◈ Homepage — https://abacus.ai/Abacus Enterprise Solutions Research Company Sign Up Vibe Code Full Stack Apps Go from idea to deployed app in minutes Open Claw Open-source AI browser automation Abacus Studio Create stunning visuals with AI The World's Best AI Super Assistant For Professionals And Enterprises Sonnet 4.6 Chat Learn More All In One AI Platform - Use AI For Everything Featured Apps & APIs PowerPoint Browser Use Code AI Workflows Videos Data Analysis Trading Research Chatbots Audio Stripe Integrated Website Abacus AI Agent builds beautiful multi-page websites with Stripe integration—perfect for a quick go to market solution and validating the appetite Telegram Personal Agent Abacus AI Agent creates a secure Telegram bot that instantly acknowledges messages, understands intent, executes multi-step workflows using browser + connected tools (Gmail, Drive, Slack, Twitter, YouTube, GitHub), asks clarifying questions when needed, and sends structured completion reports back to Telegram. Build a Mobile App Abacus AI Agent builds a fitness app that tracks your daily goals, workouts, and progress. AI collaboration PPT Leverage AI Agent to conduct deep research, synthesize complex technical data, and generate professional, investor-ready presentations. AI Agent can analyze emerging market trends, identify key industry players, and create content-rich slide decks with accurate insights and sophisticated visual formatting. Vibe Code a CRM Vibe-code a CRM for contact and deal management using Abacus AI Agent AI QA Engineer Abacus AI Agent designs and executes comprehensive end-to-end tests by simulating real users, automatically detecting broken flows and generating detailed QA reports. AI LinkedIn outreach Abacus AI Agent finds potential opportunities and runs outreach campaign on LinkedIn. Revenue Analytics Pro Abacus AI Agent transforms raw business data into actionable insights with automated Excel analysis - uncovering revenue patterns and growth opportunities. Craft AI Audio Ads Generate professional audio advertisements with AI voices and music. Perfect for promoting products, services, or brands! AI Stock Investor Abacus AI Agent performs end-to-end equity research by combining fundamentals, technicals, sentiment, and short-term forecasting into a clean, investor-ready analysis that updates with real-time market context. Smart Doc Assistant Abacus AI Agent builds RAG chatbots from any website or documentation—providing instant, accurate answers while admitting knowledge limitations. Adaptive Twitter Engine Abacus AI Agent learns your Twitter style, analyzes tweet performance, researches trending topics, and automatically generates optimized content while improving based on engagement. Automate your social media strategy with database-driven insights. Build with Open Source Abacus AI Agent works on open-source repos to build, extend, or customize features. Invoice Processing API Abacus AI Agent creates Invoice Intelligence API instantly extracts vendor, total amount, due date, and line-item details from uploaded invoices in PDF or image form. Just provide the files and get clean, structured data with no manual effort. Live Funding News Abacus AI Agent powers Funding Square, a Live Dashboard that unifies verified funding rounds from across the ecosystem and auto-updates throughout the day inside a clean, bento-style layout. AI Marketing Videos Abacus AI Agent generates professional marketing videos with AI presenters and seamless lip-sync, turning your product documentation into compelling visual stories. Report - AI in Education AI Agent conducts in-depth research on AI in education and generates a comprehensive, conference-ready report including infographics. AI Data Analyst Converts complex datasets into clear visual trends and actionable business insights with zero manual effort. Space Telescopes PPT AI Agent creates a visually rich slide deck with a sleek dark-space theme, using minimal text and infographic-first layouts to explain how modern space telescopes observe the universe. Interdisciplinary analogies Abacus AI Agent performs interdisciplinary research across biological and engineering domains and generates structured academic research report with citations. The AI Super Assistant To Automate All Work ChatLLM Teams For Professionals and small teams Access State of the art LLMs, image and video generators Use AI Agent to automate pretty much any task Connect to SaaS apps, build custom bots and agents Get Started Abacus.AI Enterprise For larger organizations Automate applied AI use cases with our end to end AI platform Enterprise grade security and permissions Build complex agentic workflows on your own data Request Demo Featured on An AI Super Assistant For Enterprises And Professionals Products ChatLLM Abacus.AI Enterprise Research Research Areas Publications Open-Source AI Company About Us Culture Press Customers Jobs Copyright © 2026 Abacus.AI. All Rights Reserved Terms of Service Privacy Security × We use cookies for login and stats. Learn more in our privacy settings. Deny Allow ◈ Interior Pages — 22 pages crawledAbacus.AI - The World's First Super Assistant For Professionals And Enterprises. 🔥 New! ChatLLM - Abacus AI Agent Abacus Enterprise Solutions ChatLLM For Professional And Small Teams Top AI models Access GPT-5, Claude, Gemini and more --> Abacus AI Agent Automate complex tasks with AI --> Abacus AI Desktop CoWork and Coding CLI --> Abacus.AI Enterprise For Enterprises Enterprise Gen AI End-to-end AI platform for enterprises --> Structured ML Build ML models on structured data --> Optimization AI-powered optimization solutions --> Research Research Areas Explore our research initiatives Publications Read our latest papers Open-Source AI Community-driven AI projects Company About Us Learn about our mission Culture Our values and team Press News and media coverage Customers Success stories from customers Security Enterprise-grade security Jobs Join our team Blog Latest news and updates Sign Up About Us Abacus.AI is the world's first AI super-assistant tailored for enterprises and professionals. We offer two products: ChatLLM for professionals and small teams and Abacus.AI Enterprise for enterprises and companies. ChatLLM is a multi-modal, multi-device super-assistant that can handle many tasks and completely transform your life. You can access all of the SOTA LLMs, analyze documents, do data analysis, generate code, search the web, create images, and much more. It's your all-in-one AI assistant and increases individual productivity by 15% to 75%. Abacus.AI Enterprise is a state-of-the-art generative AI platform that combines the AI super assistant available to all your employees with an AI brain that can connect to your enterprise software systems, automate business processes, increase revenue, and be a powerful force multiplier. Our AI engineer can build AI Workflows and chatbots to automate critical processes. Our Enterprise product comes with single sign-on, multiple deployment options and checks all the security and compliance boxes. Our AI super-assistant is your one-stop shop for all things AI. Abacus.AI is used by thousands of companies, including dozens of Fortune 500. Adopt the Abacus.AI super assistant today - Request an expert consultation for Abacus.AI Enterprise or sign up for ChatLLM. Headquartered in San Francisco, we are backed by world-class investors including Mike Volpi (Index Ventures), Eric Schmidt (ex-CEO and Chairman of Google), Ram Shriram (board member of Google), Coatue, Khosla Ventures, Tiger Global, and others. Our talented and experienced founding team have degrees from premier universities such as Stanford, UC Berkeley, Dartmouth, and IIT, and have shipped high-profile products at Google, Amazon Web Services, and Uber. Team Bindu Reddy CEO & Co-Founder Bindu Reddy is the CEO and Co-Founder of Abacus.AI. Before starting Abacus.AI, she was the General Manager for AI Verticals at AWS, AI. Her organization created and launched Amazon Personalize and Amazon Forecast, the first of their kind AI services that enable organizations to create custom deep-learning models easily. Prior to that, she was the CEO and co-founder of Post Intelligence, a deep-learning company that created services for social media influencers that was acquired by Uber. Bindu was previously at Google, where she was the Head of Product for Google Apps, including Docs, Spreadsheets, Slides, Sites and Blogger. Bindu has a Masters Degree from Dartmouth and B.Tech degree from Indian Institute of Technology, Mumbai. Prior to AWS, Bindu founded and led Post Intelligence as CEO, a deep-learning company focused on AI-powered services for social media influencers. Under her leadership, the company developed innovative AI solutions that optimized content strategy and engagement, ultimately leading to its acquisition by Uber in 2017. Her impact at Google was equally transformative. As Head of Product for Google Apps from 2005 to 2009, Bindu directed the product strategy and development of some of Google's most widely used productivity tools - Docs, Spreadsheets, Slides, Sites, and Blogger. She played a crucial role in shaping the future of cloud-based collaboration tools used by hundreds of millions globally. Bindu has an M.S. from Dartmouth and a B.Tech from the Indian Institute of Technology, Bombay. She shares her views on Abacus AI and the future of AGI on X . You can read more here Arvind Sundararajan CTO & Co-Founder Arvind Sundararajan is the CTO and Co-Founder of Abacus.AI. Before starting Abacus.AI, he was a senior technical lead at Uber's autonomous vehicles division where he led the Autonomy Systems team, responsible for wide ranging software initiatives across the autonomy stack spanning onboard software, ML, and infrastructure. Previously, he was the CTO and co-founder of Post Intelligence. Before Post Intelligence, he was at Google, where he was the technical lead for AdSense's machine learning and serving system, and the technical lead for GMail's backend system (part of the initial launch team). Arvind was the recipient of two founders awards at Google and has a M.S. (CS) degree from Stanford and a B.Tech degree from Indian Institute of Technology, Mumbai. Most recently, Arvind served as a Senior Technical Leader at Uber's Advanced Technologies Group, leading the Autonomy Systems team for Uber's autonomous vehicles division. Before Uber, Arvind co-founded and served as CTO of Post Intelligence alongside Bindu Reddy, building the company from inception through its acquisition by Uber in 2017. At Post Intelligence, he architected the deep-learning infrastructure that powered AI-driven social media analytics and content optimization. Arvind's foundational technical expertise was honed at Google, where his accomplishments included two key roles: Technical Lead for AdSense's machine learning and serving system, one of Google's primary revenue engines, and Technical Lead for Gmail's backend system, where he was part of the initial launch team that brought Gmail to the world. His exceptional contributions earned him two prestigious Google Founders Awards, recognizing work that significantly advanced the company's mission. Arvind has an M.S. in Computer Science from Stanford University and a B.Tech in Computer Science from the Indian Institute of Technology, Bombay. Patrick Nussbaumer VP of Sales Patrick Nussbaumer serves as Senior Vice President of Worldwide Sales at Abacus.AI, where he leads the company's global sales organization encompassing Business Development, Revenue Operations, Inside Sales, and Channel Sales. His leadership drives Abacus.AI's go-to-market strategy and customer success across diverse industries and geographies. With over 20 years of proven experience spanning sales, marketing, and finance, Patrick has established himself as a strategic sales leader who excels at building high-performing teams and executing complex initiatives that accelerate business growth. He brings an AI-first approach to sales and has created the world's first “agentic sales strategy” that is at the forefront of AI-human collaboration. Patrick previously held leadership roles in Domino Data Labs, Data Robots, and Alteryx. He holds a B.S. in Electrical Engineering from the University of Illinois at Urbana-Champaign and an MBA from the Paul Merage School of Business at UC Irvine. Ajit Deshpande CSO & VP of Infrastructure Engineering Ajit Deshpande serves as Chief Security Officer (CSO) and Vice President of Infrastructure Engineering at Abacus.AI, where he holds comprehensive responsibility for the company's security posture, data protection frameworks, cloud infrastructure, and compliance programs. As the leader of Abacus.AI's Information Security Committee and the company's designated Data Protection Officer (DPO), Ajit ensures that enterprise customers can trust the platform with their most sensitive data and mission-critical AI workloads. Before Abacus.AI, Ajit held senior technical leadership positions at prominent technology companies. At Bleacher Report (T The Abacus.AI Blog Menu Blog Home Tutorial Insight Research Welcome to the Abacus.AI blog 35 posts FEATURED POST Insight --> Posted by Manu R March 23, 2026 Share: Abacus AI: Pricing, ChatLLM, DeepAgent & Real Use Cases in 2026 Read More Tutorial DeepAgent Review Your Intelligent AI Super Bot for Absolutely Everything In a world where artificial intelligence is rapidly transforming how we work, create, and solve problems, DeepAgent emerges as a revolutionary AI assistant that doesn’t just answer questions—it takes action. Read More --> Posted by Marcus Dawson October 23, 2025 Share: Insight Tutorial Introducing the AI Engineer: Your Personal Coding Assistant In the rapidly evolving world of technology, having a reliable coding assistant can significantly enhance your development experience. At Abacus.Ai, we proudly present the AI Engineer, a powerful tool developed by Chat LLM that serves as your personal AI software engineer. Read More --> Posted by Marcus Dawson December 18, 2024 Share: Tutorial Sharper LLMs: Enhancing Math and Reasoning Abilities Today we release a new model in our continued commitment to improving the state-of-the-art in open source LLMs: MetaMath-Bagel-DPO-34B. This time, we’ve refined our focus on enhancing mathematical and reasoning capabilities in LLMs by primarily targeting the… Read More --> Posted by Deep Karkhanis January 25, 2024 Share: Tutorial Improving Open-Source LLMs - Datasets, Merging and Stacking Here at Abacus.AI, we are strong believers in the potential of open source LLMs. The gap in performance with the major commercial closed-sourced models has steadily been decreasing over the last 6 months, thanks to first Llama, then Llama 2, and more recently Mistral and… Read More --> Posted by Abacus.AI January 11, 2024 Share: Research Abacus.AI at NeurIPS 2023 The Abacus.AI team has published five papers to appear at the Conference on Neural Information Processing Systems (NeurIPS) 2023. Three papers are in the main conference (including one awarded with an Oral Presentation) and two papers are in workshops (including one Invited… Read More --> Posted by Samuel Dooley December 8, 2023 Share: Tech Open Source LLMs, Fine-Tunes and RAG Based Vector Store APIs Organizations want to infuse LLMs into every part of their planning and decision making process. This translates to thousands, if not millions of API calls a day. While GPT-4 is great, it’s also prohibitively expensive, at scale. Luckily, the open-source LLM… Read More --> Posted by Abacus.AI October 19, 2023 Share: Tutorial Machine Learning Meets Optimization How does Amazon manage to flawlessly deliver millions of products across the globe every day? Or a restaurant chain accurately predict demand, plan inventory and distribute staff coverage across its footprint? The secret sauce is a blend of two potent mathematical… Read More --> Posted by jamesodacosta September 28, 2023 Share: Research Tech Closing the Gap to Closed Source LLMs - 70B Giraffe 32k Today we release a larger 70B version of Giraffe, succeeding the 13B model we mentioned in a previous blog post. Giraffe is a family of models that are finetuned from base Llama 2 and use context length extension techniques to increase their effective context length… Read More --> Posted by Abacus.AI September 25, 2023 Share: Tutorial AI Agents - Build and Host LLM Apps At Scale The pursuit of automating mundane tasks and boosting productivity has long been a priority for executives. In the past couple of decades, significant progress has been made in developing tools to automate tasks that follow a predictable pattern. However, processes that… Read More --> Posted by nandishtella August 31, 2023 Share: Page 1 of 4 1 2 3 4 » Subscribe Get notified whenever a new post is published! 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ChatLLM - Abacus AI Agent Abacus Enterprise Solutions ChatLLM For Professional And Small Teams Top AI models Access GPT-5, Claude, Gemini and more --> Abacus AI Agent Automate complex tasks with AI --> Abacus AI Desktop CoWork and Coding CLI --> Abacus.AI Enterprise For Enterprises Enterprise Gen AI End-to-end AI platform for enterprises --> Structured ML Build ML models on structured data --> Optimization AI-powered optimization solutions --> Research Research Areas Explore our research initiatives Publications Read our latest papers Open-Source AI Community-driven AI projects Company About Us Learn about our mission Culture Our values and team Press News and media coverage Customers Success stories from customers Security Enterprise-grade security Jobs Join our team Blog Latest news and updates Sign Up Abacus.AI Customer Terms of Service This Abacus.AI Customer Terms of Service (the "Agreement") constitutes a legally binding agreement made between you, whether personally or an entity you are representing (“you”) and Abacus.AI, Inc. (“Abacus.AI”, “Company,” “we,” “us,” or “our”), concerning your access to and use of the website https://abacus.ai// and/or availing of our products and services, as well as any other media form, media channel, mobile website or mobile application related, linked, or otherwise connected thereto (collectively, the “Site”). This agreement is entered into between Abacus.AI, Inc., a juridical entity organized and existing under the State of California, and , and the entity or person agreeing to these terms (the "Customer"). 1. Definitions "Abacus.AI" means Abacus.AI, Inc., with offices at 1 Sutter Street, Suite # 300, San Francisco, CA 94104. “Abacus.AI Cloud Services” means the suite of cloud-based tools and services provided by Abacus.AI for data processing, machine learning, and artificial intelligence applications to provide services to the Customer. “Affiliate” means any entity that directly or indirectly controls is controlled by, or is under common control with the Customer or Abacus.AI. “Agreement” means this Terms of Service. "Allegation" means any statement, declaration, or argument a Third Party raises in a Third Party Legal Proceeding instituted against Abacus.AI or the Customer. "Application" means the software application created on the Abacus.AI platform using the Customer Data. “Brand Feature" means the trade names, trademarks, service marks, logos, domain names, and other distinctive brand features of the Customer or Abacus.AI. “Consulting Service” means the professional services provided by Abacus.AI, including but not limited to, technical support, implementation, training, and advisory services. “Confidential Information” means any and all information that one party (or an Affiliate) discloses to the other party (recipient) under this Agreement, and which is marked as confidential or would normally under the circumstances be considered confidential information. “Customer” means the individual or juridical entity that registers for and/or uses the Services provided by Abacus.AI. "Customer Data" means any and all data provided by the Customer to Abacus.AI, including, but not limited to, name, address, age, gender, email address, contact number, username, password, other personal information, datasets, and any other relevant information relevant and necessary for utilizing the Abacus.AI platform and/or availing of the services of Abacus.AI. 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"Legal Process" means any subpoena, court order, warrant, legal demand, or other compulsory legal procedure issued by a court, government agency, or other authority with proper jurisdiction requiring the disclosure of information or data. “License” means the authorization and/or permission granted by Abacus.Ai to the Customer permitting the Customer to use the AI.Abacus Platform and its Products as may be applicable. “Project” means the software project or container created on the Abacus.AI platform using the Customer Data. "Services" means any and all acts performed by Abacus.AI in favor of or for the benefit of the Customer. This includes, but is not limited to, the use of the Abacus.AI platform and availing of the Products and Services offered by Abacus.AI. “Terms” means this Terms of Service. “Third-Party Legal Proceeding” means any legal proceeding instituted before a court, arbitration, mediation, or any government body by a person or entity other than Abacus.AI or the Customer. 2. Your Use of The Services - Subject to these Terms, you are granted a license to use our Services. If you use the Abacus.AI Cloud Service or any of our Consulting Services, you acknowledge and agree that your access to and use of the Services will be subject to these terms and conditions. 3. Acceptable Use Policy - Customer agrees not to, and not to allow third parties to use the Services: to violate, or encourage the violation of, the legal rights of others (for example, this may include allowing Customer End Users to infringe or misappropriate the intellectual property rights of others in violation of the Digital Millennium Copyright Act); to engage in, promote or encourage illegal activity; for any unlawful, invasive, infringing, defamatory or fraudulent purpose (for example, this may include phishing, creating a pyramid scheme or mirroring a website); to intentionally distribute viruses, worms, Trojan horses, corrupted files, hoaxes, or other items of a destructive or deceptive nature; to interfere with the use of the Services, or the equipment used to provide the Services, by customers, authorized resellers, or other authorized users; to disable, interfere with or circumvent any aspect of the Services; to generate, distribute, publish or facilitate unsolicited mass email, promotions, advertising or other solicitations (“spam”); or to use the Services, or any interfaces provided with the Services, to access any other Abacus.AI product or service in a manner that violates the terms of service of such other Abacus.AI product or service. 4. Intellectual Property Rights - Except as expressly set forth in this Agreement, this Agreement does not grant either party any rights, implied or otherwise, to the other's content or any of the other's intellectual property. As between the parties, Customer owns all Intellectual Property Rights in Customer Data and the Application or Project (if applicable), and Abacus.AI owns all Intellectual Property Rights in the Services and Software 5. Confidential Information - "Confidential Information" means information that one party (or an Affiliate) discloses to the other party (recipient) under this Agreement, and which is marked as confidential or would normally under the circumstances be considered confidential in Abacus.AI - The World's First Super Assistant For Professionals And Enterprises. 🔥 New! ChatLLM - Abacus AI Agent Abacus Enterprise Solutions ChatLLM For Professional And Small Teams Top AI models Access GPT-5, Claude, Gemini and more --> Abacus AI Agent Automate complex tasks with AI --> Abacus AI Desktop CoWork and Coding CLI --> Abacus.AI Enterprise For Enterprises Enterprise Gen AI End-to-end AI platform for enterprises --> Structured ML Build ML models on structured data --> Optimization AI-powered optimization solutions --> Research Research Areas Explore our research initiatives Publications Read our latest papers Open-Source AI Community-driven AI projects Company About Us Learn about our mission Culture Our values and team Press News and media coverage Customers Success stories from customers Security Enterprise-grade security Jobs Join our team Blog Latest news and updates Sign Up Publications The research team at Abacus.AI makes fundamental contributions to the field of AI/ML that might have an impact in the short or long run and does applied research that has benefits in practice. The areas we have been focusing on include large language models, time-series forecasting, recommender systems, automated machine learning, meta-learning, deep learning for tabular data, deep learning optimization, and fairness/debiasing in deep learning. The team already has an impressive list of publications in top-tier conferences and workshops in just over four years of its conception. Conference and Journal Papers LiveBench: A Challenging, Contamination-Limited LLM Benchmark Colin White, Samuel Dooley, Manley Roberts, Arka Pal, Ben Feuer, Siddhartha Jain, Ravid Schwartz - Ziv, Neel Jain, Khalid Saifullah, Siddartha Naidu, Chinmay Hegde, Yann LeCun, Tom Goldstein, Willie Neiswanger, Micah Goldblum ICLR 2025 Spotlight ForecastPFN: Synthetically-Trained Zero-Shot Forecasting Samuel Dooley, Gurnoor Singh Khurana, Chirag Mohapatra, Siddartha Venkat Naidu, Colin White NeurIPS 2023 Rethinking Bias Mitigation: Fairer Architectures Make for Fairer Face Recognition Samuel Dooley, Rhea Sukthanker, John P Dickerson, Colin White, Frank Hutter, Micah Goldblum NeurIPS 2023 When Do Neural Nets Outperform Boosted Trees on Tabular Data? Duncan McElfresh, Sujay Khandagale, Jonathan Valverde, Vishak Prasad C, Ganesh Ramakrishnan, Micah Goldblum, Colin White NeurIPS 2023 DBT A Deep Dive into Dataset Imbalance and Bias in Face Identification Valeriia Cherepanova, Steven Reich, Samuel Dooley, Hossein Souri, John P Dickerson, Micah Goldblum, Tom Goldstein AIES 2023 TinyNS: Platform-Aware Neurosymbolic Auto Tiny Machine Learning Swapnil Sayan Saha, Sandeep Singh Sandha, Mohit Aggarwal, Brian Wang, Liying Han, Julian de Gortari Briseno, and Mani Srivastava ACM TECS 2023 Inertial Navigation on Extremely Resource-Constrained Platforms: Methods, Opportunities and Challenges Swapnil Sayan Saha, Yayun Du, Sandeep Singh Sandha, Luis Antonio Garcia, and Mani Srivastava IEEE/ION PLANS 2023 On the Generalizability and Predictability of Recommender Systems Duncan McElfresh, Sujay Khandagale, Jonathan Valverde, John Dickerson, Colin White Workshop at AutoML-Conf 2022 NAS-Bench-Suite-Zero: Accelerating Research on Zero Cost Proxies Arjun Krishnakumar, Colin White, Arber Zela, Renbo Tu, Mahmoud Safari, Frank Hutter NeurIPS Datasets Track 2022 A Deeper Look at Zero-Cost Proxies for Lightweight NAS Colin White, Mikhail Khodak, Renbo Tu, Shital Shah, Sébastien Bubeck, Debadeepta Dey ICLR 2022 Blog Track NAS-Bench-Suite: NAS Evaluation is (Now) Surprisingly Easy Yash Mehta, Colin White, Arber Zela, Arjun Krishnakumar, Guri Zabergja, Shakiba Moradian, Mahmoud Safari, Kaicheng Yu, Frank Hutter ICLR 2022 Synthetic Benchmarks for Scientific Research in Explainable Machine Learning Yang Liu, Sujay Khandagale, Colin White, Willie Neiswanger NeurIPS Datasets Track 2021 NAS-Bench-x11 and the Power of Learning Curves Shen Yan, Colin White, Yash Savani, Frank Hutter NeurIPS 2021 How Powerful are Performance Predictors in Neural Architecture Search? Colin White, Arber Zela, Binxin Ru, Yang Liu, Frank Hutter NeurIPS 2021 An Analysis of Super-Net Heuristics in Weight-Sharing NAS Kaicheng Yu, René Ranftl, Mathieu Salzmann TPAMI 2021 Learning by Turning: Neural Architecture Aware Optimisation Yang Liu, Jeremy Bernstein, Markus Meister, Yisong Yue ICML 2021 BANANAS: Bayesian Optimization with Neural Architectures for Neural Architecture Search Colin White, Willie Neiswanger, Yash Savani AAAI 2021 Exploring the Loss Landscape in Neural Architecture Search Colin White, Sam Nolen, Yash Savani UAI 2021 A Study on Encodings for Neural Architecture Search Colin White, Willie Neiswanger, Sam Nolen, Yash Savani Selected for spotlight presentation | NeurIPS 2020 Intra-Processing Methods for Debiasing Neural Networks Yash Savani, Colin White, Naveen Sundar Govindarajulu NeurIPS 2020 Workshop Papers A Natural Experiment on LLM Data Contamination in Code Generation Manley Roberts, Himanshu Thakur, Christine Herlihy, Colin White, Samuel Dooley NeurIPS Workshop, I Can't Believe It's Not Better: Failure Modes in the Age of Foundation Models, 2023 ForecastPFN: Zero-Shot Low-Resource Forecasting Gurnoor Khurana, Samuel Dooley, Siddartha Naidu, Colin White ICLR Workshop on Practical ML for Developing Countries, 2023 Speeding up NAS with Adaptive Subset Selection Vishak Prasad, Colin White, Paarth Jain, Sibasis Nayak, Rishabh Iyer, Ganesh Ramakrishnan Workshop at AutoML-Conf 2022 Deep Uncertainty Estimation for Model-based Neural Architecture Search Colin White, Willie Neiswanger, Yash Savani NeurIPS Workshop on Bayesian Deep Learning 2019 DECO: Debiasing through Compositional Optimization of Machine Learning Models Naveen Sundar Govindarajulu and Colin White NeurIPS Workshop on Robust AI in Financial Services, 2019 Differentiable Functions for Combining First-order Constraints with Deep Learning via Weighted Proof Tracing Naveen Sundar Govindarajulu and Colin White NeurIPS Workshop on Knowledge Representation to ML, 2019 Preprints Smaug: Fixing Failure Modes of Preference Optimisation with DPO-Positive Arka Pal, Deep Karkhanis, Samuel Dooley, Manley Roberts, Siddartha Naidu, Colin White arXiv Preprint Giraffe: Adventures in Expanding Context Lengths in LLMs Arka Pal, Deep Karkhanis, Manley Roberts, Samuel Dooley, Arvind Sundararajan, Siddartha Naidu arXiv Preprint An AI Super Assistant For Enterprises And Professionals Products ChatLLM Abacus.AI Enterprise Research Research Areas Publications Open-Source AI Company About Us Culture Press Customers Jobs Copyright © 2026 Abacus.AI. 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ChatLLM Forecasting and Planning Demand Forecasting Real-Time Forecasting Financial Metrics Forecasting Marketing and Sales AI Predictive Lead Scoring Personalized Promotions Customer Churn Prediction Sales and Revenue Forecasting Anomaly Detection Time Series Anomaly Detection Event Anomaly Detection Event Stream Anomaly Detection Foundation Models Personalized Recommendations Language AI Text extraction and classification NLP Powered Search Questions & Answers Sentiment Analysis Enterprise Gen AI Fraud and Security Account Takeover and Defense Transaction/Credit Card Fraud Intelligent Threat Detection Enterprise Gen AI Abacus AI Desktop Structured ML Predictive Modeling Personalization AI Forecasting and Planning Anomaly Detection Vision AI Image Classification & Detection Hybrid Models Object Detection Optimization Personalization AI Personalized Recommendations Related Items Personalized Search Real-Time Feed Recommendations Your Name Name of organization What is your role? 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ChatLLM - Abacus AI Agent Abacus Enterprise Solutions ChatLLM For Professional And Small Teams Top AI models Access GPT-5, Claude, Gemini and more --> Abacus AI Agent Automate complex tasks with AI --> Abacus AI Desktop CoWork and Coding CLI --> Abacus.AI Enterprise For Enterprises Enterprise Gen AI End-to-end AI platform for enterprises --> Structured ML Build ML models on structured data --> Optimization AI-powered optimization solutions --> Research Research Areas Explore our research initiatives Publications Read our latest papers Open-Source AI Community-driven AI projects Company About Us Learn about our mission Culture Our values and team Press News and media coverage Customers Success stories from customers Security Enterprise-grade security Jobs Join our team Blog Latest news and updates Sign Up 1M+ Customers including several Fortune 500s Case Studies Popular use-cases from our customers Legal Insights And Doc Generation The company leveraged Abacus.AI's generative AI capabilities to automate and streamline its legal document generation process Gen AI Problem The company's legal team spent significant time manually drafting repetitive legal documents and position statements, which reduced efficiency and increased operational costs document creation time went down by 70% Solution Implemented Abacus.AI's LLM solution, trained on the company's legal templates and historical documents to automatically generate high-quality legal correspondence and position statements generated an average document size of 50 pages Results Document generation time was reduced significantly queries resolved with 95% accuracy Complex Doc Generation The law firm utilized Abacus.AI's generative AI capabilities to automate the creation of demand letters Gen AI Problem Manual creation of demand letters was time-consuming and resource-intensive, requiring significant attorney and paralegal time improved productivity by 20% Solution Implemented Abacus.AI's LLM solution and trained on legal templates to generate customized demand letters automatically consistent legal language and formatting Results Successfully demonstrated the ability to generate accurate and legally compliant demand letters reduced draft creation time by 80% Complex Insights And AI Decision Making The company used Abacus.AI to process court decisions and self-enabled the ability to aggregate findings from court decisions Gen AI Problem The company's legal team was spending significant time manually drafting repetitive legal documents and position statements, leading to reduced efficiency and increased operational costs reduced document creation time 70% Solution Implemented Abacus.AI's LLM solution trained on the company's legal templates and historical documents to generate high-quality legal correspondence and position statements automatically reduced operational costs by 35% Results Achieved significant time savings on document creation improved employee productivity by 20% Financial Business Intelligence Abacus helped the company improve employee productivity through chat-based solutions for financial and usability queries Gen AI Problem The employees in the company struggled to access and get financial information from portfolio and transactional data 95% accuracy in query response Solution Abacus helped the company with a chat-based solution that differentiated usability queries from financial queries and provided query responses from Zendesk and Portfolio, transactional data, respectively 35% reduction in query resolution time Results Implemented the Abacus AI solution and achieved 95% accuracy in response rate reduced operational expenses by 20% Document Analysis And Information Extraction The company used Abacus to minimize labor-intensive, repetitive work Gen AI Problem The company wanted to minimize the labor-intensive tasks of extracting information from large volumes of documents improved employee productivity by 20% Solution Abacus provided a chat-based GenAI solution that helped the employees extract information efficiently 90% accuracy in responses Results The company automated its labor-intensive tasks and improved efficiency more than 10K documents processed AI Brain For HR The company wanted to enable AI solutions to improve HR efficiency Gen AI Problem The company struggled to efficiently provide access to the correct policy-related documents and queries to its employees automated response to 90% of queries Solution Abacus provided a chatbot to retrieve relevant HR documents and policies efficiently and answer queries accurately reduced operational expenses by 15% Results Successfully automated the HR query responses and provided relevant policy documents reduced query resolution time by 30% Customer Call Analysis The company used Abacus.AI to identify key pieces of information from customer call transcripts and classify them Gen AI Problem The company wanted to reduce costs by automating the categorization of calls based on the transcripts classified call records into 15 classes Solution Used Abacus.AI's named entity recognition model to automate this process achieved an accuracy of 99% Results Achieved 99% accuracy in classifying calls, saving multiple hours of human effort aggregated over 100 datasets Customer Support Bot Used Abacus.AI to create DataLLM for all customer insurance policies Gen AI Problem The company wanted to be able to search all insurance policies based on various data fields 30% decrease in daily support time Solution Used Abacus.AI data LLM to index and enable search on all policies 20+ searchable fields Results Saved millions of dollars in support agent time and improved customer satisfaction scores millions of documents processed Transcription Analysis The company used Abacus.AI to streamline customer service operations by automating the analysis of call transcripts Gen AI Problem The company spent too much time and resources manually categorising call transcripts to improve customer service improved productivity by 30% Solution Used text classification and extraction solutions to build a model that could analyse the call transcripts automated transcript reviews with 99% accuracy Results Increased workplace efficiency, nearly eliminating manual reviews aggregated data from 100+ datasets Financial Analysis The company leveraged Abacus.AI's AI Workflows and GenAI solutions to answer complex financial queries Gen AI Problem The company struggled to manage and provide efficient access to data and the ability to derive insights from the large and complex data that existed 20% increase in operational efficiency Solution Abacus.AI helped the company convert natural language queries to SQL queries to get accurate results with APIs as complex as that of with 30k endpoints achieved 80% accuracy in data extraction Results The company used Abacus.AI's AI Workflows to work with their complex APIs works with APIs with more than 30k endpoints Shopping Recommendation Engine The company implemented Abacus.AI's AI Workflows to enhance customer service and offload general tasks from employees Gen AI Problem The company faced challenges in providing efficient and personalized customer service experiences 20% decrease in customer fall-offs Solution Abacus implemented an AI-driven web application for in-store customers, which provides personalized product recommendations and a chatbot to answer queries automated 80% of Customer support Results Improved customer experience reduced operational costs by 10% AI Applied To BioTech Abacus helped the company manage and analyze large data from thousands of lab experiments Gen AI Problem The company struggled to find an efficient system to track multiple concurrent experiments and query historical results, causing reduced productivity and knowledge gaps 55% improvement in overall productivity S Abacus.AI - The World's First Super Assistant For Professionals And Enterprises. 🔥 New! ChatLLM - Abacus AI Agent Abacus Enterprise Solutions ChatLLM For Professional And Small Teams Top AI models Access GPT-5, Claude, Gemini and more --> Abacus AI Agent Automate complex tasks with AI --> Abacus AI Desktop CoWork and Coding CLI --> Abacus.AI Enterprise For Enterprises Enterprise Gen AI End-to-end AI platform for enterprises --> Structured ML Build ML models on structured data --> Optimization AI-powered optimization solutions --> Research Research Areas Explore our research initiatives Publications Read our latest papers Open-Source AI Community-driven AI projects Company About Us Learn about our mission Culture Our values and team Press News and media coverage Customers Success stories from customers Security Enterprise-grade security Jobs Join our team Blog Latest news and updates Sign Up Abacus.AI Security Policy Abacus.AI is on a mission to revolutionize the underlying tools and processes of organizations like yours to better leverage the benefits of an autonomous AI platform - enabling real-time deep learning at scale for common enterprise use-cases. To do so, we need to make sure your data is secure; protecting it is one of our most important responsibilities. Abacus.AI has designed platforms and applications to meet these requirements as well as exceeded relevant industry security protocols and standards. We're committed to being transparent about our security practices and helping you understand our approach. The highlights of our security program are given below: Security Governance Abacus.AI's Information Security Committee (ISC) is a governing body consisting of cross-functional management representatives led by the Chief Information Security Officer (CISO). The ISC meets on a regular basis to advise, prioritize, and enable the Information Security Program. The risk-driven Information Security Program includes administrative, technical, and physical safeguards to align with applicable requirements, standards, and best practices. Abacus.AI maintains a comprehensive suite of information security policies that is regularly reviewed, updated, and approved on a predefined schedule. Risk management serves as the foundation of Abacus.AI's Information Security Program with a Defense in Depth (DiD) approach. We conduct industry-standard security risk assessments periodically to identify, analyze, monitor, and respond to risk. Our multi-faceted approach also includes using multiple sources of input such as vulnerability assessments, penetration testing, and other forms of security reviews to capture the holistic state of our security posture. Risk treatments are strategically planned and prioritized with key stakeholders to ensure alignment with security and business objectives. Cross-functional collaboration with the ISC is integral for the effective review and management of information security risk. People Security Employee background checks Before onboarding new staff, Abacus.AI verifies an individual's education and previous employment, and performs internal and external reference checks. Where local labor law or statutory regulations permit, Abacus.AI may also conduct criminal, credit, immigration, and security checks. The extent of these background checks is dependent on the desired position. Security training for all employees All Abacus.AI employees and contractors undergo security training as part of the orientation process and receive ongoing security training throughout their tenure. During orientation, new employees must read and agree to the Abacus.AI Acceptable Use Policy (AUP) and Code of Conduct, which highlights our commitment to keep customer information safe and secure. Depending on their job role, additional training on specific aspects of security may be required. For instance, the information security team instructs new engineers on topics like secure coding practices, product design and automated vulnerability testing tools. We also cover topics like phishing, ransomware, social engineering etc. topics. Operational Security Access Management For Abacus.AI employees, access rights and levels are based on their job function and role, using the concepts of least-privilege and need-to-know to match access privileges to defined responsibilities. All our personnel are required to use multi-factor authentication and strong passwords. Access to production infrastructure is strictly controlled using a bastion host (jump box) with user-unique SSH keys and token-based two-factor authentication for server-level authentication. Employee access to both corporate and production resources is subject to an automated daily review process, and manual recertification is performed, at a minimum, on a quarterly basis. For our customers, Abacus.AI supports built-in login or SAML 2.0 for single sign on with multi factor authentication. Customers are empowered to create and manage users of their portals and assign privileges that are appropriate for their accounts and limit access to their data features. Access attempts are logged for review. Vulnerability Management We administer a vulnerability management process that involves periodic third-party scans for security threats using a combination of commercially available tools, intensive automated and manual penetration efforts, quality assurance processes, software security reviews and external audits. Once a vulnerability requiring remediation has been identified, it is logged, prioritized according to severity, and assigned an owner. The owner then tracks the issue and follows up until they can verify that the issue has been remediated. Abacus.AI also offers bug bounties for disclosed vulnerabilities from external parties. Malware prevention An effective malware attack can lead to account compromise, data theft, and possibly additional access to a network. Abacus.AI takes these threats to its networks and its customers very seriously and uses a variety of methods to prevent, detect and eradicate malware. We leverage Anti Malware solutions on all corporate laptops and servers. Employees are mandated to use Google's Safe Browsing in Chrome to prevent malware from being installed through infected websites. Monitoring and Alerting Abacus.AI invests heavily in the automation of monitoring, alerting and response capabilities so that potential issues are continually addressed—in addition to our complete automation of our build procedures. Engineers and administrators are alerted to anomaly occurrences—particularly application attacks, error rates, and abuse scenarios. Automatic responses and alerts to appropriate teams are triggered by these and other anomalies so that investigation and correction can occur. The occurrence of malicious or unexpected activities causes automated systems to bring in the right people to ensure issues are rapidly addressed. There are also numerous automated triggers designed into systems so that unforeseen situations can be detected and will be immediately addressed. Functions, traffic blocking, process termination and quarantine are activated at predefined thresholds so that protection of the Abacus.AI platform against a broad variety of undesirable situations is assured. Data Center Security Abacus.AI primarily uses Amazon Web Service (AWS) along with Microsoft Azure, Google Cloud Platform (GCP) in the USA region for our cloud infrastructure, giving flexibility for our customers to choose a provider and region of their choice. We do not move customer data between regions - meaning a customer selecting a region in the USA will have their data stored and processed in the USA. The physical security of the AWS, and all other, data centers features a layered security model, including safeguards like custom-designed electronic access cards, alarms, vehicle access barriers, perimeter fencing, metal detectors, and biometrics, and the data center floor features laser beam intr Abacus.AI - The World's First Super Assistant For Professionals And Enterprises. 🔥 New! ChatLLM - Abacus AI Agent Abacus Enterprise Solutions ChatLLM For Professional And Small Teams Top AI models Access GPT-5, Claude, Gemini and more --> Abacus AI Agent Automate complex tasks with AI --> Abacus AI Desktop CoWork and Coding CLI --> Abacus.AI Enterprise For Enterprises Enterprise Gen AI End-to-end AI platform for enterprises --> Structured ML Build ML models on structured data --> Optimization AI-powered optimization solutions --> Research Research Areas Explore our research initiatives Publications Read our latest papers Open-Source AI Community-driven AI projects Company About Us Learn about our mission Culture Our values and team Press News and media coverage Customers Success stories from customers Security Enterprise-grade security Jobs Join our team Blog Latest news and updates Sign Up Discrete Optimization Increase revenue, reduce costs and improve profitability by optimizing your resources while adhering to your business constraints. Sequence Optimizers with machine learning models to handle both hard and soft constraints. • Optimally allocate constrained resources to maximize profits • Optimize shift scheduling to improve productivity • Reduce costs by moving goods optimally through supply chain With Abacus.AI you can access state of the art solvers to generate optimal solutions to your problems within minutes. The solvers are extremely customizable and very intuitive to use. These solvers can also be combined with our state of the art machine learning models to solve real world business problems where one can optimize for soft constraints while adhering to the hard constraints Free Expert Consultation For enterprises Experience The Fundamentals Custom ChatLLM on Your Knowledge Base  ChatLLM Operator - Use LLMs To Perform Tasks On A Computer  AI Engineer - AI Building AI  Plug and play code snippets  Set up pipelines for complex processes and agents  Get a complete picture of your data in one shot  MONITOR AND VERIFY LLM RESPONSES  CONNECT TO MULTIPLE SOURCES  EVALUATE LLM IN A SINGLE GLANCE  SET UP COMPLEX AI WORKFLOWS INSTANTLY  Built for Enterprise AI Comprehensive With Abacus.AI you can solve a wide variety of problems and set up diverse constraints using our simple and standardized UI. You can also combine the optimizers with machine learning models to solve real world business problems. Automated Pipelines and Re-training Setup automated pipelines to reoptimize as constraints evolve over time. We will automatically create your data pipeline to import data directly from your data warehouse, data lake or your favorite spreadsheet with just a click or an API call. Scalable Abacus.AI optimizer is extremely scalable and can handle large number of variables and constraints. Rich Console + Analytics Our rich and user-friendly console provides an easy interface for you to tweak your data, build models, evaluate them and view predictions. Featured on An AI Super Assistant For Enterprises And Professionals Products ChatLLM Abacus.AI Enterprise Research Research Areas Publications Open-Source AI Company About Us Culture Press Customers Jobs Copyright © 2026 Abacus.AI. All Rights Reserved Terms of Service Privacy Security × We use cookies for login and stats. Learn more in our privacy settings . Deny Allow Request Access For A Free Trial Your e-mail address Please use a professional or academic email address. Processing... ChatLLM Forecasting and Planning Demand Forecasting Real-Time Forecasting Financial Metrics Forecasting Marketing and Sales AI Predictive Lead Scoring Personalized Promotions Customer Churn Prediction Sales and Revenue Forecasting Anomaly Detection Time Series Anomaly Detection Event Anomaly Detection Event Stream Anomaly Detection Foundation Models Personalized Recommendations Language AI Text extraction and classification NLP Powered Search Questions & Answers Sentiment Analysis Enterprise Gen AI Fraud and Security Account Takeover and Defense Transaction/Credit Card Fraud Intelligent Threat Detection Enterprise Gen AI Abacus AI Desktop Structured ML Predictive Modeling Personalization AI Forecasting and Planning Anomaly Detection Vision AI Image Classification & Detection Hybrid Models Object Detection Optimization Personalization AI Personalized Recommendations Related Items Personalized Search Real-Time Feed Recommendations Your Name Name of organization What is your role? Processing... Thanks for requesting access to Abacus.AI, we will get back to you shortly Continue Free Expert Consultation Your work email address Please use a professional or academic email address. Your Name Name of Organization What is your role? By submitting, you agree to the Terms of Service and Privacy Policy Processing... Thanks for requesting a consultation, we will get back to you shortly Continue Sign up to ChatLLM to proceed Get more access to ChatLLM and unlock powerful AI Agent capabilities GPT 5.5, GPT 5.5 Thinking + Pro Sonnet 4.6 + Opus 4.7 Gemini 3.1 Pro DeepSeek v4 + Kimi 2.6 Abacus Smaug + OSS Grok-4.2 Get Started $10 $7 1st Month Discount First month then, $10/month 100+ AI & Image Models Vibe Code Apps General Purpose Agent CLI + CoWork OpenClaw Learn more Already a user? Log in here Abacus.AI - The World's First Super Assistant For Professionals And Enterprises. 🔥 New! ChatLLM - Abacus AI Agent Abacus Enterprise Solutions ChatLLM For Professional And Small Teams Top AI models Access GPT-5, Claude, Gemini and more --> Abacus AI Agent Automate complex tasks with AI --> Abacus AI Desktop CoWork and Coding CLI --> Abacus.AI Enterprise For Enterprises Enterprise Gen AI End-to-end AI platform for enterprises --> Structured ML Build ML models on structured data --> Optimization AI-powered optimization solutions --> Research Research Areas Explore our research initiatives Publications Read our latest papers Open-Source AI Community-driven AI projects Company About Us Learn about our mission Culture Our values and team Press News and media coverage Customers Success stories from customers Security Enterprise-grade security Jobs Join our team Blog Latest news and updates Sign Up Open-Source Generative AI Abacus.AI is committed to open-source AGI and has significantly contributed to open-source AI and LLMs. Our research is open-sourced, reviewed, and published in top AI and ML conferences. In addition, our open-source contributions to LLMs have led to several other open-source labs adopting some of our techniques and pushing the boundaries of enterprise and SOTA AI. Here are the key contributions from Abacus.AI to open-source: Our Benchmarks LiveBench AI With LLMs training on web-scale data, test-set contamination is a pervasive concern in LLM evaluation that can quickly render benchmarks obsolete. To mitigate this, many recent benchmarks crowdsource new prompts and evaluations from human or LLM judges; however, these can introduce significant biases , and they are not reliable for hard questions. For example, LLM judges make mistakes up to 40% of the time on challenging math and reasoning tasks. To resolve this issue, we developed LiveBench, a contamination-limited benchmark that evaluates large language models on a variety of general intelligence capabilities including reasoning, coding, language understanding, data analysis, instruction following, and mathematics. By frequently releasing updated question sets and developing new tasks over time, we ensure that our results remain an accurate assessment of LLM capabilities as new models are released. Questions are constructed from a variety of recent sources such as research papers and news articles so they can be easily refreshed over time. LiveBench also uses only objective ground-truth judgment to ensure unbiased results. Our leaderboard at livebench.ai presents results for all major model providers, both open source and proprietary. Since its release, LiveBench has remained one of the most popular LLM benchmarks and has been a featured result in major model release reports. LiveBench: A Challenging, Contamination-Limited LLM Benchmark Colin White, Samuel Dooley, Manley Roberts, Arka Pal, Ben Feuer, Siddhartha Jain, Ravid Schwartz - Ziv, Neel Jain, Khalid Saifullah, Siddartha Naidu, Chinmay Hegde, Yann LeCun, Tom Goldstein, Willie Neiswanger, Micah Goldblum ICLR 2025 Spotlight Our Models Abacus.AI Dracarys Line We have two Dracary fine tunes - One based on Llama-3.1 70b and another based on Qwen 72B . These fine tunes enhance the coding and reasoning abilities of the base LLM. Dracarys is built on a refined formula called the "Dracarys recipe," which applies optimized fine-tuning techniques to large-scale models such as Qwen-2 72B, Qwen2.5-72B, and LLama-3.1 70B. Our research and experiments on creating this intelligent dataset and fine-tuning methodologies significantly boost the coding and reasoning capabilities of these open-source LLMs. The Dracarys llama model shows improvements on livebench.ai with a significant increase the coding score which improves to 36.59 from 33.49. Overall it's a better model and ranks higher on the leaderboard. Abacus.AI Smaug Line Smaug is our most recent open-source line of models, and has set a new standard for open-source, topping the HuggingFace OpenLLM leaderboard with an accuracy of 80.48%, nearly 2% better than the next best model. We have introduced several Smaug fine tunes, with the flagship model being Smaug-72B . This model is a fine-tuned version of Qwen-72B , enhanced through our novel Direct Preference Optimization-Positive (DPOP) method . Unlike traditional DPO, which focuses on improving model performance at the risk of reducing completion likelihood, DPOP introduces a new term in the loss function that penalizes any reduction in the likelihood of positive outcomes. This innovation addresses a critical shortcoming in LLM fine-tuning and significantly improves model reliability and effectiveness. We also applied these techniques to make Smaug-34B and Smaug-Mixtral, both of which are leaders in performance in their classes. Smaug-72B - The World's Best Open-Source LLM! Model GPT - 3.5 (PROP) GEMINI PRO (PROP) MISTRAL - SMALL (PROP) MISTRAL - MEDIUM (PROP) SMAUG - 72B (PROP) MMLU 70.0 71.8 70.6 75.3 77.15 HellaSwag 85.5 84.7 86.7 88.9 89.27 Arc 85.2 unknown 85.8 88.9 76.02 WinoGrade 81.6 unknown 81.2 88 85.05 GSM-8K 57.1 unknown 58.4 66.7 78.7 Truthful QA unknown unknown unknown unknown 76.67 Smaug: Fixing Failure Modes of Preference Optimisation with DPO-Positive Arka Pal, Deep Karkhanis, Samuel Dooley, Manley Roberts, Siddartha Naidu, Colin White Abacus.AI Giraffe Open-source LLMs have continued to proliferate within the AI landscape and have shown comparable performance to the close-sourced LLMs of OpenAI, Google, and others. However, open-source LLMs often come with a limited context length, limiting their utility for creating custom LLMs on your knowledge base. Since you are constrained by the amount of proprietary data you can send in a single API call, a bigger context length is crucial for various tasks. Many methods have been proposed for context-length extrapolation; in our extensive research , we tested each approach thoroughly and proposed two new approaches. One of these approaches is truncation, which has shown promising results. Along with this research, we released Giraffe . Based on Llama-2, this model is the world's first open-source LLM capable of handling a 32k context. This capability is vital for various applications, from complex information retrieval to sustained conversational AI and code generation on an existing use case. On an enterprise level, it can function as an AI brain for your business, boosting productivity, improving decision-making, and providing key insights. Giraffe: Adventures in Expanding Context Lengths in LLMs Arka Pal, Deep Karkhanis, Manley Roberts, Samuel Dooley, Arvind Sundararajan, Siddartha Naidu arXiv Preprint Abacus.AI Professor TheProfessor showcases the innovative potential of merging different LLMs, leveraging their unique strengths to create composite models that excel across various domains. Developed with mergekit using pre-trained language models, TheProfessor provides broad conversational, reasoning, scientific, medical, and mathematical skills. It is also helpful in concept development, from conception to implementation, including code and writing/reviewing/revising papers with citations. Abacus.AI Liberated-Qwen Open-source LLMs are notorious for not following system prompts, which makes them less suited for real-world usage, including being more vulnerable to end user misuse. To fix this critical problem, we introduce Liberated-Qwen1.5-72B , the most performant uncensored model in the world. Liberated was trained using open-source datasets, including SystemChat, a new dataset we created. (You can read more about this dataset above.) Liberated-Qwen performs the best out of the open-source models on the HumanEval leaderboard. It has an MMLU score of 77+, the best score an open-source model can get. While this model is entirely uncensored and liberated, it demonstrates strong adherence to system prompt following, and thus allows you to set bounds on its behavior with an approp Abacus.AI - The World's First Super Assistant For Professionals And Enterprises. 🔥 New! ChatLLM - Abacus AI Agent Abacus Enterprise Solutions ChatLLM For Professional And Small Teams Top AI models Access GPT-5, Claude, Gemini and more --> Abacus AI Agent Automate complex tasks with AI --> Abacus AI Desktop CoWork and Coding CLI --> Abacus.AI Enterprise For Enterprises Enterprise Gen AI End-to-end AI platform for enterprises --> Structured ML Build ML models on structured data --> Optimization AI-powered optimization solutions --> Research Research Areas Explore our research initiatives Publications Read our latest papers Open-Source AI Community-driven AI projects Company About Us Learn about our mission Culture Our values and team Press News and media coverage Customers Success stories from customers Security Enterprise-grade security Jobs Join our team Blog Latest news and updates Sign Up Jobs Join a high performing, elite, well experienced and credentialed team (worked at Google, Amazon, Uber and Facebook; key developers of BigQuery, GMail, Amazon Personalize, from top universities like Stanford, CMU and IIT) - on a very fast paced and innovative consumer and enterprise platform. Our team combines a wealth of infrastructure experience, Gen AI research chops and vibe coding to build cutting edge products like Abacus AI Agent, ChatLLM and Abacus AI Desktop along with enterprise grade connectors, security and access control. We are one of the few companies actively shaping the future of software engineering. By joining our team, you will not only contribute to industry-defining products but also gain invaluable experience and skills that will prepare you for the future of software engineering. Research Scientist Responsible for coming up with new techniques in Generative AI that push the boundaries on what is possible with LLMs. Candidates will need to have a PhD preferably in Artificial Intelligence or Machine Learning. We are looking for people who have done research / published papers in one of the following areas: LLM tuning techniques LLM Evaluation frameworks Reinforcement Learning to improve Agentic Loops Ideal candidates would be experienced at publishing at top conferences and be able to write code and ideate with the product team. Apply Now Software Engineer - Generative AI You will play a pivotal role in developing groundbreaking features for our flagship products—AI Agent, ChatLLM, and Abacus AI Desktop. These products are at the forefront of AI innovation, redefining how work is automated across all domains involving computers. In this role, you will work on advanced machine learning prompting, distributed systems engineering, and the development of user-facing features. You will take end-to-end ownership of key product areas, working across the full stack and leveraging the latest AI tools to deliver impactful solutions. We are looking for 3 things in potential candidates: good programming skills, ability to use AI to uplevel yourself for skill and productivity and a high degree of agency and ownership. We are looking for highly productive engineers with: Good prgramming skills Ability to use AI to uplevel yourself for skill and productivity High degree of agency and ownership Apply Now Associate Account Executive (AE) Responsible for outbound prospecting and pipeline generation for our AI-driven SaaS solutions. This role focuses on driving top-of-funnel activity and setting high-quality sales meetings. When Associates consistently hit goals, they will be promoted to boot camp to begin taking the lead on the full sales cycle. We are seeking candidates who have at least 2 years of experience in sales at a fast-paced tech company (preferably a startup), in addition to the following: High-volume outbound prospecting using Outreach or Salesloft Parallel dialers (e.g., Orum, Nooks) to increase call efficiency Cold calling, email sequencing, and LinkedIn prospecting to book meetings with enterprise key decision-makers Self-driven execution—ability to work independently with minimal supervision Problem-solving and adaptability—ability to experiment with new messaging and strategies to improve outreach effectiveness Apply Now Junior Sales Development Representative (Jr SDR) Responsible for supporting outbound prospecting and pipeline generation for our AI-driven SaaS solutions. This role focuses on learning the fundamentals of B2B sales, driving top-of-funnel activity, and setting high-quality sales meetings. Jr SDRs who consistently meet targets and demonstrate growth will have a clear path to transitioning into a full SDR role and eventually an Account Executive position. We are seeking motivated, coachable candidates who are eager to start their careers in tech sales. No prior experience required, just bring: Willingness to learn high-volume outbound prospecting using tools like Outreach or Salesloft Enthusiasm for engaging prospects through cold calling, email outreach, and LinkedIn messaging Coachability and curiosity, openness to feedback, training, and continuous improvement Ability to take initiative and stay productive with guidance and support Willingness to experiment with new messaging and strategies to improve outreach effectiveness Strong communication skills, both written and verbal Interest in technology and SaaS solutions Apply Now An AI Super Assistant For Enterprises And Professionals Products ChatLLM Abacus.AI Enterprise Research Research Areas Publications Open-Source AI Company About Us Culture Press Customers Jobs Copyright © 2026 Abacus.AI. All Rights Reserved Terms of Service Privacy Security × We use cookies for login and stats. Learn more in our privacy settings . Deny Allow Request Access For A Free Trial Your e-mail address Please use a professional or academic email address. Processing... ChatLLM Forecasting and Planning Demand Forecasting Real-Time Forecasting Financial Metrics Forecasting Marketing and Sales AI Predictive Lead Scoring Personalized Promotions Customer Churn Prediction Sales and Revenue Forecasting Anomaly Detection Time Series Anomaly Detection Event Anomaly Detection Event Stream Anomaly Detection Foundation Models Personalized Recommendations Language AI Text extraction and classification NLP Powered Search Questions & Answers Sentiment Analysis Enterprise Gen AI Fraud and Security Account Takeover and Defense Transaction/Credit Card Fraud Intelligent Threat Detection Enterprise Gen AI Abacus AI Desktop Structured ML Predictive Modeling Personalization AI Forecasting and Planning Anomaly Detection Vision AI Image Classification & Detection Hybrid Models Object Detection Optimization Personalization AI Personalized Recommendations Related Items Personalized Search Real-Time Feed Recommendations Your Name Name of organization What is your role? Processing... Thanks for requesting access to Abacus.AI, we will get back to you shortly Continue Free Expert Consultation Your work email address Please use a professional or academic email address. Your Name Name of Organization What is your role? By submitting, you agree to the Terms of Service and Privacy Policy Processing... Thanks for requesting a consultation, we will get back to you shortly Continue Sign up to ChatLLM to proceed Get more access to ChatLLM and unlock powerful AI Agent capabilities GPT 5.5, GPT 5.5 Thinking + Pro Sonnet 4.6 + Opus 4.7 Gemini 3.1 Pro DeepSeek v4 + Kimi 2.6 Abacus Smaug + OSS Grok-4.2 Get Started $10 $7 1st Month Discount First month then, $10/month 100+ AI & Image Models Vibe Code Apps General Purpose Agent CLI + CoWork OpenClaw Learn more Already a user? Log in here Abacus.AI - Abacus AI Desktop 🔥 New! Abacus CoWork Sign In Abacus AI Desktop Combines CoWork, CLI and Desktop Listener Get Started $10 $7 for the first month, then $10 billed monthly ( Learn more ) Experience The Fundamentals --> Get All Your Work Done Using CoWork On Your Computer  --> --> Generate Presentations, Docs And Excel files Using CoWork  --> --> Chat With All The Top LLMs From Your Computer   --> --> State-Of-The-Art CLI that uses bot Claude Opus and Codex  --> --> Trancribe and summarise videos/meetings playing on your screen  --> --> Debug code and fix in real time with VS code extension  --> New Abacus CoWork - A Smart Desktop AI Agent That Can Automate Your Tasks Abacus AI Desktop Video Examples Featured CoWork CLI VS Code Extension Listener Your AI CoWorker Abacus CoWork processes expense files directly from your computer—PDFs, receipts, and spreadsheets—and cross-references them against budgets to flag anomalies and generate consolidated reports. Desktop on Autopilot Abacus CoWork reads your local logs, alerts, and team exports to reconstruct incidents and automatically generate complete post-mortem reports with root cause analysis and remediation plans. Hear. Transcribe. Ask. Abacus AI listener listens, converts speech to text, and answers your queries. AI Tackles Your Messiest Tasks Abacus CoWork searches your local folders and files to locate relevant product documentation, then uses it to auto-complete RFP questionnaires and compliance forms. AI Business Co-worker Abacus CoWork processes supplier price lists and sales data from your local files, cleans and combines everything, then identifies where you're losing money with actionable recommendations. See. Understand. Solve. Abacus AI listener watches your screen, understands context, and answers your queries. AI Does Your Day Job Abacus CoWork analyzes user interview transcripts, survey responses, and team notes from your local files to extract pain points, identify patterns, and prioritize product opportunities. Creative AI Teammate Abacus CoWork transforms podcast transcripts stored on your computer into LinkedIn posts, Twitter threads, and short-form video scripts—saving each as a separate ready-to-publish file. Games Built Lightning Fast Abacus.AI CLI Tops All The Key Benchmarks. Ship Apps with Abacus.AI CLI Abacus.AI CLI Beats Claude Code And Codex On Key Benchmarks. Launch Features in Minutes Abacus.AI CLI: The Fastest Way to Build on Your Code. Access Top AI Models Abacus AI Desktop - Chat With Claude, Gemini and GPT-5. Technology Made Simple Abacus AI Desktop - Chat Mode can answer on any topic in the way you need. Build with Abacus AI Agent Abacus AI Desktop Tops Claude Code And GPT-5 Codex Plan Growth with Top LLMs Abacus AI Desktop - Chat App On Your Desktop, Access Top AI Models Your AI CoWorker Abacus CoWork processes expense files directly from your computer—PDFs, receipts, and spreadsheets—and cross-references them against budgets to flag anomalies and generate consolidated reports. Desktop on Autopilot Abacus CoWork reads your local logs, alerts, and team exports to reconstruct incidents and automatically generate complete post-mortem reports with root cause analysis and remediation plans. AI Tackles Your Messiest Tasks Abacus CoWork searches your local folders and files to locate relevant product documentation, then uses it to auto-complete RFP questionnaires and compliance forms. AI Business Co-worker Abacus CoWork processes supplier price lists and sales data from your local files, cleans and combines everything, then identifies where you're losing money with actionable recommendations. AI Does Your Day Job Abacus CoWork analyzes user interview transcripts, survey responses, and team notes from your local files to extract pain points, identify patterns, and prioritize product opportunities. Creative AI Teammate Abacus CoWork transforms podcast transcripts stored on your computer into LinkedIn posts, Twitter threads, and short-form video scripts—saving each as a separate ready-to-publish file. Games Built Lightning Fast Abacus.AI CLI Tops All The Key Benchmarks. Ship Apps with Abacus.AI CLI Abacus.AI CLI Beats Claude Code And Codex On Key Benchmarks. Launch Features in Minutes Abacus.AI CLI: The Fastest Way to Build on Your Code. Apps – One Prompt Away Abacus AI Desktop Tops Benchmarks. Build with Abacus AI Agent Abacus AI Desktop Tops Claude Code And GPT-5 Codex Hear. Transcribe. Ask. Abacus AI listener listens, converts speech to text, and answers your queries. See. Understand. Solve. Abacus AI listener watches your screen, understands context, and answers your queries. From Video to Insight AI answers any questions from a live video with real-time AI transcription. Instant Desktop Fix Detect, diagnose, and resolve desktop issues the moment they appear. Included In Abacus AI Desktop CoWork + Coding Agent and CLI + Listener CoWork A desktop AI agent that works on all your documents and completes all your tasks Coding Agent and CLI State-of-the-art coding agent, CLI and VS code extension that beats Claude and Codex! Listener AI listens to your meetings, records them and can provide insights and answers Abacus.AI CLI Beats Claude Code and Codex On Key Benchmarks Faster, smarter, and more reliable performance across real-world coding tasks. Model Score Abacus AI Desktop 62.25% Warp 52% Claude Code (Opus 4) 43.2 Codex CLI (GPT 5) 42.8% Claude Code (Sonnet 4) 35.5% Model SWE Bench Lite Score Abacus AI Desktop 74% Codex CLI (GPT 5) 72.8% Claude Code (Sonnet 4) 72.7% Claude Code (Opus 4) 72.5% Claude Code (Sonnet 3.7) 62.3% --> Bonus Access To Abacus AI Agent And ChatLLM Teams Abacus AI Agent A Very Powerful General Purpose Agent Generate and host apps Create presentations Automate with Tasks & Triggers Research and data analysis Learn More ChatLLM Teams AI Super Assistant For All Your AI Needs All the best AI models Humanize your text Projects and collaboration tools Top video and image generators Learn More Your All-In-One AI Platform ChatLLM Teams + Abacus AI Agent! Access all the state-of-the-art AI in one powerhouse package. Top LLMs, image and video generators, an AI-based code editor, and the general-purpose Abacus AI Agent in one place! Get Started $10 $7 for the first month, then $10 billed monthly Learn more Have Questions? If you have any questions or feedback, please don't hesitate to reach out to us at [email protected]. Our team is ready to assist you with anything you need, and are always working to improve your experience. Desktop FAQ Close All-in-one powerful assistant Abacus AI Desktop CoWork + Coding Agent Download to get access to: CoWork Access and modify your local workspace with complete context awareness. CLI and Coding Agent Command line interface for automation and VS code extension. Listener Real-time voice interaction with AI assistance Install Abacus.AI CLI: curl -fsSL https://static.abacus.ai/cli/install.sh | bash and run: abacusai Installation on other platforms → Download Download for Mac macOS 10.15+ .pkg Apple silicon Intel chip Download for Linux Debian, Ubuntu, Fedora, Redhat, etc. .deb - Ubuntu/Debian x64 arm64 .tar.gz - Others x64 arm64 Download for Windows Windows 10, 11 User Installer x64 arm64 System Installer x64 arm64 Ok Copyright © 2026 Abacus.AI. All Rights Reserved --> An AI Super Assistant For Enterprises And Professionals Products ChatLLM Enterprise Gen AI Forecasting and Planning Marketing and Sales AI Anomaly Detection --> Products ChatLLM Abacus.AI Enterprise Research Research Areas Publications Open-Source AI Products Language AI Vision AI Discrete Optimization Predictive Modeling Personalization AI LLM + ML Ops --> Company About Us Culture Press Customers Jobs Contact Us --> Copyright © 2026 Abacus.AI. All Rights Reserved Terms of Service Privacy Security Abacus.AI - The World's First Super Assistant For Professionals And Enterprises. 🔥 New! ChatLLM - Abacus AI Agent Abacus Enterprise Solutions ChatLLM For Professional And Small Teams Top AI models Access GPT-5, Claude, Gemini and more --> Abacus AI Agent Automate complex tasks with AI --> Abacus AI Desktop CoWork and Coding CLI --> Abacus.AI Enterprise For Enterprises Enterprise Gen AI End-to-end AI platform for enterprises --> Structured ML Build ML models on structured data --> Optimization AI-powered optimization solutions --> Research Research Areas Explore our research initiatives Publications Read our latest papers Open-Source AI Community-driven AI projects Company About Us Learn about our mission Culture Our values and team Press News and media coverage Customers Success stories from customers Security Enterprise-grade security Jobs Join our team Blog Latest news and updates Sign Up Abacus.AI Privacy Policy We are strongly committed to letting you know how we will collect and use your personal information. The policies below are applicable to data and information collected via Abacus.AI, Inc’s Cloud or Consulting Services and Website located at Abacus.AI. We have established this privacy policy (“Privacy Policy”) to let you know the kinds of personal information we may gather during your use of our Service, why we gather your information, what we use your personal information for, when we might disclose your personal information, and how you can manage your personal information. Information Collected We collect two basic types of information from you in conjunction with your use of our Services - Personal information and Non-Personal information. Personal information is information that you may supply to us, as described more fully below, Personal Information Personal information is any information that can individually identify you and includes, among other things, your name, e-mail address, telephone number, postal address, credit card, billing and contact information. Non-personal information includes information that does not personally identify you, but it may include tracking and usage information about your location, demographics, use of our Services and the Internet. There are a number of circumstances in which you may supply us or our agents with your personal information. The following lists the most common ways in which we may collect your personal information. Downloading collaterals from our website, Abacus.AI Sign up to receive alerts or other information via email, text or instant message from Abacus.AI Request for sales calls, customer service, support requests or other assistance Website-related communications, e.g. account verification; technical notification Participation in communities, commenting to blog entries and participation in other forums Any other place on the Website where you knowingly volunteer personal information Non-Personal Information In addition, when you interact with the Website, we may collect certain information that does not identify you individually and our servers may automatically keep an activity log of your use of our Website (“Non-Personal Information”). Generally, we collect and store the following categories of Non-Personal Information: Non-identifiable demographic data such as age, gender, and five digit zip code as part of collecting personal information Device information about your computer, browser, mobile device, or other device that you use to access the Website. This information may include IP address, geolocation information, unique device identifiers, browser type, browser language, and other transactional information. Analytics and usage information about your use of the Website. Additional “traffic data” and log files such as time of access, date of access, software crash reports, session identification number, access times, and referring website addresses. Other information regarding your use of the Website. We may also gather and use information about you from publicly available third-party sources. Collection of Your Source IP Address/Location Information We may collect and store location information about you on the Website and associated with your account that you volunteer on the Website or enable through the Website or your device. We will not collect any location information that you do not volunteer or enable. We will delete any location information that you request is deleted. We do collect and store your device’s source IP address which may disclose the location of your device at the time you access the Website. "Cookies" and How Abacus.AI Uses Them A "cookie" is a small data file that can be placed on your hard drive when you visit certain Websites. Abacus.AI may use cookies to collect, store, and sometimes track information for statistical purposes to improve the products and services we provide and to manage our networks. These cookies do not enable third parties to access any of your customer information. How Do We Use Your Information? We use your personal information and other non-personal information, such as your location information, to learn from you to help us personalize and continually improve your experience on the Website. We may use your Personal and Non-Personal Information in the following ways: To provide our services​ - We use your personal information to operate, support, and enhance the functionality, reliability, and performance of our services. This may include reviewing limited user data, activity logs, or error reports to identify and resolve technical issues, monitor service performance, and improve product stability and user experience. Such use is strictly limited to maintaining and improving the Abacus.AI platform and does not involve using personal information for developing, training, or improving any generalized or proprietary AI/ML models. As part of providing the Services we may send you service announcements, technical notices, updates, security alerts and support-related messages related to your account or transactions with us, through the Services or by email. We may also communicate with you in response to your support requests, questions, feedback or comments to a blog post, or to provide you with information about our policies. For security, compliance, fraud prevention and safety ​- We may use your personal information as we believe appropriate to investigate or prevent violation of the law or our Terms of Service; to secure the Services; to protect our, your or others’ rights, privacy, safety or property; and to protect, investigate and deter against fraudulent, harmful, unauthorized, unethical or illegal activity. For example, we may use tools to scan your videos and other content in the Services for content that violates our Terms of Service or the law. We may also use information we collect about your device to detect users violating our Terms of Service and prevent further violations. For compliance with law; legal claims -​ We may use your personal information as we believe appropriate (a) to comply with applicable laws, lawful requests and legal process, such as to respond to subpoenas or requests from government authorities; (b) where permitted by law in connection with any legal investigation; and (c) to prosecute or defend legal claims. We do not use any personal information, Google user data, or customer-provided content (including prompts, uploads, or API data) to develop, improve, or train any generalized or proprietary AI or ML models. User data is used solely for executing user-initiated queries and tasks within the Abacus.AI platform to deliver the requested functionality. It is not used in any way for the development, training, or improvement of proprietary or third-party AI/ML models. Abacus.AI maintains a zero data retention agreement with all foundation and third-party AI models integrated into our product. Any data exchanged with such models occurs only for real-time inference and is never stored, logg Abacus.AI - The World's First Super Assistant For Professionals And Enterprises. 🔥 New! ChatLLM - Abacus AI Agent Abacus Enterprise Solutions ChatLLM For Professional And Small Teams Top AI models Access GPT-5, Claude, Gemini and more --> Abacus AI Agent Automate complex tasks with AI --> Abacus AI Desktop CoWork and Coding CLI --> Abacus.AI Enterprise For Enterprises Enterprise Gen AI End-to-end AI platform for enterprises --> Structured ML Build ML models on structured data --> Optimization AI-powered optimization solutions --> Research Research Areas Explore our research initiatives Publications Read our latest papers Open-Source AI Community-driven AI projects Company About Us Learn about our mission Culture Our values and team Press News and media coverage Customers Success stories from customers Security Enterprise-grade security Jobs Join our team Blog Latest news and updates Sign Up Research The research team at Abacus.AI makes fundamental contributions to the field of AI/ML with wide ranging impact to both foundational and applied topics for the betterment of our customers and science. We focus on a wide range of topics, including large language models, automated machine learning, meta-learning, data augmentation, deep learning optimization, and fairness/debiasing in deep learning. The team has an impressive list of publications in top-tier conferences. View All Publications Read on for detailed explanations of our active areas of research and product development, which are focused on solving hard problems faced by today's organizations. We are leaders in open-source Gen-AI and have introduced a contamination-free benchmark, livebench.ai , regarded industry-wide as the go-to benchmark for evaluating LLMs for real-world use. In addition, we have released several gen-AI fine tunes, including Dracarys, Smaug, and Giraffe. Read more about our open-source contributions here . General Purpose AI Agents - Building Reliable LLM Agents We're developing agentic systems that perform reliably on real world tasks—creating presentations, deployable websites, and research reports—not just benchmarks. To achieve this, we've built a technical framework that treats the agent as a full-stack system spanning planning, retrieval, reasoning, tool execution, and verification, and evaluates it end-to-end under realistic conditions. By optimizing against outcome-quality rather than proxy scores, we generate improvements that show up in production. Our quality suites are derived from actual usage of our platform. Tasks are constructed from the kinds of requests customers make, such as producing a board-ready deck from a short brief and several PDFs, generating a responsive microsite from a design spec, or compiling a literature review with citations and a clean bibliography. Inputs are intentionally messy and specifications can be incomplete, and tools are exercised under realistic latencies and failure modes. We use rubric-driven evaluators specialized to the deliverable type so that the grader's criteria reflect structure, coverage, and correctness of the artifacts. We evaluate the system end to end. Agents must plan multi-step workflows, decompose and recombine subtasks, and coordinate subagents for synthesis, code generation, retrieval, and verification. Tools are treated as typed, stateful components with explicit contracts; we measure schema conformance, idempotency, retries and timeouts, and targeted recovery when operations fail. Because we measure model behavior and tool fidelity together, we can pinpoint whether bottlenecks arise from prompting, routing policies, or a specific adapter's implementation. Inside the agent, we optimize where it matters most. Subtasks like planning, long-form synthesis, code generation, summarization, and factual verification are routed to different foundation models chosen along quality, latency, and cost frontiers. Context is managed with strict token budgeting, hierarchical summaries, and section-aware retrieval so that subagents exchange compact, typed state—plans, constraints, and evidence sets—rather than raw text dumps. Prompts are versioned per task family and use structured output constraints with lightweight scratchpads to preserve reasoning reliability without unnecessary verbosity. We treat agent development like continuous integration. Every change to prompts, routing, tools, or policies runs through the quality suites with statistical guardrails to prevent regressions. We maintain cost–latency–quality frontiers for common workflows and tune policies to meet practical SLAs, such as bounding p95 latency while maintaining a minimum quality threshold and reasonable cost. The outcome of this approach is straightforward: higher completion rates on real tasks, fewer unnecessary retries thanks to targeted repair, predictable latency and cost through subtask routing and selective verification, and quality gains that generalize across workflows because they address systemic failure modes like state handoff and tool reliability. Overall, this gives us a robust process for improving agents over time and for leveraging the latest foundation models effectively. Read More Large Language Models and Foundation Models Large Language Models At Abacus.AI, we actively research how large language models can be adapted for client's needs, particularly for in-demand industry applications such as chat bots, search, and question answering. We offer these solutions by starting with state-of-the-art large language models, and then performing a custom fine-tuning procedure in order to maximize the accuracy of the desired task. We are able to adapt LLMs to customer needs by learning from their knowledge base of internal documents, customer feedback, code, etc. and deploying solutions into production. We are deeply committed to open-source research in LLMs and have worked actively on collaboratively building solutions in the open. One challenge that the community faces is cheaply building LLMs which can read and reason about longer input texts. This concept of context extension is a core area of research for Abacus.AI and one where we've proven advanced techniques in both algorithmically increasing context length and expansive datasets to measure progress. Code Generation In recent years, researchers have made remarkable advances in generative language modeling tasks, with present generative AI systems capable of writing syntactically and functionally correct code. With the increased capabilities of generative AI systems, it is natural to ask questions about the ability of generative systems to write executable code by data scientists and organizations. We are researching the correct ways to build and deploy these systems, with a particular focus on how to evaluate code generating systems. At Abacus.AI, we believe that the next frontier for language models is in AI-assisted data science. We are developing generative models that can interpret and then execute commands given in natural language (such as, "Train a 10-layer MLP and plot the validation accuracy over time"). By fine-tuning the model on our own Abacus.AI APIs, the language model allows anyone to easily use Abacus.AI' platform to perform exploratory data analysis, visualize data, and train powerful machine learning models. Time-Series Forecasting Time-series forecasting is a ubiquitous problem in the industry, used for problems such as forecasting inventory demand and predicting stock prices. While statistical approaches such as ARIMA and Prophet are widely used, deep learning models such as transformers are getting increasingly more popular. However, many high-impact forecasting problems are either low-data, or low signal-to-noise ratio, and many forecastable datasets have standard attributes that carry over to other datasets. With this intuition in mind, Abacus.AI has developed a radically new approach to time-series forecasting. Inspired by recent innovations in meta-learning a Abacus.AI - ChatLLM Teams Sign In Abacus AI Agent Abacus AI Agent is capable of all types of complex tasks. It can build apps, write reports, create presentations, and automatically connect to all your systems and perform agentic tasks. Get Started $10 $7 for the first month, then $10 billed monthly ( Learn more ) Abacus AI Agent In Action - Examples Featured Apps & APIs PowerPoint Browser Use Code AI Workflows Videos Audio Data Analysis Trading Research Chatbots Stripe Integrated Website Abacus AI Agent builds beautiful multi-page websites with Stripe integration—perfect for a quick go to market solution and validating the appetite Telegram Personal Agent Abacus AI Agent creates a secure Telegram bot that instantly acknowledges messages, understands intent, executes multi-step workflows using browser + connected tools (Gmail, Drive, Slack, Twitter, YouTube, GitHub), asks clarifying questions when needed, and sends structured completion reports back to Telegram. Build a Mobile App Abacus AI Agent builds a fitness app that tracks your daily goals, workouts, and progress. AI collaboration PPT Leverage AI Agent to conduct deep research, synthesize complex technical data, and generate professional, investor-ready presentations. AI Agent can analyze emerging market trends, identify key industry players, and create content-rich slide decks with accurate insights and sophisticated visual formatting. Vibe Code a CRM Vibe-code a CRM for contact and deal management using Abacus AI Agent AI QA Engineer Abacus AI Agent designs and executes comprehensive end-to-end tests by simulating real users, automatically detecting broken flows and generating detailed QA reports. AI LinkedIn outreach Abacus AI Agent finds potential opportunities and runs outreach campaign on LinkedIn. Revenue Analytics Pro Abacus AI Agent transforms raw business data into actionable insights with automated Excel analysis - uncovering revenue patterns and growth opportunities. Craft AI Audio Ads Generate professional audio advertisements with AI voices and music. Perfect for promoting products, services, or brands! AI Stock Investor Abacus AI Agent performs end-to-end equity research by combining fundamentals, technicals, sentiment, and short-term forecasting into a clean, investor-ready analysis that updates with real-time market context. Smart Doc Assistant Abacus AI Agent builds RAG chatbots from any website or documentation—providing instant, accurate answers while admitting knowledge limitations. Adaptive Twitter Engine Abacus AI Agent learns your Twitter style, analyzes tweet performance, researches trending topics, and automatically generates optimized content while improving based on engagement. Automate your social media strategy with database-driven insights. Build with Open Source Abacus AI Agent works on open-source repos to build, extend, or customize features. Invoice Processing API Abacus AI Agent creates Invoice Intelligence API instantly extracts vendor, total amount, due date, and line-item details from uploaded invoices in PDF or image form. Just provide the files and get clean, structured data with no manual effort. Live Funding News Abacus AI Agent powers Funding Square, a Live Dashboard that unifies verified funding rounds from across the ecosystem and auto-updates throughout the day inside a clean, bento-style layout. AI Marketing Videos Abacus AI Agent generates professional marketing videos with AI presenters and seamless lip-sync, turning your product documentation into compelling visual stories. Report - AI in Education AI Agent conducts in-depth research on AI in education and generates a comprehensive, conference-ready report including infographics. AI Data Analyst Converts complex datasets into clear visual trends and actionable business insights with zero manual effort. Space Telescopes PPT AI Agent creates a visually rich slide deck with a sleek dark-space theme, using minimal text and infographic-first layouts to explain how modern space telescopes observe the universe. Interdisciplinary analogies Abacus AI Agent performs interdisciplinary research across biological and engineering domains and generates structured academic research report with citations. App with Stripe Payments Abacus AI Agent creates conversion-optimized websites with integrated Stripe payments—turning workshop ideas into professional registration experiences. Build a Mobile Game Build creative mobile games. Turn a game idea into a playable mobile experience with Abacus AI Agent. Stripe Integrated Website Abacus AI Agent builds beautiful multi-page websites with Stripe integration—perfect for a quick go to market solution and validating the appetite AI QA Engineer Abacus AI Agent designs and executes comprehensive end-to-end tests by simulating real users, automatically detecting broken flows and generating detailed QA reports. AI Sentiment Analysis API Abacus AI Agent creates a Sentiment analysis API for user reviews that creates instant insights from raw customer feedback. Provide a list of review texts, and it uses Abacus.AI’s LLM-powered sentiment analysis to categorize each review by sentiment and provides an urgency score. Character AI Clone Abacus AI Agent builds an AI app where users chat with historical figures in rich, in-character conversations. The AI maintains each persona’s unique style, knowledge, and historical accuracy for an immersive experience. AI Role-based Testing Abacus AI Agent tests applications across multiple user roles to ensure permissions, access controls, and resource visibility are enforced correctly. X-Like App for Mobile AI Agent builds a real-time social media app—feeds, profiles, follow graph, likes, comments, and sharing. Group Expense Tracker AI Agent builds an expense-splitting app to track personal and shared spending, sync with friends, and settle up fast. Book Club Website Build an aesthetic themed website that showcases curated content for people to explore and discuss with Abacus AI Agent. Live NYC Events Hub Abacus AI Agent creates a Live Dashboard that pulls together NYC’s top events from verified sources and updates nightly, keeping the week’s happenings always current. Automated QA Testing Abacus AI Agent automatically tests all website navigation paths to identify broken links, dead ends, and inconsistent user journeys. Build a Mobile App Abacus AI Agent builds a fitness app that tracks your daily goals, workouts, and progress. Telegram AI Chatbot Abacus AI Agent creates an AI powered Telegram chatbot. Landing Page Testing Abacus AI Agent validates all user-facing forms and submissions, verifies email confirmations, and flags broken, delayed, or incorrect lead capture flows. It automatically raises the bugs on JIRA platform as well. Goal-to-Habit App Abacus AI Agent builds a habit-forming app with reminders, streaks, goals, and progress insights, tailored to you. App UI/UX Testing Abacus AI Agent evaluates the entire user journey from a product and design perspective to surface usability issues and prioritized improvement recommendations. Personalized Job Board Abacus AI Agent powers a Live Dashboard that ranks and refreshes top job opportunities tailored to the user’s resume — offering a daily snapshot of the best roles to apply for. Stock Analyser API Abacus AI Agent creates a stock analyser API to generate financial insights. Get structured numbers, trend analysis, and readable AI insights in one call. Restaurant guide chatbot Abacus AI Agent creates a Hot NYC restaurant guide website with an AI chatbot.. AI dating guru Create AI Apps with AI-powered features and Chatbots in any domain using Abacus AI Agent. Personalized Fitness Plans Abacus AI Agent generates a fitness app that creates daily workout plans based on user’s body type and goals. Includes visual guides, exercise instructions, and tailored routines—all powered by AI. Live Funding News Abacus AI Agent powers Funding Square, a Live Dashboard that unifies verified funding rou Abacus.AI - The World's First Super Assistant For Professionals And Enterprises. 🔥 New! ChatLLM - Abacus AI Agent Abacus Enterprise Solutions ChatLLM For Professional And Small Teams Top AI models Access GPT-5, Claude, Gemini and more --> Abacus AI Agent Automate complex tasks with AI --> Abacus AI Desktop CoWork and Coding CLI --> Abacus.AI Enterprise For Enterprises Enterprise Gen AI End-to-end AI platform for enterprises --> Structured ML Build ML models on structured data --> Optimization AI-powered optimization solutions --> Research Research Areas Explore our research initiatives Publications Read our latest papers Open-Source AI Community-driven AI projects Company About Us Learn about our mission Culture Our values and team Press News and media coverage Customers Success stories from customers Security Enterprise-grade security Jobs Join our team Blog Latest news and updates Sign Up Culture Our Motto - Move fast and invent things Go where no one has gone before Work on hard things that will add customer value. Don't reinvent the wheel. Re-use when possible Bias for action This principle is a hat tip to Amazon's Leadership Principles . Speed matters. When decisions are reversible, we make them quickly. We build things and test our hypotheses with the same speed K.I.S.S. Keep it super simple. Don't over-engineer it if it doesn't add value. Focus on what needs to get done and get it done Be an owner Be ready to stand by your work and take constructive criticism at the same time. Gain ownership and respect through what you build Do What You Love Work on problems you care deeply about with people you respect. If you are passionate about what you do, everything else will follow. Customer Obsession Care for your customers, deliver real value and build trust Disagree, but once its decided, commit Another Amazon principle. We expect you to disagree and drive open debate. Debate ideas, not people. Once we decide after enough discussion, commit to the decision. Don't disregard it or be passive-aggressive in response No politics We have a tough problem to solve and don't waste time taking personal shots, back biting, gossiping or engaging in any form of politics No jerks Don't be selfish, play games or manipulate. Don't claim credit or ownership without actually doing any heavy lifting. We're a team with a goal, and we achieve that with cooperation --> An AI Super Assistant For Enterprises And Professionals Products ChatLLM Abacus.AI Enterprise Research Research Areas Publications Open-Source AI Company About Us Culture Press Customers Jobs Copyright © 2026 Abacus.AI. All Rights Reserved Terms of Service Privacy Security × We use cookies for login and stats. Learn more in our privacy settings . Deny Allow Request Access For A Free Trial Your e-mail address Please use a professional or academic email address. Processing... ChatLLM Forecasting and Planning Demand Forecasting Real-Time Forecasting Financial Metrics Forecasting Marketing and Sales AI Predictive Lead Scoring Personalized Promotions Customer Churn Prediction Sales and Revenue Forecasting Anomaly Detection Time Series Anomaly Detection Event Anomaly Detection Event Stream Anomaly Detection Foundation Models Personalized Recommendations Language AI Text extraction and classification NLP Powered Search Questions & Answers Sentiment Analysis Enterprise Gen AI Fraud and Security Account Takeover and Defense Transaction/Credit Card Fraud Intelligent Threat Detection Enterprise Gen AI Abacus AI Desktop Structured ML Predictive Modeling Personalization AI Forecasting and Planning Anomaly Detection Vision AI Image Classification & Detection Hybrid Models Object Detection Optimization Personalization AI Personalized Recommendations Related Items Personalized Search Real-Time Feed Recommendations Your Name Name of organization What is your role? Processing... Thanks for requesting access to Abacus.AI, we will get back to you shortly Continue Free Expert Consultation Your work email address Please use a professional or academic email address. Your Name Name of Organization What is your role? By submitting, you agree to the Terms of Service and Privacy Policy Processing... Thanks for requesting a consultation, we will get back to you shortly Continue Sign up to ChatLLM to proceed Get more access to ChatLLM and unlock powerful AI Agent capabilities GPT 5.5, GPT 5.5 Thinking + Pro Sonnet 4.6 + Opus 4.7 Gemini 3.1 Pro DeepSeek v4 + Kimi 2.6 Abacus Smaug + OSS Grok-4.2 Get Started $10 $7 1st Month Discount First month then, $10/month 100+ AI & Image Models Vibe Code Apps General Purpose Agent CLI + CoWork OpenClaw Learn more Already a user? Log in here Abacus.AI - Abacus Studio Abacus Enterprise Solutions ChatLLM For Professional And Small Teams Top AI models Access GPT-5, Claude, Gemini and more --> Abacus AI Agent Automate complex tasks with AI --> Abacus AI Desktop CoWork and Coding CLI --> Abacus.AI Enterprise For Enterprises Enterprise Gen AI End-to-end AI platform for enterprises --> Structured ML Build ML models on structured data --> Optimization AI-powered optimization solutions --> Research Research Areas Explore our research initiatives Publications Read our latest papers Open-Source AI Community-driven AI projects Company About Us Learn about our mission Culture Our values and team Press News and media coverage Customers Success stories from customers Security Enterprise-grade security Jobs Join our team Blog Latest news and updates Sign Up Abacus Studio Create Anything. Instantly. Access 50+ most powerful Video, Image and Speech models on your fingertips Get Started $10 $7 for the first month, then $10 billed monthly Learn more AI Video Generation AI Image Generation AI Audio Generation Upscale Image & Video Edit Image & Video AI Lip Sync Featured Images Videos IMAGE-GEN Hummingbird Cherry Blossom IMAGE-EDIT Living Symphony of the Sea IMAGE UPSCALE Twilight Over Cliffs IMAGE-GEN Golden Hour Surfing IMAGE-GEN High Fashion Textures IMAGE-EDIT Train Weather Transition IMAGE UPSCALE Neon City Nights IMAGE-GEN Mars Rover Exploration IMAGE-GEN Artisanal Ramen Bowl IMAGE-GEN Earth Orbit View IMAGE-EDIT Butterfly Macro Detail IMAGE-GEN Coastal Highway Drive VIDEO-GEN Predator's Eye view VIDEO-GEN Cat warrior vs rats VIDEO UPSCALE Laundromat alien hero VIDEO-GEN Steel Rex Rising VIDEO-GEN Meteors Through the Lens VIDEO-EDIT Rollercoaster reality shifts VIDEO UPSCALE Giant otter chaos MOTION-CONTROL Warehouse fight scene VIDEO-GEN Highway Crab Awakens VIDEO-GEN Raw emotional breakdown VIDEO-GEN Comic kick vs centipede VIDEO-EDIT Golden Needle Drop Sign up to Studio to proceed 40+ AI models including access to top AI, Video, Image, Speech Models like Nano Banana Pro, Kling and SeeDance Get Started $10 $7 1st Month Discount First month then, $10/month AI Video Generation AI Image Generation AI Audio Generation Upscale Image & Video Edit Image & Video AI Lip Sync Already a user? Log in here Learn More Try it PROMPT Copy Prompt An AI Super Assistant For Enterprises And Professionals Products ChatLLM Abacus.AI Enterprise Research Research Areas Publications Open-Source AI Company About Us Culture Press Customers Jobs Copyright © 2026 Abacus.AI. All Rights Reserved Terms of Service Privacy Security × We use cookies for login and stats. Learn more in our privacy settings . Deny Allow Request Access For A Free Trial Your e-mail address Please use a professional or academic email address. Processing... Your Name Name of organization What is your role? Processing... Thanks for requesting access to Abacus.AI, we will get back to you shortly Continue Free Expert Consultation Your work email address Please use a professional or academic email address. Your Name Name of Organization What is your role? By submitting, you agree to the Terms of Service and Privacy Policy Processing... Thanks for requesting a consultation, we will get back to you shortly Continue Sign up to ChatLLM to proceed Get more access to ChatLLM and unlock powerful AI Agent capabilities GPT 5.5, GPT 5.5 Thinking + Pro Sonnet 4.6 + Opus 4.7 Gemini 3.1 Pro DeepSeek v4 + Kimi 2.6 Abacus Smaug + OSS Grok-4.2 Get Started $10 $7 1st Month Discount First month then, $10/month 100+ AI & Image Models Vibe Code Apps General Purpose Agent CLI + CoWork OpenClaw Learn more Already a user? Log in here Abacus.AI - ChatLLM Teams Sign In ChatLLM Teams One AI assistant with access to all top LLMs, video and image generators. General purpose and coding agents included. Get Started $10 $7 for the first month, then $10 billed monthly ( Learn more ) Open Claw service included Access to All The Best AI GPT 5.5, GPT 5.5 Thinking + Pro Sonnet 4.6 + Opus 4.7 Gemini 3.1 Pro DeepSeek v4 + Kimi 2.6, Qwen Abacus Smaug + OSS Grok-4.2 100+ Top Language, Video and Image Models (learn more) 🔥 New! Abacus Claw Set Up Open Claw In Seconds Experience The Fundamentals One AI Assistant To Rule Them All  Abacus AI Agent - Vibe Code Apps, Create Presentations, Docs And More  Abacus Claw - Deploy OpenClaw In Seconds (Included)  Abacus CoWork - Get Complex Tasks Done On Your Laptop.  Chat With Docs  Generate Images - Nano Banana Pro  Generate Images - GPT Image  Generate Images From Multiple Models  Generate Videos From Text  Generate Videos From Multiple Models  Projects - Organize Chats And Files  Deep Research  Generate Docs And Powerpoints  Humanize Text  Text To Speech  Access To Full Suite Of AI Tools  SET UP COMPLEX AI WORKFLOWS INSTANTLY  iOS And Android Apps With Voice Mode  Intelligent Tasks - Automate Any Task Using AI  Browser Extension - Use AI Chat With Chrome  Code and Text Editor  Artifacts Playground  Create Custom ChatBots  Execute Code, Analyze Data, and Draw Plots  AI Engineer Connects to Github To Submit PRs  ChatLLM Operator - Use LLMs To Perform Tasks On A Computer  Abacus AI Desktop - AI POWERED CODE EDITOR  APPLLM - BUILD AND HOST APPS  Bonus Access To Abacus AI Agent And Abacus AI Desktop Abacus AI Agent A Very Powerful General Purpose Agent Generate and host apps Create presentations Automate with Tasks & Triggers Research and data analysis Learn More Abacus AI Desktop State-of-the-art AI Desktop Assistant Abacus CoWork Coding agent and CLI Desktop assistant and listener Chrome extension for agentic browsing Learn More Augment Your Human Workforce With Gen AI Instantly increase the productivity of your team with ChatLLM Teams. You can increase productivity by giving your team members: Ability to understand complex docs in minutes Generate content to respond to emails and other requests Find external and internal information in one place Analysis of your data and spreadsheets almost instantly Code examples for developers to increase productivity Create agents to automate tasks in the organization You Have Full Control Over Your Data!! Your data is your own. We won't use your data for training our and others' LLMs Admin settings to help you control your chat history and delete conversations An AI Brain That Connects All Your Tools Access all the state-of-the-art in one AI Assistant! Integrate with slack or teams, create custom chatbots and AI agents More powerful and accessible than ChatGPT Get Started $10 $7 for the first month, then $10 billed monthly Learn more Have Questions? If you have any questions or feedback, please don't hesitate to reach out to us at [email protected]. Our team is ready to assist you with anything you need, and are always working to improve your experience. ChatLLM FAQ Copyright © 2026 Abacus.AI. All Rights Reserved --> An AI Super Assistant For Enterprises And Professionals Products ChatLLM Enterprise Gen AI Forecasting and Planning Marketing and Sales AI Anomaly Detection --> Products ChatLLM Abacus.AI Enterprise Research Research Areas Publications Open-Source AI Products Language AI Vision AI Discrete Optimization Predictive Modeling Personalization AI LLM + ML Ops --> Company About Us Culture Press Customers Jobs Contact Us --> Copyright © 2026 Abacus.AI. All Rights Reserved Terms of Service Privacy Security Abacus.AI - ChatLLM Teams Sign In ChatLLM FAQ What are the benefits of ChatLLM? ChatLLM is the world's first AI super-assistant. You get access to all the state-of-the-art LLMs including GPT-5.5, GPT-5.5 Thinking, Codex 5.3, GPT-5.5 Pro, o3, GPT-Image, Sonnet 4.6, Opus 4.7, Gemini 3.1 Pro, Grok 4.2, Qwen 3.6, DeepSeek v4, Kimi 2.6 thinking, GLM 5.1 and 20 other closed and open source models. In addition, you get access to all the top image generators including Nano Banana Pro, Grok Imagine, Flux Ultra. Video generation is available through Abacus Studio (Sora 2, Veo 3.1, Kling AI v3, Seedance 2.0, and more). ChatLLM instantly makes ALL THE TOP AI models available to you. ChatLLM is not just a Chat Assistant, you also get access to Abacus AI Agent and our world-class Coding Agent (CLI). You can vibe code apps, create presentations and deep research reports, automate all your tasks and create AI workflows using Agent With ChatLLM you can collaborate as a team, invite team members, create projects and connect to all your internal systems including GDrive, Slack and Confluence and set up custom chatbots and AI Agents on your data. It's the best all in one platform with all the tools you need to automate all your work. Millions of people have built entire businesses on ChatLLM How is my data protected? We don't use your data for training, it's always encrypted at all times and we have enterprise compliance including SOC-2 Type-2 and HIPAA What are the usage limits on the LLMs? Our usage limits on the LLMs are more generous than any of the other paid services. You can send 1000s of messages without attachments without hitting any usage limit on SOTA LLMs like GPT-5.5, GPT-4.1, Sonnet 4.6 and Gemini 3.1 Pro. However, using large attachments will trigger usage limits and you will be rate limited. If you hit a rate limit, we will automatically switch you to a different LLM. Overall we give you about 10x more tokens than any other LLM service. How much is the ChatLLM subscription? ChatLLM subscriptions cost $10/month per user. However if you are getting a special discount for the 1st month, you will only be charged the discounted price shown for the 1st month How can I cancel my subscription? You can cancel anytime from the ChatLLM interface. Billing subscription details are available on the desktop interface by clicking on the top right corner, and going to the Billing and Invoices page from your profile. How many users can I invite? There is no limit to the number of users you can invite! You will be billed on a monthly basis based on the size of your team. In addition, you will be billed immediately for any new users at a rate of $10/user/month How can I view my past payments? You can view all past payments by going to your profile, and navigating to the Billing and Invoices page. There, you will be able to see your payment details and history. You will also be able to download past invoices and update your payment information. What is the complete list of ChatLLM features? We give you access to all the top LLMs, including GPT-5.5, GPT-5.5 Thinking, Codex 5.3, GPT-5.5 Pro, o3, GPT-Image, Sonnet 4.6, Opus 4.7, Gemini 3.1 Pro, Grok 4.2, Qwen 3.6, DeepSeek v4, Kimi 2.6 thinking, GLM 5.1 and 20 other closed and open source models. Our LLMs are always the latest versions, and if a new LLM is released, we will update it 24-48 hrs after the release. This way, you can always try the best LLMs We also provide extensive tooling around the LLMs so you can get all your work done. Our built-in chatbots and agents can perform various tasks automatically for you based on your input and conversations. They can: Document Analysis: Analyze, summarize, and discuss uploaded documents (PDFs, Word, PowerPoint, images, etc.). Data Analysis: Perform data analysis and generate charts from uploaded CSVs and Excel files. Image Generation: Generate pictures using top SOTA models like GPT Image, Nano Banana 2, FLUX Pro, Flux Kontext, Seedream, Recraft, Ideogram and Dall-e. Flux-1 PRO, Nano Banana Pro and GPT Image produces exceptionally high-quality images you can use in your collateral and other media. Video Generation: Available through Abacus Studio using models like Sora 2, Veo 3.1, Kling AI v3, Seedance 2.0, and more. Basic tier: max 3 conversations, max 2,500 credits per conversation. Upgrade to Pro for unrestricted access. Text Humanization: Humanize responses with Professional, Humorous, and Caring tone options. iPhone and Android apps: We offer both Android and iPhone apps. Both apps have all the state-of-the-art abilities, including voice. Custom Instructions: Apply instructions to all chats to give the bot information about yourself and your goals. Code Playground: Generate and run code for self-contained applications, displaying the results alongside your chat. Web Search: Search the web and get up-to-date information on any topic. AI Engineer: Use the AI engineer to create custom chatbots and AI agents. You tell the AI engineer what to do, and it can build applications. AI Agents: You can set up AI agents to perform various tasks. Our AI engineer can help create these AI Agents. Slack, Teams, and Other Integrations: You can integrate with many enterprise systems, including Slack, Teams, Confluence, G-Drive, GCal, Gmail, etc. IN ADDITION TO ALL THIS, you also get access to Abacus AI Desktop and Abacus AI Agent. Abacus AI Desktop is our state-of-the-art AI code editor and can help you generate code, fix bugs in your code base, and create new features using AI. Abacus AI Agent is our general-purpose AI agent that allows you to automate pretty much any task. Tell me more about Abacus AI Desktop and Abacus AI Agent You can learn more about both Abacus AI Desktop here and Abacus AI Agent here Is there a demo of the platform? Yes, this video shows you some of the cool features of ChatLLM Teams. ChatLLM is a fully featured chatbots and agents platform that you can use to automate most tasks; here is a video showcasing some of the features: Can I connect ChatLLM to other software systems? Yes, you can connect multiple systems to ChatLLM and create customized chatbots and agents from the data in these systems. ChatLLM supports connecting to all these systems. I have more questions / feedback on the platform! If you have any questions or feedback, please don't hesitate to reach out to us at [email protected]. Our team is ready to assist you with anything you need, and are always working to improve your experience. I have more questions / feedback on the platform! If you have any questions or feedback, please don't hesitate to reach out to us at [email protected]. Our team is ready to assist you with anything you need, and are always working to improve your experience. Get Started with ChatLLM Teams × Copyright © 2026 Abacus.AI. All Rights Reserved --> An AI Super Assistant For Enterprises And Professionals Products ChatLLM Enterprise Gen AI Forecasting and Planning Marketing and Sales AI Anomaly Detection --> Products ChatLLM Abacus.AI Enterprise Research Research Areas Publications Open-Source AI Products Language AI Vision AI Discrete Optimization Predictive Modeling Personalization AI LLM + ML Ops --> Company About Us Culture Press Customers Jobs Contact Us --> Copyright © 2026 Abacus.AI. All Rights Reserved Terms of Service Privacy Security Abacus.AI - Abacus Claw Sign In Abacus Claw OpenClaw is an open-source persistent AI agent that runs across WhatsApp, Telegram & more, with memory and personality. Deploy it instantly on secure Abacus AI infrastructure. Get Started $10 $7 for the first month, then $10 billed monthly ( Learn more ) Abacus Claw requires a Pro subscription Experience The Fundamentals --> Deploy OpenClaw In Seconds On Secure AI Infrastructure  --> --> Create Personalized WhatsApp & Telegram Agents using Secure OpenClaw  Your browser does not support the video tag. --> --> Automate Tasks with OpenClaw Cron Jobs  --> --> Connect with All Your Favorite Apps securely using OpenClaw  --> --> Advanced OpenClaw Dashboard for Configuration & Control  --> --> Use Your Own API Key in OpenClaw Agent  --> See Abacus Claw In Action Abacus Claw Whatsapp Agent Abacus Claw lets you chat with a persistent personal AI agent on WhatsApp that can execute tasks, remember important details about you, and continuously improve through long-term memory. Abacus Claw Telegram Agent Abacus Claw turns Telegram into a powerful personal assistant interface where your AI agent can receive commands, connect with tools like Gmail, GitHub, Slack, and Notion, and execute cross-app workflows. Abacus Claw AI Newsfeed Abacus Claw connects your AI agent with apps like Gmail and Slack to analyze your activity and generate personalized outputs such as curated news briefings and relevant knowledge updates. Abacus Claw Content Engine Abacus Claw automates workflows like content repurposing by transforming long-form content into platform-optimized posts for X and LinkedIn while storing the outputs directly in your tools like Notion. Use Abacus Claw and Abacus AI Agent - All In One Subscription Featured Apps & APIs PowerPoint Browser Use Code AI Workflows Videos Data Analysis Trading Research Chatbots Audio Stripe Integrated Website Abacus AI Agent builds beautiful multi-page websites with Stripe integration—perfect for a quick go to market solution and validating the appetite Telegram Personal Agent Abacus AI Agent creates a secure Telegram bot that instantly acknowledges messages, understands intent, executes multi-step workflows using browser + connected tools (Gmail, Drive, Slack, Twitter, YouTube, GitHub), asks clarifying questions when needed, and sends structured completion reports back to Telegram. Build a Mobile App Abacus AI Agent builds a fitness app that tracks your daily goals, workouts, and progress. AI collaboration PPT Leverage AI Agent to conduct deep research, synthesize complex technical data, and generate professional, investor-ready presentations. AI Agent can analyze emerging market trends, identify key industry players, and create content-rich slide decks with accurate insights and sophisticated visual formatting. Vibe Code a CRM Vibe-code a CRM for contact and deal management using Abacus AI Agent AI QA Engineer Abacus AI Agent designs and executes comprehensive end-to-end tests by simulating real users, automatically detecting broken flows and generating detailed QA reports. AI LinkedIn outreach Abacus AI Agent finds potential opportunities and runs outreach campaign on LinkedIn. Revenue Analytics Pro Abacus AI Agent transforms raw business data into actionable insights with automated Excel analysis - uncovering revenue patterns and growth opportunities. Craft AI Audio Ads Generate professional audio advertisements with AI voices and music. Perfect for promoting products, services, or brands! AI Stock Investor Abacus AI Agent performs end-to-end equity research by combining fundamentals, technicals, sentiment, and short-term forecasting into a clean, investor-ready analysis that updates with real-time market context. Smart Doc Assistant Abacus AI Agent builds RAG chatbots from any website or documentation—providing instant, accurate answers while admitting knowledge limitations. Adaptive Twitter Engine Abacus AI Agent learns your Twitter style, analyzes tweet performance, researches trending topics, and automatically generates optimized content while improving based on engagement. Automate your social media strategy with database-driven insights. Build with Open Source Abacus AI Agent works on open-source repos to build, extend, or customize features. Invoice Processing API Abacus AI Agent creates Invoice Intelligence API instantly extracts vendor, total amount, due date, and line-item details from uploaded invoices in PDF or image form. Just provide the files and get clean, structured data with no manual effort. Live Funding News Abacus AI Agent powers Funding Square, a Live Dashboard that unifies verified funding rounds from across the ecosystem and auto-updates throughout the day inside a clean, bento-style layout. AI Marketing Videos Abacus AI Agent generates professional marketing videos with AI presenters and seamless lip-sync, turning your product documentation into compelling visual stories. Report - AI in Education AI Agent conducts in-depth research on AI in education and generates a comprehensive, conference-ready report including infographics. AI Data Analyst Converts complex datasets into clear visual trends and actionable business insights with zero manual effort. Space Telescopes PPT AI Agent creates a visually rich slide deck with a sleek dark-space theme, using minimal text and infographic-first layouts to explain how modern space telescopes observe the universe. Interdisciplinary analogies Abacus AI Agent performs interdisciplinary research across biological and engineering domains and generates structured academic research report with citations. App with Stripe Payments Abacus AI Agent creates conversion-optimized websites with integrated Stripe payments—turning workshop ideas into professional registration experiences. Build a Mobile Game Build creative mobile games. Turn a game idea into a playable mobile experience with Abacus AI Agent. Stripe Integrated Website Abacus AI Agent builds beautiful multi-page websites with Stripe integration—perfect for a quick go to market solution and validating the appetite AI QA Engineer Abacus AI Agent designs and executes comprehensive end-to-end tests by simulating real users, automatically detecting broken flows and generating detailed QA reports. AI Sentiment Analysis API Abacus AI Agent creates a Sentiment analysis API for user reviews that creates instant insights from raw customer feedback. Provide a list of review texts, and it uses Abacus.AI’s LLM-powered sentiment analysis to categorize each review by sentiment and provides an urgency score. Character AI Clone Abacus AI Agent builds an AI app where users chat with historical figures in rich, in-character conversations. The AI maintains each persona’s unique style, knowledge, and historical accuracy for an immersive experience. AI Role-based Testing Abacus AI Agent tests applications across multiple user roles to ensure permissions, access controls, and resource visibility are enforced correctly. X-Like App for Mobile AI Agent builds a real-time social media app—feeds, profiles, follow graph, likes, comments, and sharing. Group Expense Tracker AI Agent builds an expense-splitting app to track personal and shared spending, sync with friends, and settle up fast. Book Club Website Build an aesthetic themed website that showcases curated content for people to explore and discuss with Abacus AI Agent. Live NYC Events Hub Abacus AI Agent creates a Live Dashboard that pulls together NYC’s top events from verified sources and updates nightly, keeping the week’s happenings always current. Automated QA Testing Abacus AI Agent automatically tests all website navigation paths to identify broken links, dead ends, and inconsistent user journeys. Build a Mobile App Abacus AI Agent builds a fitness app that tracks your daily goals, workouts, and progress. Telegram AI Chatbot Abacus AI Agent creates an AI powered Telegram chatbot. Landing Page Testing Abacus Write something... --> Abacus.AI - The World's First Super Assistant For Professionals And Enterprises. 🔥 New! ChatLLM - Abacus AI Agent Abacus Enterprise Solutions ChatLLM For Professional And Small Teams Top AI models Access GPT-5, Claude, Gemini and more --> Abacus AI Agent Automate complex tasks with AI --> Abacus AI Desktop CoWork and Coding CLI --> Abacus.AI Enterprise For Enterprises Enterprise Gen AI End-to-end AI platform for enterprises --> Structured ML Build ML models on structured data --> Optimization AI-powered optimization solutions --> Research Research Areas Explore our research initiatives Publications Read our latest papers Open-Source AI Community-driven AI projects Company About Us Learn about our mission Culture Our values and team Press News and media coverage Customers Success stories from customers Security Enterprise-grade security Jobs Join our team Blog Latest news and updates Sign Up Enterprise Gen AI - AI Workflows And Chatbots Empower your enterprise with AI-driven agents, secure RAG technology, and scalable solutions for smarter automation. AI Workflows To Automate Work Easily set up AI workflows, connect to all your systems and automate work Permission Aware RAG Chatbots Custom chatbots on all your structured and un-structured data Enterprise Abacus AI Agent A general-purpose super agent for on-the-fly tasks and workflows Free Expert Consultation Experience The Fundamentals Custom ChatLLM on Your Knowledge Base  ChatLLM Operator - Use LLMs To Perform Tasks On A Computer  AI Engineer - AI Building AI  Plug and play code snippets  Set up pipelines for complex processes and agents  Get a complete picture of your data in one shot  MONITOR AND VERIFY LLM RESPONSES  CONNECT TO MULTIPLE SOURCES  EVALUATE LLM IN A SINGLE GLANCE  SET UP COMPLEX AI WORKFLOWS INSTANTLY  Abacus AI Agent In Action - Examples Featured Apps & APIs PowerPoint Browser Use Code AI Workflows Videos Audio Data Analysis Trading Research Chatbots Stripe Integrated Website Abacus AI Agent builds beautiful multi-page websites with Stripe integration—perfect for a quick go to market solution and validating the appetite Telegram Personal Agent Abacus AI Agent creates a secure Telegram bot that instantly acknowledges messages, understands intent, executes multi-step workflows using browser + connected tools (Gmail, Drive, Slack, Twitter, YouTube, GitHub), asks clarifying questions when needed, and sends structured completion reports back to Telegram. Build a Mobile App Abacus AI Agent builds a fitness app that tracks your daily goals, workouts, and progress. AI collaboration PPT Leverage AI Agent to conduct deep research, synthesize complex technical data, and generate professional, investor-ready presentations. AI Agent can analyze emerging market trends, identify key industry players, and create content-rich slide decks with accurate insights and sophisticated visual formatting. Vibe Code a CRM Vibe-code a CRM for contact and deal management using Abacus AI Agent AI QA Engineer Abacus AI Agent designs and executes comprehensive end-to-end tests by simulating real users, automatically detecting broken flows and generating detailed QA reports. AI LinkedIn outreach Abacus AI Agent finds potential opportunities and runs outreach campaign on LinkedIn. Revenue Analytics Pro Abacus AI Agent transforms raw business data into actionable insights with automated Excel analysis - uncovering revenue patterns and growth opportunities. Craft AI Audio Ads Generate professional audio advertisements with AI voices and music. Perfect for promoting products, services, or brands! AI Stock Investor Abacus AI Agent performs end-to-end equity research by combining fundamentals, technicals, sentiment, and short-term forecasting into a clean, investor-ready analysis that updates with real-time market context. Smart Doc Assistant Abacus AI Agent builds RAG chatbots from any website or documentation—providing instant, accurate answers while admitting knowledge limitations. Adaptive Twitter Engine Abacus AI Agent learns your Twitter style, analyzes tweet performance, researches trending topics, and automatically generates optimized content while improving based on engagement. Automate your social media strategy with database-driven insights. Build with Open Source Abacus AI Agent works on open-source repos to build, extend, or customize features. Invoice Processing API Abacus AI Agent creates Invoice Intelligence API instantly extracts vendor, total amount, due date, and line-item details from uploaded invoices in PDF or image form. Just provide the files and get clean, structured data with no manual effort. Live Funding News Abacus AI Agent powers Funding Square, a Live Dashboard that unifies verified funding rounds from across the ecosystem and auto-updates throughout the day inside a clean, bento-style layout. AI Marketing Videos Abacus AI Agent generates professional marketing videos with AI presenters and seamless lip-sync, turning your product documentation into compelling visual stories. Report - AI in Education AI Agent conducts in-depth research on AI in education and generates a comprehensive, conference-ready report including infographics. AI Data Analyst Converts complex datasets into clear visual trends and actionable business insights with zero manual effort. Space Telescopes PPT AI Agent creates a visually rich slide deck with a sleek dark-space theme, using minimal text and infographic-first layouts to explain how modern space telescopes observe the universe. Interdisciplinary analogies Abacus AI Agent performs interdisciplinary research across biological and engineering domains and generates structured academic research report with citations. App with Stripe Payments Abacus AI Agent creates conversion-optimized websites with integrated Stripe payments—turning workshop ideas into professional registration experiences. Build a Mobile Game Build creative mobile games. Turn a game idea into a playable mobile experience with Abacus AI Agent. Stripe Integrated Website Abacus AI Agent builds beautiful multi-page websites with Stripe integration—perfect for a quick go to market solution and validating the appetite AI QA Engineer Abacus AI Agent designs and executes comprehensive end-to-end tests by simulating real users, automatically detecting broken flows and generating detailed QA reports. AI Sentiment Analysis API Abacus AI Agent creates a Sentiment analysis API for user reviews that creates instant insights from raw customer feedback. Provide a list of review texts, and it uses Abacus.AI’s LLM-powered sentiment analysis to categorize each review by sentiment and provides an urgency score. Character AI Clone Abacus AI Agent builds an AI app where users chat with historical figures in rich, in-character conversations. The AI maintains each persona’s unique style, knowledge, and historical accuracy for an immersive experience. AI Role-based Testing Abacus AI Agent tests applications across multiple user roles to ensure permissions, access controls, and resource visibility are enforced correctly. X-Like App for Mobile AI Agent builds a real-time social media app—feeds, profiles, follow graph, likes, comments, and sharing. Group Expense Tracker AI Agent builds an expense-splitting app to track personal and shared spending, sync with friends, and settle up fast. Book Club Website Build an aesthetic themed website that showcases curated content for people to explore and discuss with Abacus AI Agent. Live NYC Events Hub Abacus AI Agent creates a Live Dashboard that pulls together NYC’s top events from verified sources and updates nightly, keeping the week’s happenings always current. Automated QA Testing Abacus AI Agent automatically tests all website navigation paths to identify broken links, dead ends, and inconsistent user journeys. Build a Mobile App Abacus AI Agent builds a fitness app that tracks your daily goals, workouts, and progress. Abacus.AI - The World's First Super Assistant For Professionals And Enterprises. 🔥 New! ChatLLM - Abacus AI Agent Abacus Enterprise Solutions ChatLLM For Professional And Small Teams Top AI models Access GPT-5, Claude, Gemini and more --> Abacus AI Agent Automate complex tasks with AI --> Abacus AI Desktop CoWork and Coding CLI --> Abacus.AI Enterprise For Enterprises Enterprise Gen AI End-to-end AI platform for enterprises --> Structured ML Build ML models on structured data --> Optimization AI-powered optimization solutions --> Research Research Areas Explore our research initiatives Publications Read our latest papers Open-Source AI Community-driven AI projects Company About Us Learn about our mission Culture Our values and team Press News and media coverage Customers Success stories from customers Security Enterprise-grade security Jobs Join our team Blog Latest news and updates Sign Up Structured ML Our state-of-the-art end-to-end AI platform enables you to build a variety of structured data models across a wide variety of use-cases. Free Expert Consultation For enterprises Solutions Predictive Modeling Personalization AI Forecasting and Planning Anomaly Detection Featured on An AI Super Assistant For Enterprises And Professionals Products ChatLLM Abacus.AI Enterprise Research Research Areas Publications Open-Source AI Company About Us Culture Press Customers Jobs Copyright © 2026 Abacus.AI. All Rights Reserved Terms of Service Privacy Security × We use cookies for login and stats. Learn more in our privacy settings . Deny Allow Request Access For A Free Trial Your e-mail address Please use a professional or academic email address. Processing... ChatLLM Forecasting and Planning Demand Forecasting Real-Time Forecasting Financial Metrics Forecasting Marketing and Sales AI Predictive Lead Scoring Personalized Promotions Customer Churn Prediction Sales and Revenue Forecasting Anomaly Detection Time Series Anomaly Detection Event Anomaly Detection Event Stream Anomaly Detection Foundation Models Personalized Recommendations Language AI Text extraction and classification NLP Powered Search Questions & Answers Sentiment Analysis Enterprise Gen AI Fraud and Security Account Takeover and Defense Transaction/Credit Card Fraud Intelligent Threat Detection Enterprise Gen AI Abacus AI Desktop Structured ML Predictive Modeling Personalization AI Forecasting and Planning Anomaly Detection Vision AI Image Classification & Detection Hybrid Models Object Detection Optimization Personalization AI Personalized Recommendations Related Items Personalized Search Real-Time Feed Recommendations Your Name Name of organization What is your role? Processing... Thanks for requesting access to Abacus.AI, we will get back to you shortly Continue Free Expert Consultation Your work email address Please use a professional or academic email address. Your Name Name of Organization What is your role? By submitting, you agree to the Terms of Service and Privacy Policy Processing... Thanks for requesting a consultation, we will get back to you shortly Continue Sign up to ChatLLM to proceed Get more access to ChatLLM and unlock powerful AI Agent capabilities GPT 5.5, GPT 5.5 Thinking + Pro Sonnet 4.6 + Opus 4.7 Gemini 3.1 Pro DeepSeek v4 + Kimi 2.6 Abacus Smaug + OSS Grok-4.2 Get Started $10 $7 1st Month Discount First month then, $10/month 100+ AI & Image Models Vibe Code Apps General Purpose Agent CLI + CoWork OpenClaw Learn more Already a user? Log in here Abacus.AI - The World's First Super Assistant For Professionals And Enterprises. 🔥 New! ChatLLM - Abacus AI Agent Abacus Enterprise Solutions ChatLLM For Professional And Small Teams Top AI models Access GPT-5, Claude, Gemini and more --> Abacus AI Agent Automate complex tasks with AI --> Abacus AI Desktop CoWork and Coding CLI --> Abacus.AI Enterprise For Enterprises Enterprise Gen AI End-to-end AI platform for enterprises --> Structured ML Build ML models on structured data --> Optimization AI-powered optimization solutions --> Research Research Areas Explore our research initiatives Publications Read our latest papers Open-Source AI Community-driven AI projects Company About Us Learn about our mission Culture Our values and team Press News and media coverage Customers Success stories from customers Security Enterprise-grade security Jobs Join our team Blog Latest news and updates Sign Up Press CEOWORLD magazine February 6, 2026 Bindu Reddy: Building the AI Super Assistant – Your AGI Control Center KDnuggets February 4, 2026 Bindu Reddy: Navigating the Path to AGI Towards Data Science December 22, 2025 ChatLLM Presents a Streamlined Solution to Addressing the Real Bottleneck in AI Tech Times November 20, 2025 Abacus AI Review: The Ultimate Multi-Model AI Platform for 2025 Exploding Topics June 23, 2025 40 Skyrocketing SaaS Companies & Startups (2025) Dignited March 3, 2025 The Best AI Assistants in 2025: Top LLMs and What They Offer FOX59 News March 20, 2025 IMAGINE AI LIVE '25: Elite Enterprise AI Summit Features Top Leaders May 28-30 in Las Vegas openPR May 30, 2025 Generative AI Market Future Trends and Scope Analysis Report 2025-2032 WebProNews September 8, 2024 Abacus AI's Chat LLM Teams: A Game-Changer in AI Integration and Collaboration Venture Beat August 23, 2023 Open source Dracarys models ignite generative AI fired coding Marktechpost August 9, 2024 Abacus AI Introduces LiveBench AI: A Super Strong LLM Benchmark that Tests all the LLMs on Reasoning, Math, Coding and more SiliconANGLE June 13, 2024 Researchers develop new LiveBench benchmark for measuring AI models' response accuracy Marktechpost May 20, 2024 Abacus AI Releases Smaug-Llama-3-70B-Instruct: The New Benchmark in Open-Source Conversational AI Rivaling GPT-4 Turbo Venture Beat March 7, 2024 Meet 'Liberated Qwen', an uncensored LLM that strictly adheres to system prompts ITPro March 5, 2024 Three open source large language models you can use today Yahoo February 13, 2024 OpenAI Dethroned? AI Giant Is Falling Behind As New Startup Takes the Top Spot Using The Same Strategy As Meta And Elon Musk's Grok Venture Beat February 6, 2024 Meet Smaug-72B, the new king of open-source AI eWeek May 29, 2023 100+ Top Artificial Intelligence (AI) Companies 2023 Unite.AI August 26, 2023 The Battle for Open-Source AI in the Wake of Generative AI Decrypt Aug 4, 2023 AI Researchers Claim They Can Double the Efficiency of Chatbots Marktechpost August 26, 2023 Abacus AI Introduces A New Open Long-Context Large Language Model LLM: Meet Giraffe Acceleration Economy June 1, 2023 Why the Future of Data Science and Applied AI Lies in Human-Machine Collaboration Wired December 7, 2022 ChatGPT's Most Charming Trick Is Also Its Biggest Flaw Venture Beat October 21, 2022 The first ML value chain landscape shaped by data scientists - and its top 5 insights Cision PR Newswire June 30, 2022 Abacus.AI Named to 2022 CB Insights AI 100 & the Forbes AI 50 Cision PR Newswire December 17, 2021 Abacus.AI Named a 2021 Gartner Cool Vendor Tech Crunch October 27, 2021 Abacus.ai snags $50M Series C as it expands into computer vision use cases ZDnet October 27, 2021 AI startup Abacus.ai snags $50 million Series C to advance hybrid deep learning models Venture Beat October 27, 2021 AI model development platform Abacus.ai lands $50M Silicon Angle October 27, 2021 Abacus.AI gets $50M in funding and dives into computer vision and hybrid AI models Forbes August 27, 2021 15 Top Innovative AI Companies Driving Exponential Shifts In Their Respective Sectors Silicon Angle August 13, 2021 Abacus.AI debuts industry-first platform for building, training and running deep learning models ZDnet August 13, 2021 AI startup Abacus.ai turns on real-time deep learning system for enterprises Tech Round August 1, 2021 Abacus.AI Brings End-To-End AI And Machine Learning Into the Hands of Every Company Business Insider October 27, 2021 A former AWS engineer just raised a third round of funding for her startup in 18 months because of an 'overwhelming need' for easier... Pulse 2.0 November 21, 2020 Autonomous Deep Learning Service Company Abacus.AI Raises $22 Million AIT November 20, 2020 Abacus.AI Announces Series B Funding Of $22 Million And Abacus.AI Deconstructed, A Set Of Stand-Alone Modules That Help.... Tech Crunch November 18, 2020 Abacus.AI raises another $22M and launches new AI modules ZDNet November 18, 2020 AI startup Abacus.ai nabs $22 million in Series B funding to automate creation of deep learning models Venture Beat November 18, 2020 Abacus.AI raises $22 million to automate AI model creation, deployment, and maintenance Crunchbase News November 18, 2020 Abacus.AI Lands $22M Series B Tech Crunch July 14, 2020 RealityEngines.AI becomes Abacus.AI and raises $13M Series A Forbes July 14, 2020 Abacus.AI's Autonomous AI Cloud Service Reaches General Availability Venture Beat July 14, 2020 Abacus.ai, founded by Amazon and Google alums, raises $13 million to match projects with AI models ZDNet July 14, 2020 AI startup Abacus goes live with commercial deep learning service, takes $13M Series A financing Business Insider July 14, 2020 A startup founded by a former AWS engineer just released open source tools to help counteract one of the biggest problems... Silicon Angle July 14, 2020 Led by ex-AWS AI exec, Abacus.AI raises $13M to automate neural network creation Tech Crunch January 28, 2020 RealityEngines launches its autonomous AI service Business Insider Feb 15, 2020 A former Amazon and Google engineer wants to make AI more accessible to smaller companies so that Big Tech doesn't have a... The Next Web January 28, 2020 RealityEngines' AI could help small businesses overcome the data gap Forbes January 28, 2020 RealityEngines.AI Launches World's First Autonomous Cloud AI Service ZD Net January 28, 2020 Reality Engines offers a deep learning tour de force to challenge Amazon et al in Enterprise AI Business Insider June 12, 2019 A former Google product exec just raised millions from Eric Schmidt and Khosla Ventures to liberate AI from Big Tech's grip Tech Crunch June 12, 2019 RealityEngines.AI raises $5.25M seed round to make ML easier for enterprises EL CEO June 12, 2019 RealityEngines.AI raises $5.25M seed round to make ML easier for enterprises Vator June 12, 2019 Research startup RealityEngines.AI closes seed fund round at $5.25 million FINSMES June 12, 2019 RealityEngines.AI raises $5.25M seed round to make ML easier for enterprises Tech Crunch July 29, 2019 Bindu Reddy, co-founder and CEO at RealityEngines, is coming to TechCrunch Sessions: Enterprise Free Expert Consultation For enterprises Featured on An AI Super Assistant For Enterprises And Professionals Products ChatLLM Abacus.AI Enterprise Research Research Areas Publications Open-Source AI Company About Us Culture Press Customers Jobs Copyright © 2026 Abacus.AI. 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