information about its website visitors and customers. With a few exceptions, this information is generally limited to:  Name  Date of birth  Insurance information  Insurance card image (Front and Back)  Patient chart information (Visit Notes, Lab Tests, Orders, Results, Medication, and everything under your chart in the doctor’s EMR).  Home address  Payment method Job title  Employer name  Work address  Work email  Work phone number  We use this information to provide prospects and customers with services. The amount we collect has been minimized wherever possible to respect your privacy.  We do not sell personal information to anyone and only share it with third parties who are facilitating the delivery of Our services.  From time to time, Sully.ai receives personal information about individuals from third parties. Typically, information collected from third parties will include further details on your employer or industry. We may also collect your personal data from a third party website (e.g. LinkedIn).  Use of the Sully.ai Website Like most websites, Sully.ai’s website collects certain information automatically and stores it in log files. The information may include internet protocol (IP) addresses, the region or general location where your computer or device is accessing the internet, browser type, operating system, and other usage information about your use of Sully.ai’s website, including a history of the pages you view. We use this information to help improve Our site to better suit Our users’ needs. We may also use your IP address to help diagnose problems with Our server and to administer Our website, analyze trends, track visitor movements, and gather broad demographic information that assists us in identifying visitor preferences.  Sully.ai has a legitimate interest in understanding how members, customers and potential customers use its website. This assists Sully.ai with providing more relevant products and services, with communicating value to Our sponsors and corporate members, and with providing appropriate staffing to meet member and customer needs.  Sharing Information with Third Parties The personal information Sully.ai collects from you is stored in one or more databases hosted by third parties located in the United States. These third parties do not use or have access to your personal information for any purpose other than cloud storage and retrieval. On occasion, Sully.ai engages third parties to send information to you, including information about our products, services, and events.  A list of Our third party sub processors can be found here:  Square  Waystar  Elation Health  Google  OpenAI  Twilio  We do not otherwise reveal your personal data to non-Sully.ai persons or businesses for their independent use unless:  you request or authorize it; It is connection with Sully.ai-hosted and Sully.ai co-sponsored conferences as described above; The information is provided to comply with the law. (fFor example, if we are compelled by law enforcement to comply with a search warrant, subpoena, or court order), to enforce an agreement We have with you, or to protect Our rights, property or safety, or the rights, property or safety of Our employees or others;  (4) The information is provided to Our agents, vendors or service providers who perform functions on Our behalf;  (5) To address emergencies or acts of God; or  To address disputes, claims, or to persons demonstrating legal authority to act on your behalf.  We may also gather aggregated data about Our services and website visitors and disclose the results of such aggregated (but not personally identifiable) information to Our partners, service providers, advertisers, and/or other third parties for marketing or promotional purposes.  The Sully.ai website connects with third party services such as Facebook, LinkedIn, Twitter, and others. If you choose to share information from the Sully.ai website through these services, you should review the privacy policy of that service. If you are a member of a third party service, the aforementioned connections may allow that service to connect your visit to Our site to your personal data.  For more details on how we process personal data on behalf of our customers, including information about our data handling practices and sub-processors, please see our Data Processing Agreement (DPA). Transferring Personal Data to the United States Sully.ai has its headquarters in the United States. Information We collect about you will be processed in the United States. By using Sully.ai’s services, you acknowledge that your personal information will be processed in the United States. The United States has not sought nor received a finding of “adequacy” from the European Union under Article 45 of the GDPR. Pursuant to Article 46 of the GDPR, Sully.ai is providing for appropriate safeguards by entering binding, standard data protection clauses, enforceable by data subjects in the EEA and the UK. These clauses have been enhanced based on the guidance of the European Data Protection Board and will be updated when the new draft model clauses are approved.  Depending on the circumstance, Sully.ai also collects and transfers to the U.S. personal data with consent; to perform a contract with you; or to fulfill a compelling legitimate interest of Sully.ai in a manner that does not outweigh your rights and freedoms. Sully.ai endeavors to apply suitable safeguards to protect the privacy and security of your personal data and to use it only consistent with your relationship with Sully.ai and th AI Medical Assistant | Join - Sully ')"> Product Integrations Case Studies About Us Labs Docs Sign in Book a demo ')"> ')"> Our Story better healthcare is a basic human right Growing up, Omar watched his mother confined to a wheelchair due to a medical error, a sight that deeply affected him. Meanwhile, Nasser faced significant challenges navigating an outdated healthcare system for his pregnant wife in the Bay Area, feeling like he was stuck in the 1980s instead of 2024. United by these experiences, the three decided to leverage their expertise in building tech companies. Their mission: to enhance doctors’ capabilities, making them superhuman so they can serve everyone globally—much like Tesla transformed the automotive industry and Amazon revolutionized e-commerce. See Available Jobs TOP TALENT from industry W h y J o i n S u l l y ? W h y J o i n S u l l y ? W h y J o i n S u l l y ? Save lives for living Save lives for living At Sully.ai, your work directly contributes to improving patient care and outcomes. By developing AI Healthcare Employees, you help medical professionals focus more on their patients and less on administrative tasks. Join us to make a tangible difference in people’s lives by enhancing the efficiency and effectiveness of healthcare delivery. At Sully.ai, your work directly contributes to improving patient care and outcomes. By developing AI Healthcare Employees, you help medical professionals focus more on their patients and less on administrative tasks. Join us to make a tangible difference in people’s lives by enhancing the efficiency and effectiveness of healthcare delivery. We're growing very fast. We're growing very fast. Be part of an exciting journey with a rapidly expanding company at the forefront of healthcare innovation. Our fast growth means abundant opportunities for personal and professional development. As we scale, you’ll have the chance to take on new challenges, shape your career path, and grow alongside a team that’s pushing the boundaries of what’s possible. Be part of an exciting journey with a rapidly expanding company at the forefront of healthcare innovation. Our fast growth means abundant opportunities for personal and professional development. As we scale, you’ll have the chance to take on new challenges, shape your career path, and grow alongside a team that’s pushing the boundaries of what’s possible. Customers love the product. Customers love the product. Join a company whose products are making a real impact and are beloved by users. Healthcare professionals appreciate how our AI solutions simplify their workflows, reduce burnout, and enhance patient interactions. By being part of Sully.ai, you’ll contribute to a product that receives outstanding feedback and truly improves the daily lives of doctors and patients alike. Join a company whose products are making a real impact and are beloved by users. Healthcare professionals appreciate how our AI solutions simplify their workflows, reduce burnout, and enhance patient interactions. By being part of Sully.ai, you’ll contribute to a product that receives outstanding feedback and truly improves the daily lives of doctors and patients alike. Our team is small and talent-dense. Our team is small and talent-dense. Work alongside a tight-knit group of exceptionally skilled and passionate individuals. Our small, talent-dense team means your contributions will have a significant impact. You’ll collaborate directly with leaders and experts across disciplines, fostering a culture of innovation, rapid learning, and mutual support where every voice matters. Work alongside a tight-knit group of exceptionally skilled and passionate individuals. Our small, talent-dense team means your contributions will have a significant impact. You’ll collaborate directly with leaders and experts across disciplines, fostering a culture of innovation, rapid learning, and mutual support where every voice matters. Impactful mission: “One Human, One Doctor” Impactful mission: “One Human, One Doctor” Embrace our mission of “One Human, One Doctor” to revolutionize healthcare accessibility. We envision a world where everyone has access to personalized medical attention through the synergy of human expertise and AI assistance. By joining Sully.ai, you’ll help bridge gaps in healthcare, ensuring that quality medical support is available to all, regardless of location or resources. Embrace our mission of “One Human, One Doctor” to revolutionize healthcare accessibility. We envision a world where everyone has access to personalized medical attention through the synergy of human expertise and AI assistance. By joining Sully.ai, you’ll help bridge gaps in healthcare, ensuring that quality medical support is available to all, regardless of location or resources. Potential trillion dollar company. Potential trillion dollar company. At Sully, we’re building a company with the potential to reach a trillion-dollar value. We believe in making a real difference for doctors and patients, and we need passionate people like you to grow with us. Together, we can build something truly remarkable. At Sully, we’re building a company with the potential to reach a trillion-dollar value. We believe in making a real difference for doctors and patients, and we need passionate people like you to grow with us. Together, we can build something truly remarkable. Our Values Our Values Our Values Our Values ')"> Champions Team Greatness and comfort rarely coexist; Work smart, long, hard. ')"> Champions Team Greatness and comfort rarely coexist; Work smart, long, hard. ')"> Integrity Don’t be evil; Do the right thing even when no one is watching. ')"> Integrity Don’t be evil; Do the right thing even when no one is watching. ')"> Impactful We exist to save lives; Focus on the user and all else will follow. ')"> Impactful We exist to save lives; Focus on the user and all else will follow. ')"> Impatient Speed is our currency; Move fast to arrive early. ')"> Impatient Speed is our currency; Move fast to arrive early. ')"> Innovators Improve 1% better everyday = 37X better after one year. ')"> Innovators Improve 1% better everyday = 37X better after one year. AI Agents AI Nurse AI Receptionist AI Consultant AI Scribe AI Pharmacist AI Medical Coder Company Products Integrations About HIPAA Resources Careers  Labs  Blog  Affiliate Program  Partner Program  Privacy Policies Cookie Policy Docs © Sully AI 2026. All Rights Reserved. Epic is a registered trademark of Epic Systems Corporation. AI Agents AI Nurse AI Receptionist AI Consultant AI Scribe AI Pharmacist AI Medical Coder Company Products Integrations About HIPAA Resources Careers  Labs  Blog  Affiliate Program  Partner Program  Privacy Policies Cookie Policy Docs © Sully AI 2026. All Rights Reserved. Epic is a registered trademark of Epic Systems Corporation. AI Agents AI Nurse AI Receptionist AI Consultant AI Scribe AI Pharmacist AI Medical Coder Company Products Integrations About HIPAA Resources Careers  Labs  Blog  Affiliate Program  Partner Program  Privacy Policies Cookie Policy Docs © Sully AI 2026. All Rights Reserved. Epic is a registered trademark of Epic Systems Corporation. AI Receptionist for Healthcare | Sully.AI ')"> Product Integrations Case Studies About Us Labs Docs Sign in Book a demo ')"> ')"> Book 20% more appointments, 24/7 Book 20% more appointments, 24/7 Book a demo Loved by healthcare organizations and platforms with over 100,000 providers Book 20% more appointments, 24/7 Book a demo How AI Receptionist works. 01 Sync provider schedules, visit types, and locations Keeps calendars, templates, and provider availability updated. 02 Identify patient intent across calls and chats Understands requests, verifies identity, and applies policies. 03 Verifies Insurance Reduces errors with instant insurance checks. 04 Book or reschedule appointments automatically Fills openings, manages waitlists, and reduces no-shows. 05 Send confirmations, reminders, and directions instantly Delivers messages via SMS, email, or phone. 06 Record outcomes in EHR and flag edge cases Updates schedules; escalates complex needs to staff. 01 Sync provider schedules, visit types, and locations Keeps calendars, templates, and provider availability updated. 02 Identify patient intent across calls and chats Understands requests, verifies identity, and applies policies. 03 Verifies Insurance Reduces errors with instant insurance checks. 04 Book or reschedule appointments automatically Fills openings, manages waitlists, and reduces no-shows. 05 Send confirmations, reminders, and directions instantly Delivers messages via SMS, email, or phone. 06 Record outcomes in EHR and flag edge cases Updates schedules; escalates complex needs to staff. 01 Sync provider schedules, visit types, and locations Keeps calendars, templates, and provider availability updated. 02 Identify patient intent across calls and chats Understands requests, verifies identity, and applies policies. 03 Verifies Insurance Reduces errors with instant insurance checks. 04 Book or reschedule appointments automatically Fills openings, manages waitlists, and reduces no-shows. 05 Send confirmations, reminders, and directions instantly Delivers messages via SMS, email, or phone. 06 Record outcomes in EHR and flag edge cases Updates schedules; escalates complex needs to staff. 01 Sync provider schedules, visit types, and locations Keeps calendars, templates, and provider availability updated. 02 Identify patient intent across calls and chats Understands requests, verifies identity, and applies policies. 03 Verifies Insurance Reduces errors with instant insurance checks. 04 Book or reschedule appointments automatically Fills openings, manages waitlists, and reduces no-shows. 05 Send confirmations, reminders, and directions instantly Delivers messages via SMS, email, or phone. 06 Record outcomes in EHR and flag edge cases Updates schedules; escalates complex needs to staff. How AI Receptionist works. 01 Sync provider schedules, visit types, and locations Keeps calendars, templates, and provider availability updated. 02 Identify patient intent across calls and chats Understands requests, verifies identity, and applies policies. 03 Verifies Insurance Reduces errors with instant insurance checks. 04 Book or reschedule appointments automatically Fills openings, manages waitlists, and reduces no-shows. 05 Send confirmations, reminders, and directions instantly Delivers messages via SMS, email, or phone. 06 Record outcomes in EHR and flag edge cases Updates schedules; escalates complex needs to staff. 01 Sync provider schedules, visit types, and locations Keeps calendars, templates, and provider availability updated. 02 Identify patient intent across calls and chats Understands requests, verifies identity, and applies policies. 03 Verifies Insurance Reduces errors with instant insurance checks. 04 Book or reschedule appointments automatically Fills openings, manages waitlists, and reduces no-shows. 05 Send confirmations, reminders, and directions instantly Delivers messages via SMS, email, or phone. 06 Record outcomes in EHR and flag edge cases Updates schedules; escalates complex needs to staff. 01 Sync provider schedules, visit types, and locations Keeps calendars, templates, and provider availability updated. 02 Identify patient intent across calls and chats Understands requests, verifies identity, and applies policies. 03 Verifies Insurance Reduces errors with instant insurance checks. 04 Book or reschedule appointments automatically Fills openings, manages waitlists, and reduces no-shows. 05 Send confirmations, reminders, and directions instantly Delivers messages via SMS, email, or phone. 06 Record outcomes in EHR and flag edge cases Updates schedules; escalates complex needs to staff. 01 Sync provider schedules, visit types, and locations Keeps calendars, templates, and provider availability updated. 02 Identify patient intent across calls and chats Understands requests, verifies identity, and applies policies. 03 Verifies Insurance Reduces errors with instant insurance checks. 04 Book or reschedule appointments automatically Fills openings, manages waitlists, and reduces no-shows. 05 Send confirmations, reminders, and directions instantly Delivers messages via SMS, email, or phone. 06 Record outcomes in EHR and flag edge cases Updates schedules; escalates complex needs to staff. How AI Receptionist works. 01 Sync provider schedules, visit types, and locations Keeps calendars, templates, and provider availability updated. 02 Identify patient intent across calls and chats Understands requests, verifies identity, and applies policies. 03 Verifies Insurance Reduces errors with instant insurance checks. 04 Book or reschedule appointments automatically Fills openings, manages waitlists, and reduces no-shows. 05 Send confirmations, reminders, and directions instantly Delivers messages via SMS, email, or phone. 06 Record outcomes in EHR and flag edge cases Updates schedules; escalates complex needs to staff. 01 Sync provider schedules, visit types, and locations Keeps calendars, templates, and provider availability updated. 02 Identify patient intent across calls and chats Understands requests, verifies identity, and applies policies. 03 Verifies Insurance Reduces errors with instant insurance checks. 04 Book or reschedule appointments automatically Fills openings, manages waitlists, and reduces no-shows. 05 Send confirmations, reminders, and directions instantly Delivers messages via SMS, email, or phone. 06 Record outcomes in EHR and flag edge cases Updates schedules; escalates complex needs to staff. 01 Sync provider schedules, visit types, and locations Keeps calendars, templates, and provider availability updated. 02 Identify patient intent across calls and chats Understands requests, verifies identity, and applies policies. 03 Verifies Insurance Reduces errors with instant insurance checks. 04 Book or reschedule appointments automatically Fills openings, manages waitlists, and reduces no-shows. 05 Send confirmations, reminders, and directions instantly Delivers messages via SMS, email, or phone. 06 Record outcomes in EHR and flag edge cases Updates schedules; escalates complex needs to staff. 01 Sync provider schedules, visit types, and locations Keeps calendars, templates, and provider availability updated. 02 Identify patient intent across calls and chats Understands requests, verifies identity, and applies policies. 03 Verifies Insurance Reduces errors with instant insurance checks. 04 Book or reschedule appointments automatically Fills openings, manages waitlists, and reduces no-shows. 05 Send confirmations, reminders, and directions instantly Delivers messages via SMS, email, or phone. 06 Record outcomes in EHR and flag edge cases Updates schedules; escalates complex needs to staff. AI Receptionist features AI Receptionist features Automatically verifies patient insurance before visits, reducing errors and delays. Automatically verifies patient insurance before visits, reducing errors and delays. Reads your scheduling rules and clinic hours, offers first best time and alternatives. R Autonomous Operating System for Healthcare | Products - Sully ')"> Product Integrations Case Studies About Us Labs Docs Sign in Book a demo ')"> ')"> Supercharge your workflow with Sully. Supercharge your workflow with Sully. Book a demo Loved by healthcare organizations and platforms with over 100,000 providers Your clinical co‑pilot for intake, calls, and notes Book a demo Your AI medical team, personalized and built to scale. Your AI medical team, personalized and built to scale. Your AI medical team, personalized and built to scale. Automates tasks in seconds Automates tasks in seconds Sully.ai automates tasks in seconds to your EHR by simply speaking to it. Sully.ai automates tasks in seconds to your EHR by simply speaking to it. Never forgets Never forgets Sully can do tasks based on certain rules that you can set for it. Sully can do tasks based on certain rules that you can set for it. Connect the dots Connect the dots Sully.ai is learning new medical data every second and knows about all your encounters. Sully.ai is learning new medical data every second and knows about all your encounters. Hyper personalization Hyper personalization Personalised for each physician at scale. Customise it effortlessly through voice or natural language to tailor your entire environment. Personalised for each physician at scale. Customise it effortlessly through voice or natural language to tailor your entire environment. 24/7 on your side 24/7 on your side Teach Sully.ai your workflows and get nonstop coverage, 24/7 availability with zero downtime or overtime. Teach Sully.ai your workflows and get nonstop coverage, 24/7 availability with zero downtime or overtime. Decision support superpower Decision support superpower Sully transforms conversations into structured medical notes and use evidence based decision intelligence. Sully transforms conversations into structured medical notes and use evidence based decision intelligence. Real impact, Real numbers Real impact, Real numbers One integration keeps your EMR as the source of truth One integration keeps your EMR as the source of truth Paying organisations across 36 specialities Paying organisations across 36 specialities 400+ 400+ Return on investment reported by our customers Return on investment reported by our customers 21x 21x Revenue lift from better documentation/coding Revenue lift from better documentation/coding 5-15% 5-15% Back to clinicians (reduced team burnout) Back to clinicians (reduced team burnout) Back to clinicians (reduced team burnout) +2hr/day +2hr/day End to End Medical Employees End to End Medical Employees AI Receptionist AI Receptionist Respond to online inquiries promptly. Respond to online inquiries promptly. Auto fill cancellations. Auto fill cancellations. Schedule appointments efficiently. Schedule appointments efficiently. Explore AI Receptionist Explore AI Receptionist AI Scribe AI Scribe AI Scribe Document patient encounters accurately. Document patient encounters accurately. Transcribe doctor’s notes promptly. Transcribe doctor’s notes promptly. Update electronic health records. Update electronic health records. Explore AI Scribe Explore AI Scribe AI Medical Coder AI Medical Coder AI Medical Coder Review medical records thoroughly. Review medical records thoroughly. Assign correct diagnosis codes. Assign correct diagnosis codes. Ensure compliance with coding standards. Ensure compliance with coding standards. Explore AI Medical Coder Explore AI Medical Coder AI Triage Nurse AI Triage Nurse AI Triage Nurse Prepare medications for dispensing. Prepare medications for dispensing. Verify prescriptions for accuracy. Verify prescriptions for accuracy. Manage medication inventory levels. Manage medication inventory levels. Explore AI Pharmacist Explore AI Pharmacist AI Nurse AI Nurse AI Nurse Assess patient conditions thoroughly. Assess patient conditions thoroughly. Administer medications as prescribed. Administer medications as prescribed. Educate patients about treatments. Educate patients about treatments. Explore AI Nurse Explore AI Nurse AI Consultant AI Consultant AI Consultant Organize office files systematically. Organize office files systematically. Schedule meetings and appointments. Schedule meetings and appointments. Handle emails and correspondence. Handle emails and correspondence. Explore AI Consultant Explore AI Consultant Ready to try the Sully? Ready to try the Sully? Ready to try the Sully? Book a demo AI Agents AI Nurse AI Receptionist AI Consultant AI Scribe AI Pharmacist AI Medical Coder Company Products Integrations About HIPAA Resources Careers  Labs  Blog  Affiliate Program  Partner Program  Privacy Policies Cookie Policy Docs © Sully AI 2026. All Rights Reserved. Epic is a registered trademark of Epic Systems Corporation. AI Agents AI Nurse AI Receptionist AI Consultant AI Scribe AI Pharmacist AI Medical Coder Company Products Integrations About HIPAA Resources Careers  Labs  Blog  Affiliate Program  Partner Program  Privacy Policies Cookie Policy Docs © Sully AI 2026. All Rights Reserved. Epic is a registered trademark of Epic Systems Corporation. AI Agents AI Nurse AI Receptionist AI Consultant AI Scribe AI Pharmacist AI Medical Coder Company Products Integrations About HIPAA Resources Careers  Labs  Blog  Affiliate Program  Partner Program  Privacy Policies Cookie Policy Docs © Sully AI 2026. All Rights Reserved. Epic is a registered trademark of Epic Systems Corporation. Consensus Mechanism - Sully.ai ')"> Product Integrations Case Studies About Us Labs Docs Sign in Book a demo ')"> ')"> WHITEPAPER WHITEPAPER WHITEPAPER 20 Jun 2025 The Consensus Mechanism S e c o n d O p i n i o n M a t t e r s : T o w a r d s A d a p t i v e C l i n i c a l A I v i a t h e C o n s e n s u s o f E x p e r t M o d e l E n s e m b l e Amit Kumthekar & Bhargav Patel MD Read the Full Paper S y n o p s i s The Consensus Mechanism we present delivers measurable improvements in accuracy, diagnostic precision, and calibration, significantly outperforming leading standalone SoTA models across all benchmarks. These gains highlight the potential of an expert-model consensus architecture to enable more reliable, adaptable, and accurate clinical AI systems. 2.5 Pro o3-high o4-mini-high 3.7 Sonnet MedXpertQA Accuracy % 61.17 45.90 53.00 43.20 22.00 MedMCQA Accuracy % 91.40 82.00 82.30 80.20 73.60 MedQA Accuracy % 96.80 93.40 92.00 92.10 73.60 2.5 Pro o3-high o4-mini-high 3.7 Sonnet MedXpertQA Accuracy % 61.17 45.90 53.00 43.20 22.00 MedMCQA Accuracy % 91.40 82.00 82.30 80.20 73.60 MedQA Accuracy % 96.80 93.40 92.00 92.10 73.60 ')"> Significant Increase in Clinical Reasoning Performance Achieved 61.2% accuracy on the MedXpertQA benchmark, outperforming OpenAI’s O3-high by 8.2% and Google’s Gemini 2.5 Pro by 17.1%. ')"> Superior Diagnostic Accuracy Improved differential diagnosis precision, recall, and F1-score (F1 = 0.326) over O3-high (F1 = 0.2866), with a +6.8% boost in top-1 differential diagnosis accuracy. ')"> Powering Safer Clinical Reasoning through Improved Model Calibration Improved calibration, displaying between confidence and correctness, reducing overconfidence compared to SoTA models and increasing clinical trustworthiness. T h e F r a g i l i t y o f C l i n i c a l A I S y s t e m s ')"> Rigid Dependency: The dangers of over reliance on a single model Clinical AI systems that rely on one model are brittle, vulnerable to shifts in access, cost, or performance over time. ')"> Fragile Performance: Gaps in Real-World Clinical Reasoning Even top-performing models often fail at complex, real-world medical reasoning tasks where nuance and uncertainty matter most. ')"> Future-Proofing Failure: Inability to Evolve with New Models Without modularity, clinical AI systems cannot keep pace with rapid model innovation or adapt to newer, better tools. The past few years have seen an accelerated adoption of large language models and generative artificial intelligence into clinical practice. Unfortunately, modern clinical AI systems often hinge on a single large language model (LLM), which creates a fragile dependency. A lone model can become quickly outdated or suddenly less accessible due to rapid advances and changing costs or policies. In healthcare, this is especially problematic: even as LLMs improve on medical exams, they still struggle with the nuanced, complex reasoning needed for real patient care. Key contextual cues and probabilistic reasoning, ways of thinking that human clinicians excel at, remain challenging for current single-model AI systems. This gap highlights the need for a more resilient and sophisticated approach. Instead of betting everything on one model, what if we could combine the strengths of many? Recent approaches in AI and the tradition of expert committees in medicine both point toward ensemble methods; using multiple specialized “experts” to deliberate and reach a better answer together. The goal is to design an architecture that stays up-to-date, handles complex reasoning, and adapts as new models emerge, all while maintaining the privacy and reliability crucial in clinical settings. I n t r o d u c i n g t h e C o n s e n s u s M e c h a n i s m Overview The Consensus Mechanism (MedCon-1) is introduced as an adaptive, ensemble-based framework for clinical AI. In essence, it functions like a virtual panel of medical specialists consulting on a case. Rather than relying on a single monolithic model, this system brings multiple expert models to the table – each with domain-specific strengths – and has them work together on a problem. The design draws inspiration from how real clinicians might hold a case conference or “roundtable,” where each specialist provides input before arriving at a collective decision. By orchestrating these expert agents, The Consensus Mechanism generates answers that are more robust and contextually nuanced than any individual model could achieve alone. It bridges methods from chain-of-thought reasoning and mixture-of-experts modeling: complex questions are broken down and delegated to specialized minds, then their insights are synthesized into one conclusion. The result is a flexible architecture that can evolve over time, integrating new and better models as they become available, without being locked into any single AI model’s limitations. How We Designed the Consensus Mechanism The Consensus Mechanism is structured as a three-stage pipeline: triage, expert response, and final aggregation. A triage model first analyzes the input and determines which medical specialties are relevant. Based on this, it selects the appropriate expert models to address the task. Each expert model independently evaluates the query from its specialty perspective and outputs a probability distribution over possible answers. These responses are then passed to a final consensus model, which integrates them to produce a unified result. Unlike simple ensembling or voting, the consensus model interprets the expert rationales and aggregated probabilities to make a final determination. This adds a layer of clinical-style reasoning on top of the expert outputs. The entire pipeline is modular and can be adjusted for speed, cost, or accuracy depending on use case. A n E x p e r t B a s e d E n s e m b l e Each expert in the system is a distinct, publicly available model configured to focus on a specific medical specialty. The triage model determines which specialties are needed based on the input task. This task is then routed to the relevant experts, who analyze it using domain-specific reasoning. Each expert generates its answer and corresponding probability distribution independently, allowing the consensus architecture to capture multiple clinical viewpoints. This was designed to reduce the risk of blind spots from a single model, and allow for the flexible combination of multiple specialists. The expert-based design mirrors the multi-dimensional nature of clinical reasoning by distributing the reasoning process across multiple independent agents, enabling more granular analysis and broader diagnostic coverage. It builds on foundational principles from chain-of-thought and mixture-of-experts modeling, but extends them into a modular, multi-model configuration. This approach enables the system to reason more like a real clinical team, synthesizing insights rather than relying on internal model abstractions. Ultimately, it offers a scalable way to simulate structured, interdisciplinary clinical decision-making in AI systems. L e v e r a g i n g t h e P r o b a b i l i s t i c N a t u r e o f M e d i c i n e Rather than outputting only a top choice, each expert model returns a complete probability distribution over all possible answers. These distributions are merged using a weighted log opinion pool (WLOP), which balances expert agreement and confidence. To account for the inherent nuances in clinical reasoning we applied a boosting function to reward answers that may not be ranked as the most likely answer, but appear frequently across expert rankings. Cascade boosting employs customizable weights that control the significance of a boost across ranks in a probability distribution. This approach, when combined with a weighted opinion pool, helps minimize overconfidence while enabling a tailored probabilistic approach. The result is a single, calibrated distribution that reflects the strength of support for each opt Sully.ai - Superhuman team of AI Employees for Hospitals ')"> Product Integrations Case Studies About Us Labs Docs Sign in Book a demo ')"> ')"> Blog "> What Is a Digital Front Door in Healthcare? A Complete Guide for Health Systems Learn what a digital front door is, why it matters in 2026, and how AI agents connect scheduling, intake, and triage into one patient experience. LATEST May 8, 2026 What Is a Digital Front Door in Healthcare? A Complete Guide for Health Systems Learn what a digital front door is, why it matters in 2026, and how AI agents connect scheduling, intake, and triage into one patient experience. LATEST May 8, 2026 Medical Voice AI: Complete Guide to Technology, Applications & Best Solutions [2025] Complete guide to medical voice AI: How AI scribes automate clinical documentation, reduce physician burnout, and deliver ROI. Compare top platforms. FEATURED Nov 13, 2025 Medical Voice AI: Complete Guide to Technology, Applications & Best Solutions [2025] Complete guide to medical voice AI: How AI scribes automate clinical documentation, reduce physician burnout, and deliver ROI. Compare top platforms. FEATURED Nov 13, 2025 Healthcare Contact Center Automation Guide for Modern Health Systems Learn how healthcare contact center automation works, top use cases, vendors, and how to reduce costs while improving patient access with AI agents. Apr 27, 2026 AI IVR in Healthcare Guide and Use Cases AI IVR in healthcare explained: how it works, key use cases, ROI, and a step-by-step guide to implementing voice AI in modern patient access workflows. Apr 27, 2026 AI Scribes in Behavioral Health: Navigating Sensitive Documentation with Precision Behavioral health documentation requires extra care and precision. Sully.ai explores how AI scribes handle sensitive mental health notes accurately and safely. Apr 26, 2026 AI Implementation in Healthcare: The Data, the Failures, and What Actually Works 85% of healthcare AI deployments fail. Learn what separates successful implementations from costly failures, with data on ROI, and vendor selection criteria. Apr 22, 2026 RPA in Healthcare: Use Cases, Benefits & How AI Is Replacing Traditional Automation Discover how RPA in healthcare works, where it delivers value and where AI agents are replacing it. Includes use cases, real examples, and RPA limitations. Apr 22, 2026 AI Automation in Healthcare: How Intelligent Agents Are Transforming Clinical Operations Discover how AI automation in healthcare goes beyond legacy RPA, covering intelligent agents for clinical documentation, medical coding, triage, and more. Apr 22, 2026 Medical Coding Automation: How AI Coders Eliminate Errors and Speed Up Reimbursement Medical coding errors cost millions in denied claims. See how coding automation tools use AI to hit 95% accuracy, cut cycle times, and integrate with your EHR. Apr 22, 2026 Head-to-Toe Assessment Complete Nursing Checklist and Step-by-Step Guide Complete nursing guide to head-to-toe assessments: full checklist by body system, documentation standards, and how AI scribes cut charting time. Apr 21, 2026 HPI Medical Abbreviation: What History of Present Illness Means in Medical Records HPI stands for History of Present Illness. Learn the 8 CMS elements, how Brief vs Extended HPI affects E/M coding, and how AI scribes capture it automatically. Apr 21, 2026 How AI Medical Coding Supports Specialty Revenue Cycle in Orthopedics and Oncology Orthopedics and oncology have complex coding needs. Sully.ai breaks down how AI medical coding supports specialty revenue cycle accuracy. Apr 21, 2026 Value-Based Care and AI: Coding for Quality Metrics That Determine Reimbursement In value-based care, quality metrics drive reimbursement. Sully.ai explores how AI coding helps capture the data that determines what providers get paid. Apr 16, 2026 Clinical Workflow Automation in 2026: How AI Is Transforming Healthcare Operations See how advanced AI automation streamlines clinical workflows, improves efficiency, reduces administrative burdens, and enhances patient care delivery. Apr 15, 2026 Load More Ready for the future of healthcare? Ready for the future of healthcare? Ready for the future of healthcare? Book a demo AI Agents AI Nurse AI Receptionist AI Consultant AI Scribe AI Pharmacist AI Medical Coder Company Products Integrations About HIPAA Resources Careers  Labs  Blog  Affiliate Program  Partner Program  Privacy Policies Cookie Policy Docs © Sully AI 2026. All Rights Reserved. Epic is a registered trademark of Epic Systems Corporation. AI Agents AI Nurse AI Receptionist AI Consultant AI Scribe AI Pharmacist AI Medical Coder Company Products Integrations About HIPAA Resources Careers  Labs  Blog  Affiliate Program  Partner Program  Privacy Policies Cookie Policy Docs © Sully AI 2026. All Rights Reserved. Epic is a registered trademark of Epic Systems Corporation. AI Agents AI Nurse AI Receptionist AI Consultant AI Scribe AI Pharmacist AI Medical Coder Company Products Integrations About HIPAA Resources Careers  Labs  Blog  Affiliate Program  Partner Program  Privacy Policies Cookie Policy Docs © Sully AI 2026. All Rights Reserved. Epic is a registered trademark of Epic Systems Corporation.
◈ Crawled Pages — Provenance Chain
https://www.sully.ai/http://sully.ai/https://app.sully.aihttps://app.sully.ai/https://trust.sully.ai/https://www.sully.ai/about-ushttps://www.sully.ai/about-us-old-160-2https://www.sully.ai/agents/consultanthttps://www.sully.ai/agents/medical-coderhttps://www.sully.ai/agents/pharmacisthttps://www.sully.ai/agents/receptionisthttps://www.sully.ai/agents/scribehttps://www.sully.ai/agents/triage-nursehttps://www.sully.ai/bloghttps://www.sully.ai/blog/ai-ivr-in-healthcare-guide-and-use-caseshttps://www.sully.ai/blog/ai-scribes-in-behavioral-health-navigating-sensitive-documentation-with-precisionhttps://www.sully.ai/blog/blog-ai-automation-in-healthcarehttps://www.sully.ai/blog/blog-ai-implementation-in-healthcarehttps://www.sully.ai/blog/blog-medical-billing-automationhttps://www.sully.ai/blog/head-to-toe-assessment-complete-nursing-checklist-and-step-by-step-guidehttps://www.sully.ai/blog/healthcare-contact-center-automation-guide-for-modern-health-systemshttps://www.sully.ai/blog/how-ai-medical-coding-supports-specialty-revenue-cycle-in-orthopedics-and-oncologyhttps://www.sully.ai/blog/hpi-medical-abbreviation-what-history-of-present-illness-means-in-medical-recordshttps://www.sully.ai/blog/medical-voice-ai-complete-guide-to-technology-applications-best-solutions-2025https://www.sully.ai/blog/robotic-process-automation-in-healthcarehttps://www.sully.ai/blog/streamlining-clinical-workflows-through-advanced-automation-in-healthcarehttps://www.sully.ai/blog/value-based-care-and-ai-coding-for-quality-metrics-that-determine-reimbursementhttps://www.sully.ai/blog/what-is-a-digital-front-door-in-healthcare-a-complete-guide-for-health-systemshttps://www.sully.ai/consensus-mechanismhttps://www.sully.ai/cookie-policyhttps://www.sully.ai/cookie-policy-oldhttps://www.sully.ai/customer-storieshttps://www.sully.ai/customer-stories/apogee-behavioral-medicinehttps://www.sully.ai/customer-stories/harley-street-medical-centrehttps://www.sully.ai/customer-stories/how-hillside-medical-reduced-onboarding-time-with-ai-medical-agentshttps://www.sully.ai/customer-stories/how-nile-reclaimed-2-4-hours-daily-per-provider-while-enhancing-patient-connectionshttps://www.sully.ai/customer-stories/reducing-burnout-the-story-behind-city-health-and-sullyhttps://www.sully.ai/data-processing-agreementhttps://www.sully.ai/demo-emhttps://www.sully.ai/integrationshttps://www.sully.ai/join-us+9 more
Law I — Provenance · Law III — Reverse Ontology · source: https://www.sully.ai/ Visit Source ↗
Root-LD — Traveling Context Pod v1.0 · gdr-72d4b626 · three layers
46
Graph Edges
21,715
Tokens Measured
0.1679
Type-Token Ratio
18
Schema Blocks
21%
Schema Coverage
Root-LD is the traveling context pod for this entity — permanent, provenance-grounded. The head <script> block is machine-readable. This section shows the same data to humans. We show the work in both spaces.
Layer 1 — Anchor · Immutable after mint. UUID, federation_id, content hash, timestamps. A new crawl appends to recursive — the anchor is never touched. Law I — Provenance.
rld:anchor — gdr-72d4b626
{
  "uuid": "72d4b626-16ab-4d1a-8586-268df54f7af3",
  "federation_id": "gdr-72d4b626",
  "sequence": 0,
  "content_hash": "f3cf6a583d43ab1b7d19f69a8c8688b58b131049693470ee1b7e0dd31232cbc0",
  "primary_source": "https://www.sully.ai/",
  "source_verified": true,
  "generation_method": "crawl_extract_v1",
  "spec_version": "1.0",
  "queued_at": "2026-05-12T18:26:00.302958+00:00",
  "minted_at": "2026-05-12T18:26:00.302958+00:00"
}
Layer 2 — Body · Complete measurement snapshot frozen at mint. Identity, SEO, schema graph, six-layer topology fingerprint, ratio signals, navigation. Law II — Temporal Attestation.
rld:body — sully.ai
{
  "domain": "sully.ai",
  "canonical_url": "https://www.sully.ai/",
  "tld": "ai",
  "slug": "sully-ai",
  "status_code": 200,
  "redirect_chain": [],
  "response_time_ms": 3652,
  "ssl_valid": true,
  "server_header": "Framer/af68d84",
  "title": "Sully.ai - Superhuman team of AI Employees for Hospitals",
  "h1": "Superhuman team of

AI-employees for healthcare",
  "meta_description": "Sully.ai saves doctors time with an AI team: Nurse, Receptionist, Scribe, Med Asst, Coder & Pharmacy Tech—seamless handling check-in to prescriptions.",
  "lang_declared": "en",
  "schema_types": [
    "WebSite",
    "Organization",
    "ImageObject",
    "ContactPoint",
    "PostalAddress",
    "Person",
    "WebPage",
    "Thing",
    "Audience",
    "ReadAction",
    "BreadcrumbList",
    "ListItem",
    "Blog"
  ],
  "schema_score": 0.2149,
  "schema_prop_count": 32,
  "schema_gap_list": [
    "issn",
    "funding",
    "provider",
    "genre",
    "wordCount",
    "accessModeSufficient",
    "acquireLicensePage",
    "temporalCoverage",
    "thumbnail",
    "thumbnailUrl",
    "commentCount",
    "displayLocation",
    "archivedAt",
    "digitalSourceType",
    "assesses",
    "license",
    "keywords",
    "hasPart",
    "funder",
    "accessMode"
  ],
  "top_semantic_words": [
    "sully",
    "ehr",
    "medical",
    "healthcare",
    "clinical",
    "patient",
    "ehrs",
    "data",
    "notes",
    "labs",
    "documentation",
    "provider",
    "care",
    "decrease",
    "coder",
    "patients",
    "book",
    "nurse",
    "systems",
    "compliance",
    "full",
    "team",
    "agents",
    "real",
    "epic",
    "meds",
    "policies",
    "integrations",
    "program",
    "review",
    "safety",
    "across",
    "workflows",
    "cases",
    "information",
    "demo",
    "tasks",
    "clinician",
    "codes",
    "docs"
  ],
  "ratio_signals": {
    "schema_density": 0.8,
    "nav_ratio": 0.14,
    "content_to_structure_ratio": 0.001433,
    "external_tld_diversity": 2,
    "self_declaration_coherence": 0.2196,
    "schema_to_navigation_alignment": 0.0,
    "javascript_surface_ratio": 0.0,
    "url_depth_distribution": {
      "depth_0": 5,
      "depth_1": 16,
      "depth_2": 29,
      "depth_3plus": 0
    }
  },
  "semantic_html_ratio": 0.0,
  "javascript_surface_ratio": 0.0,
  "img_alt_coverage": 0.0,
  "robots_complexity_score": 0,
  "ariadne_blocked": false,
  "security_label": "MODERATE",
  "https_enforced": true,
  "freshness_label": "CURRENT",
  "tld_starjet_url": "https://globaldataregistry.com/registry/tld/ledger/ai",
  "schema_starjet_urls": [
    "https://globaldataregistry.com/registry/schema/ledger/website",
    "https://globaldataregistry.com/registry/schema/ledger/organization",
    "https://globaldataregistry.com/registry/schema/ledger/imageobject",
    "https://globaldataregistry.com/registry/schema/ledger/contactpoint",
    "https://globaldataregistry.com/registry/schema/ledger/postaladdress",
    "https://globaldataregistry.com/registry/schema/ledger/person",
    "https://globaldataregistry.com/registry/schema/ledger/webpage",
    "https://globaldataregistry.com/registry/schema/ledger/thing",
    "https://globaldataregistry.com/registry/schema/ledger/audience",
    "https://globaldataregistry.com/registry/schema/ledger/readaction",
    "https://globaldataregistry.com/registry/schema/ledger/breadcrumblist",
    "https://globaldataregistry.com/registry/schema/ledger/listitem",
    "https://globaldataregistry.com/registry/schema/ledger/blog"
  ],
  "native_text_sample": "We value your privacy\n\nWe use cookies to enhance your browsing experience, serve personalised ads or content, and analyse our traffic. By clicking \"Accept All\", you consent to our use of cookies.\n\nCustomise\nReject All\nAccept All\n\nProduct\n\nIntegrations\n\nCase Studies\n\nAbout Us\n\nLabs\n\nDocs\n\nSign in\n\nBook a demo\n\nSuperhuman team of

AI-employees for healthcare\n\nBook a demo\n\nAI Interpreter\n\nAI Triage Nurse\n\nAI Consultant\n\nAI Medical Coder\n\nAI Nurse\n\nAI Pharmacist\n\nAI Scribe\n\nAI Receptionist\n\nAI Resea",
  "topology_fingerprint_version": "1.0.0"
}
Layer 3 — Recursive · Empty at mint. Grows forever through accumulated corpus passes. Common edges (Law V), uncommon edges (Law VI), topology cluster scores. The graph builds itself. Law VII — Torus.
rld:recursive — edge_count=0
{
  "edges": [],
  "appended_at": [],
  "edge_count": 0
}
Root-LD v1.0 · root-ld.org · Law I+II+VII root-ld.org ↗
Schema.org Intelligence scored · graph traversal · Law VI negative space
21% coverage · 13 types · 32 props · 47 gaps · click to expand
21%
Schema Utilization Score
MINIMAL COVERAGE — SIGNIFICANT GAPS
schema.org v2.0.0 · 32 props extracted · 47 gaps · https://www.sully.ai/
CreativeWorkWebSiteOrganizationImageObjectContactPointPostalAddress
◈ Schema Graph — Three-Direction Traversal
Declared: WebSite · Organization · ImageObject · ContactPoint · PostalAddress · Person · WebPage · Thing · Audience · ReadAction · BreadcrumbList · ListItem · Blog
✓ Implemented
nameownSully.ai
urlownhttps://www.sully.ai
descriptionownSuperhuman team of AI Employees for Hospitals. Medical AI agents that handle clinical documentation, scheduling, intake processing, and post-visit workflows.
publisherownSully.ai
logoown[ImageObject]
contactPointown[ContactPoint]
addressown[PostalAddress]
foundingDateown2023
founderownAhmed Nasser (+1 more)
sameAsownhttps://www.linkedin.com/company/sully-ai/ (+2 more)
telephoneown+1-312-978-0221
contactTypeowncustomer service
areaServedownUS
availableLanguageownen
streetAddressown3120 Scott Blvd
addressLocalityownSanta Clara
addressRegionownCA
postalCodeown95054
addressCountryownUS
jobTitleownCo-Founder/President
aboutownArtificial Intelligence Solutions for Businesses
audienceown[Audience]
potentialActionown[ReadAction]
inLanguageownen
audienceTypeownBusinesses and Enterprises
targetown{urlTemplate}
urlTemplateownhttps://www.sully.ai/
itemListElementownHome (+1 more)
positionown1
itemownhttps://www.sully.ai/
mainEntityOfPageownhttps://www.sully.ai/blog
✗ Not Implemented / Gap
numberOfEmployeesgap
openingHoursgap
slogangap
keywordsgap
aggregateRatinggap
identifiergap
geogap
hasOfferCataloggap
priceRangegap
imagegap
knowsAboutgap
alternateNamegap
legalNamegap
issngap
fundinggap
providergap
genregap
wordCountgap
accessModeSufficientgap
acquireLicensePagegap
temporalCoveragegap
thumbnailgap
thumbnailUrlgap
commentCountgap
displayLocationgap
archivedAtgap
digitalSourceTypegap
assessesgap
licensegap
hasPartgap
fundergap
accessModegap
CreativeWorkancestor +1schema.org/CreativeWork ↗5/111 (4%)
The most generic kind of creative work, including books, movies, photographs, software programs, etc.
publisherinLanguageaudienceaboutposition
fundingprovidergenrewordCountaccessModeSufficientacquireLicensePagetemporalCoveragethumbnailthumbnailUrlcommentCount
Thingancestor +2schema.org/Thing ↗6/13 (46%)
The most generic type of item.
sameAsnamemainEntityOfPagepotentialActiondescriptionurl
additionalTypeidentifierownersubjectOfalternateNameimagedisambiguatingDescription
SoftwareApplicationsibling via CreativeWorkschema.org/SoftwareApplication ↗23 exclusive
A software application.
fileSizecountriesSupportedfeatureListprocessorRequirementsstorageRequirementsreleaseNotessoftwareRequirementsoperatingSystem
MediaObjectsibling via CreativeWorkschema.org/MediaObject ↗18 exclusive
A media object, such as an image, video, audio, or text object embedded in a web page or a downloadable dataset i.e. DataDownload. Note that a creative work may
durationassociatedArticleheightstartTimeplayerTypesha256uploadDateineligibleRegion
VisualArtworksibling via CreativeWorkschema.org/VisualArtwork ↗13 exclusive
A work of art that is primarily visual in character.
weightheightcoloristartworkSurfaceartistartformdepthartEdition
CreativeWorkSeasonsibling via CreativeWorkschema.org/CreativeWorkSeason ↗10 exclusive
A media season, e.g. TV, radio, video game etc.
endDateseasonNumberactorepisodestartDatetrailernumberOfEpisodespartOfSeries
Coursesibling via CreativeWorkschema.org/Course ↗10 exclusive
A description of an educational course which may be offered as distinct instances which take place at different times or take place at different locations, or b
numberOfCreditssyllabusSectionseducationalCredentialAwardedhasCourseInstancetotalHistoricalEnrollmentfinancialAidEligiblecoursePrerequisitesoccupationalCredentialAwarded
MusicCompositionsibling via CreativeWorkschema.org/MusicComposition ↗10 exclusive
A musical composition.
recordedAsfirstPerformancelyricsmusicArrangementlyricistcomposeriswcCodemusicCompositionForm
TVSeriessibling via CreativeWorkschema.org/TVSeries ↗10 exclusive
CreativeWorkSeries dedicated to TV broadcast and associated online delivery.
containsSeasonmusicByactornumberOfSeasonsepisodetrailertitleEIDRnumberOfEpisodes
WebPagesibling via CreativeWorkschema.org/WebPage ↗9 exclusive
A web page. Every web page is implicitly assumed to be declared to be of type WebPage, so the various properties about that webpage, such as <code>breadcrumb</c
breadcrumbsignificantLinkmainContentOfPagereviewedByspeakablelastReviewedspecialtyrelatedLink
Reviewsibling via CreativeWorkschema.org/Review ↗9 exclusive
A review of an item - for example, of a restaurant, movie, or store.
itemReviewedassociatedClaimReviewpositiveNotesreviewAspectnegativeNotesassociatedMediaReviewreviewRatingassociatedReview
Clipsibling via CreativeWorkschema.org/Clip ↗9 exclusive
A short TV or radio program or a segment/part of a program.
endOffsetmusicBypartOfSeasonclipNumberactorpartOfSeriespartOfEpisodestartOffset
Episodesibling via CreativeWorkschema.org/Episode ↗9 exclusive
A media episode (e.g. TV, radio, video game) which can be part of a series or season.
durationmusicBypartOfSeasonactortrailerepisodeNumberpartOfSeriesproductionCompany
Messagesibling via CreativeWorkschema.org/Message ↗9 exclusive
A single message from a sender to one or more organizations or people.
toRecipientccRecipientdateReceivedrecipientdateReaddateSentbccRecipientmessageAttachment
HowTosibling via CreativeWorkschema.org/HowTo ↗8 exclusive
Instructions that explain how to achieve a result by performing a sequence of steps.
prepTimetoolstepyieldsupplyestimatedCosttotalTimeperformTime
Moviesibling via CreativeWorkschema.org/Movie ↗8 exclusive
A movie.
durationmusicByactortrailertitleEIDRsubtitleLanguageproductionCompanydirector
ExercisePlansibling via CreativeWorkschema.org/ExercisePlan ↗8 exclusive
Fitness-related activity designed for a specific health-related purpose, including defined exercise routines as well as activity prescribed by a clinician.
exerciseTypeworkloadintensityrepetitionsactivityFrequencyrestPeriodsadditionalVariableactivityDuration
No child types — leaf node.
◈ Structural Negative Type Space — Constitutional Law VI
◈ Action Branch

No structural connection to the Action branch. Graph position measurement. schema.org/Action ↗ · Law III — meaning is yours.

◈ BioChemEntity Branch

No structural connection to the BioChemEntity branch. Graph position measurement. schema.org/BioChemEntity ↗ · Law III — meaning is yours.

◈ Event Branch

No structural connection to the Event branch. Graph position measurement. schema.org/Event ↗ · Law III — meaning is yours.

◈ Intangible Branch

No structural connection to the Intangible branch. Graph position measurement. schema.org/Intangible ↗ · Law III — meaning is yours.

◈ MedicalEntity Branch

No structural connection to the MedicalEntity branch. Graph position measurement. schema.org/MedicalEntity ↗ · Law III — meaning is yours.

◈ Organization Branch

No structural connection to the Organization branch. Graph position measurement. schema.org/Organization ↗ · Law III — meaning is yours.

◈ Person Branch

No structural connection to the Person branch. Graph position measurement. schema.org/Person ↗ · Law III — meaning is yours.

◈ Place Branch

No structural connection to the Place branch. Graph position measurement. schema.org/Place ↗ · Law III — meaning is yours.

◈ Product Branch

No structural connection to the Product branch. Graph position measurement. schema.org/Product ↗ · Law III — meaning is yours.

◈ Taxon Branch

No structural connection to the Taxon branch. Graph position measurement. schema.org/Taxon ↗ · Law III — meaning is yours.

◈ Gap List (47 properties unmapped)
issnfundingprovidergenrewordCountaccessModeSufficientacquireLicensePagetemporalCoveragethumbnailthumbnailUrlcommentCountdisplayLocationarchivedAtdigitalSourceTypeassesseslicensekeywordshasPartfunderaccessModeaggregateRatingmaterialaccessibilityControlrecordedAtmaintainertimeRequiredisBasedOneditEIDRsizecitation
+17 more gaps not shown
◈ Source Schema.org — Raw Extraction (18 blocks)
Block 1 · @type: WebSite
{
  "@context": "https://schema.org",
  "@type": "WebSite",
  "name": "Sully.ai",
  "url": "https://www.sully.ai",
  "description": "Superhuman team of AI Employees for Hospitals. Medical AI agents that handle clinical documentation, scheduling, intake processing, and post-visit workflows.",
  "publisher": {
    "@type": "Organization",
    "name": "Sully.ai",
    "url": "https://www.sully.ai",
    "logo": {
      "@type": "ImageObject",
      "url": "https://framerusercontent.com/images/WnBPeo06FqCAhACxBdUmHNGQ6o.png"
    }
  }
}
◈ Source: https://www.sully.ai/ · Law I — Provenance
Block 2 · @type: Organization
{
  "@context": "https://schema.org",
  "@type": "Organization",
  "name": "Sully.ai",
  "url": "https://www.sully.ai/",
  "logo": "https://framerusercontent.com/images/v101GRcVHumI4zI5jAUizZjRw.png",
  "contactPoint": {
    "@type": "ContactPoint",
    "email": "[email protected]",
    "telephone": "+1-312-978-0221",
    "contactType": "customer service",
    "areaServed": "US",
    "availableLanguage": "en"
  },
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "3120 Scott Blvd",
    "addressLocality": "Santa Clara",
    "addressRegion": "CA",
    "postalCode": "95054",
    "addressCountry": "US"
  },
  "foundingDate": "2023",
  "description": "Sully.ai simplifies AI integration into applications, providing tools to enhance user experience through AI-driven solutions.",
  "founder": [
    {
      "@type": "Person",
      "name": "Ahmed Nasser",
      "jobTitle": "Co-Founder/President",
      "url": "https://www.linkedin.com/in/realahmednasser/"
    },
    {
      "@type": "Person",
      "name": "Ahmed Omar",
      "jobTitle": "Co-Founder/CEO",
      "url": "https://www.linkedin.com/in/ao7/"
    }
  ],
  "sameAs": [
    "https://www.linkedin.com/company/sully-ai/",
    "https://twitter.com/sully_ai",
    "https://www.facebook.com/sullyai"
  ]
}
◈ Source: https://www.sully.ai/ · Law I — Provenance
Block 3 · @type: WebPage
{
  "@context": "http://schema.org",
  "@type": "WebPage",
  "name": "Sully AI",
  "url": "https://www.sully.ai/",
  "description": "Sully AI provides advanced artificial intelligence solutions for businesses, offering tools for automation, data analysis, and operational optimization.",
  "publisher": {
    "@type": "Organization",
    "name": "Sully AI",
    "url": "https://www.sully.ai/"
  },
  "about": {
    "@type": "Thing",
    "name": "Artificial Intelligence Solutions for Businesses"
  },
  "audience": {
    "@type": "Audience",
    "audienceType": "Businesses and Enterprises"
  },
  "potentialAction": {
    "@type": "ReadAction",
    "target": {
      "urlTemplate": "https://www.sully.ai/"
    },
    "description": "Learn about Sully AIs solutions for automation, data analysis, and business optimization."
  },
  "inLanguage": "en"
}
◈ Source: https://www.sully.ai/ · Law I — Provenance
Block 4 · @type: WebPage
{
  "@context": "http://schema.org",
  "@type": "WebPage",
  "name": "About Us - Sully AI",
  "url": "https://www.sully.ai/about-us",
  "description": "Learn more about Sully AI, our mission to empower businesses with AI-driven solutions for automation, data analysis, and operational efficiency.",
  "publisher": {
    "@type": "Organization",
    "name": "Sully AI",
    "url": "https://www.sully.ai/"
  },
  "about": {
    "@type": "Thing",
    "name": "About Sully AI"
  },
  "audience": {
    "@type": "Audience",
    "audienceType": "Businesses and Enterprises"
  },
  "potentialAction": {
    "@type": "ReadAction",
    "target": {
      "urlTemplate": "https://www.sully.ai/about-us"
    },
    "description": "Explore the mission, values, and story behind Sully AI and how we provide AI solutions to businesses."
  },
  "inLanguage": "en"
}
◈ Source: https://www.sully.ai/about-us-old-160-2 · Fetched: 2026-05-12T18:26:08Z · Law I — Provenance
Block 5 · @type: BreadcrumbList
{
  "@context": "https://schema.org/",
  "@type": "BreadcrumbList",
  "itemListElement": [
    {
      "@type": "ListItem",
      "position": 1,
      "name": "Home",
      "item": "https://www.sully.ai/"
    },
    {
      "@type": "ListItem",
      "position": 2,
      "name": "About Us",
      "item": "https://www.sully.ai/about-us"
    }
  ]
}
◈ Source: https://www.sully.ai/about-us-old-160-2 · Fetched: 2026-05-12T18:26:08Z · Law I — Provenance
Block 6 · @type: BreadcrumbList
{
  "@context": "https://schema.org/",
  "@type": "BreadcrumbList",
  "itemListElement": [
    {
      "@type": "ListItem",
      "position": 1,
      "name": "Home",
      "item": "https://www.sully.ai/"
    },
    {
      "@type": "ListItem",
      "position": 2,
      "name": "Terms Of Service",
      "item": "https://www.sully.ai/terms-of-service"
    }
  ]
}
◈ Source: https://www.sully.ai/cookie-policy · Fetched: 2026-05-12T18:26:08Z · Law I — Provenance
Block 7 · @type: WebPage
{
  "@context": "http://schema.org",
  "@type": "WebPage",
  "name": "Terms of Service - Sully AI",
  "url": "https://www.sully.ai/terms-of-service",
  "description": "Review Sully AI’s terms of service to understand the guidelines, rules, and conditions for using our platform and AI-driven solutions.",
  "publisher": {
    "@type": "Organization",
    "name": "Sully AI",
    "url": "https://www.sully.ai/"
  },
  "about": {
    "@type": "Thing",
    "name": "Terms of Service and Platform Usage"
  },
  "audience": {
    "@type": "Audience",
    "audienceType": "Platform Users and Businesses"
  },
  "potentialAction": {
    "@type": "ReadAction",
    "target": {
      "urlTemplate": "https://www.sully.ai/terms-of-service"
    },
    "description": "Understand the terms and conditions for using Sully AI's platform and services."
  },
  "inLanguage": "en"
}
◈ Source: https://www.sully.ai/cookie-policy · Fetched: 2026-05-12T18:26:08Z · Law I — Provenance
Block 8 · @type: BreadcrumbList
{
  "@context": "https://schema.org/",
  "@type": "BreadcrumbList",
  "itemListElement": [
    {
      "@type": "ListItem",
      "position": 1,
      "name": "Home",
      "item": "https://www.sully.ai/"
    },
    {
      "@type": "ListItem",
      "position": 2,
      "name": "Medical Scribe",
      "item": "https://www.sully.ai/medical-practices"
    }
  ]
}
◈ Source: https://www.sully.ai/demo-em · Fetched: 2026-05-12T18:26:08Z · Law I — Provenance
Block 9 · @type: BreadcrumbList
{
  "@context": "https://schema.org/",
  "@type": "BreadcrumbList",
  "itemListElement": [
    {
      "@type": "ListItem",
      "position": 1,
      "name": "Home",
      "item": "https://www.sully.ai/"
    },
    {
      "@type": "ListItem",
      "position": 2,
      "name": "Landing",
      "item": "https://www.sully.ai/landing"
    }
  ]
}
◈ Source: https://www.sully.ai/partner-program · Fetched: 2026-05-12T18:26:08Z · Law I — Provenance
Block 10 · @type: BreadcrumbList
{
  "@context": "https://schema.org/",
  "@type": "BreadcrumbList",
  "itemListElement": [
    {
      "@type": "ListItem",
      "position": 1,
      "name": "Home",
      "item": "https://www.sully.ai/"
    },
    {
      "@type": "ListItem",
      "position": 2,
      "name": "Customer Stories",
      "item": "https://www.sully.ai/customer-stories"
    }
  ]
}
◈ Source: https://www.sully.ai/customer-stories · Fetched: 2026-05-12T18:26:08Z · Law I — Provenance
Block 11 · @type: WebPage
{
  "@context": "http://schema.org",
  "@type": "WebPage",
  "name": "Customer Stories - Sully AI",
  "url": "https://www.sully.ai/customer-stories",
  "description": "Read customer success stories to learn how businesses have transformed their operations using Sully AIs automation and data analysis solutions.",
  "publisher": {
    "@type": "Organization",
    "name": "Sully AI",
    "url": "https://www.sully.ai/"
  },
  "about": {
    "@type": "Thing",
    "name": "Customer Success Stories"
  },
  "audience": {
    "@type": "Audience",
    "audienceType": "Businesses and Enterprises"
  },
  "potentialAction": {
    "@type": "ReadAction",
    "target": {
      "urlTemplate": "https://www.sully.ai/customer-stories"
    },
    "description": "Explore customer success stories to see how Sully AIs solutions have optimized operations and efficiency for businesses."
  },
  "inLanguage": "en"
}
◈ Source: https://www.sully.ai/customer-stories · Fetched: 2026-05-12T18:26:08Z · Law I — Provenance
Block 12 · @type: BreadcrumbList
{
  "@context": "https://schema.org/",
  "@type": "BreadcrumbList",
  "itemListElement": [
    {
      "@type": "ListItem",
      "position": 1,
      "name": "Home",
      "item": "https://www.sully.ai/"
    },
    {
      "@type": "ListItem",
      "position": 2,
      "name": "Privacy Policy",
      "item": "https://www.sully.ai/privacy-policy"
    }
  ]
}
◈ Source: https://www.sully.ai/privacy-policy · Fetched: 2026-05-12T18:26:08Z · Law I — Provenance
Block 13 · @type: WebPage
{
  "@context": "http://schema.org",
  "@type": "WebPage",
  "name": "Privacy Policy - Sully AI",
  "url": "https://www.sully.ai/privacy-policy",
  "description": "Read Sully AI's privacy policy to learn how we collect, use, and protect your personal data while using our platform and services.",
  "publisher": {
    "@type": "Organization",
    "name": "Sully AI",
    "url": "https://www.sully.ai/"
  },
  "about": {
    "@type": "Thing",
    "name": "Privacy Policy and Data Protection"
  },
  "audience": {
    "@type": "Audience",
    "audienceType": "Platform Users and Businesses"
  },
  "potentialAction": {
    "@type": "ReadAction",
    "target": {
      "urlTemplate": "https://www.sully.ai/privacy-policy"
    },
    "description": "Understand how Sully AI collects, uses, and protects your personal data."
  },
  "inLanguage": "en"
}
◈ Source: https://www.sully.ai/privacy-policy · Fetched: 2026-05-12T18:26:08Z · Law I — Provenance
Block 14 · @type: BreadcrumbList
{
  "@context": "https://schema.org/",
  "@type": "BreadcrumbList",
  "itemListElement": [
    {
      "@type": "ListItem",
      "position": 1,
      "name": "Home",
      "item": "https://www.sully.ai/"
    },
    {
      "@type": "ListItem",
      "position": 2,
      "name": "About Us",
      "item": "https://www.sully.ai/join-us"
    }
  ]
}
◈ Source: https://www.sully.ai/join-us · Fetched: 2026-05-12T18:26:08Z · Law I — Provenance
Block 15 · @type: BreadcrumbList
{
  "@context": "https://schema.org/",
  "@type": "BreadcrumbList",
  "itemListElement": [
    {
      "@type": "ListItem",
      "position": 1,
      "name": "Home",
      "item": "https://www.sully.ai/"
    },
    {
      "@type": "ListItem",
      "position": 2,
      "name": "Products",
      "item": "https://www.sully.ai/products"
    }
  ]
}
◈ Source: https://www.sully.ai/products · Fetched: 2026-05-12T18:26:08Z · Law I — Provenance
Block 16 · @type: WebPage
{
  "@context": "http://schema.org",
  "@type": "WebPage",
  "name": "Products - Sully AI",
  "url": "https://www.sully.ai/products",
  "description": "Explore Sully AI’s product offerings, including AI-driven tools for automation, data analysis, and business optimization designed to enhance efficiency and decision-making.",
  "publisher": {
    "@type": "Organization",
    "name": "Sully AI",
    "url": "https://www.sully.ai/"
  },
  "about": {
    "@type": "Thing",
    "name": "AI Products for Automation and Optimization"
  },
  "audience": {
    "@type": "Audience",
    "audienceType": "Businesses and Enterprises"
  },
  "potentialAction": {
    "@type": "ReadAction",
    "target": {
      "urlTemplate": "https://www.sully.ai/products"
    },
    "description": "Learn about Sully AI's products that help businesses optimize processes through automation and data-driven insights."
  },
  "inLanguage": "en"
}
◈ Source: https://www.sully.ai/products · Fetched: 2026-05-12T18:26:08Z · Law I — Provenance
Block 17 · @type: BreadcrumbList
{
  "@context": "https://schema.org/",
  "@type": "BreadcrumbList",
  "itemListElement": [
    {
      "@type": "ListItem",
      "position": 1,
      "name": "Home",
      "item": "https://www.sully.ai/"
    },
    {
      "@type": "ListItem",
      "position": 2,
      "name": "Resources",
      "item": "https://www.sully.ai/blog"
    }
  ]
}
◈ Source: https://www.sully.ai/blog · Fetched: 2026-05-12T18:26:08Z · Law I — Provenance
Block 18 · @type: Blog
{
  "@context": "https://schema.org",
  "@type": "Blog",
  "@id": "https://www.sully.ai/blog#blog",
  "mainEntityOfPage": {
    "@type": "WebPage",
    "@id": "https://www.sully.ai/blog"
  },
  "name": "Sully.ai Blog",
  "description": "Explore the Sully.ai blog for insights on AI innovation, product updates & expert tips to streamline workflows & boost performance.",
  "url": "https://www.sully.ai/blog",
  "inLanguage": "en-US",
  "publisher": {
    "@type": "Organization",
    "name": "Sully.ai",
    "url": "https://www.sully.ai",
    "logo": {
      "@type": "ImageObject",
      "url": "https://framerusercontent.com/images/WnBPeo06FqCAhACxBdUmHNGQ6o.png"
    },
    "sameAs": [
      "https://x.com/sullyai",
      "https://www.linkedin.com/company/sully-ai/"
    ]
  }
}
◈ Source: https://www.sully.ai/blog · Fetched: 2026-05-12T18:26:08Z · Law I — Provenance
schema.org v2.0.0 · source: https://www.sully.ai/ schema.org/WebSite ↗
Semantic Words 40 words · frequency ranked · Law III
40 words · top 5: sully · ehr · medical · healthcare · clinical · click to expand
Top 40 words by frequency from https://www.sully.ai/ + 21 interior pages (20,382 words total). Stop-words stripped. Ranked by repetition.
#1sully193x · 1.38%
#2ehr180x · 1.29%
#3medical152x · 1.09%
#4healthcare125x · 0.89%
#5clinical117x · 0.84%
#6patient115x · 0.82%
#7ehrs98x · 0.7%
#8data93x · 0.66%
#9notes93x · 0.66%
#10labs85x · 0.61%
#11documentation82x · 0.59%
#12provider70x · 0.5%
#13care68x · 0.49%
#14decrease68x · 0.49%
#15coder66x · 0.47%
#16patients64x · 0.46%
#17book62x · 0.44%
#18nurse60x · 0.43%
#19systems60x · 0.43%
#20compliance59x · 0.42%
#21full59x · 0.42%
#22team57x · 0.41%
#23agents57x · 0.41%
#24real55x · 0.39%
#25epic55x · 0.39%
#26meds53x · 0.38%
#27policies52x · 0.37%
#28integrations49x · 0.35%
#29program49x · 0.35%
#30review48x · 0.34%
#31safety48x · 0.34%
#32across47x · 0.34%
#33workflows47x · 0.34%
#34cases46x · 0.33%
#35information45x · 0.32%
#36demo44x · 0.31%
#37tasks44x · 0.31%
#38clinician44x · 0.31%
#39codes44x · 0.31%
#40docs43x · 0.31%
Law III — frequency measured, meaning is the reader's · source: https://www.sully.ai/
Text Topology Fingerprint v1.0.0 · very_long · 150,072 chars · Law III
Six-layer pre-linguistic shape measurement. Deterministic. Same input, same output, always. Hash: e5c021ac9ed0716e319e3ff7dee9f006...
◈ Signal Matrix
0.168
TTR
0.064
HAPAX
0.936
REP
0.783
BIGRAM
0.380
H2T
0.240
CPRT
8.857
SKEW
104.150
KURT
0.989
C/P
1.629
PENT
0.975
S1P
0.002
NASC
TTR=type-token ratio · HAPAX=hapax ratio · REP=repetition score · BIGRAM=bigram repetition · H2T=hapax-to-type · CPRT=capital token ratio · SKEW=sentence skewness · KURT=sentence kurtosis · C/P=comma-period ratio · PENT=punct entropy · S1P=single-sent para ratio · NASC=non-ASCII ratio
◈ Topology Position
Latin dominant · narrow vocabulary range · short-form declarative register · moderate clause complexity · narrow topic focus · moderate uncommon edge signal
◈ Six Measurement Layers
Layer 1 — Character
0.0021
Non-ASCII Ratio
0.0 = Latin-dominant · 1.0 = fully non-Latin script
Layer 1 — Character
3.2703
Character Entropy
Shannon entropy of character distribution.
Layer 1 — Character
'e' (13110x)
Most Frequent
Highest-frequency character. Law V — common edge.
Layer 2 — Token
0.1679
Type-Token Ratio
Unique tokens / total tokens. Lexical diversity signal.
Layer 2 — Token
0.0638
Hapax Ratio
Tokens appearing exactly once. Law VI — uncommon edge.
Layer 6 — Document
0.3800
Hapax to Type
Hapax count / unique token count.
Layer 3 — Punctuation
0.9894
Comma/Period Ratio
Clause complexity per sentence.
Layer 3 — Punctuation
1.6290
Punct Entropy
Shannon entropy across punctuation types.
Layer 4 — Sentence
848
Sentence Count
Total detected sentences across all crawled pages.
Layer 4 — Sentence
8.8573
Skewness
Positive = long-tail. Negative = conversational.
Layer 5 — Paragraph
0.9752
Single Sent Ratio
High = web copy. Low = academic prose.
Layer 6 — Document
0.9362
Repetition Score
Tokens appearing more than once / total.
◈ Token Length Distribution
1-3
28%
4-6
32%
7-10
31%
11-15
8%
16-20
1%
21+
0%
◈ Density Gradient — TTR per Document Tenth
Front-loaded = abstract/preamble · Flat = consistent prose · Back-loaded = building complexity
◈ Lexical Richness Curve — Rolling Window TTR
0.281.0
Window=50 tokens · Step=25 · 867 data points
topology_fingerprint.py v1.0.0 · sha256: e5c021ac9ed0716e... · Law III + Law VI
Ratio Signals 8 deterministic measurements · the gap is the signal
Eight deterministic measurements. Law I: every value traces to its source stage.
schema density
0.8000
Schema props extracted / top semantic words.
nav ratio
0.1400
Nav URLs / total internal URLs.
content to structure ratio
0.0014
Total words / raw HTML bytes. Content density.
external tld diversity
2
Unique TLD count in outbound links.
self declaration coherence
0.2196
Fuzzy overlap across title / H1 / meta / schema name.
schema to nav alignment
0.0000
Schema type tokens vs nav link text overlap.
javascript surface ratio
0.0000
Fraction of interior pages JS-gated.
URL Depth Distribution
depth_0: 5 · depth_1: 16 · depth_2: 29 · depth_3plus: 0
Internal URLs by path depth. Depth 0 = root.
Tech Stack · Security · Freshness SecurityLabel.MODERATE · FreshnessLabel.CURRENT
Sitemap: ✗Robots.txt: ✗Schema.org: ✓Open Graph: ✓Canonical: ✓HTTPS: ✓HSTS: ✓CSP: ✗
Security
SecurityLabel.MODERATE
Freshness
FreshnessLabel.CURRENT
Server
Framer/af68d84
web_serverFramer/af68d84
analytics['Google Analytics', 'Google Tag Manager']
Ledger Appends 14 ledgers · graph edge traversal · Law V+VII
Build: national-transit-v1.0.0 Spec: Root-LD v1.0 Status: LIVE Minted: 2026-05-12
sully.ai · gdr-72d4b626
sully.ai is recorded in the Global Data Registry — open provenance infrastructure for the machine-readable web.
View the Registry →