◈ Homepage — https://www.claraanalytics.com/Platform & Products Lines Of Business Why CLARA? Resources About Request Demo Actionable Insights, Optimal Claims Outcomes CLARA Analytics puts the AI in claims! CLARAty.ai by CLARA Analytics is the leading casualty Claims Intelligence Platform with Document Intelligence & Claims Guidance for risk professionals and the AI-Driven Claims Management assistant for adjusters used at carriers, MGA/MGUs, reinsurers, and self-insured organizations for loss cost and expense savings. Request A Demo Trusted By Leading Insurance Carriers, State Funds And Self-Insured Organizations Solve The Biggest Challenges With Augmented Insurance Claims Intelligence Empower your claims organization with AI and CLARA’s unmatched claims database for industry benchmarking. Our AI-driven claims management platform helps reduce loss costs and claim expenses while elevating best practices. Leverage AI-powered claims processing, insurance claims intelligence, and machine learning for insurance to optimize your claims process. Time-Consuming And Cumbersome Manual Claims Documents Review Rising Medical Costs And Indemnity Expenses Sending Claimants To Costly Or Ineffective Providers Increased Attorney Involvement In Auto And Workers Comp Claims Detecting Workers' Compensation Fraud And Take Action With Confidence CLARA Claims Document Intelligence Pro Instantly scan and analyze claim documents and medical records for quick reference and utilize AI to alert your team on actionable insights Learn More Minimal Lift, Major ROI Our clients save millions of dollars each year and CLARA can be fully implemented in 8–12 weeks — no huge IT lift required. Request Demo Estimate Your ROI 1 1 Weeks 1-4 You Provide Claims Data Provide your historical data and let CLARA do the rest! We complete data quality reviews, measure ROI baselines, and jointly establish program goals. 2 2 Weeks 5-8 We Train Your Models Our data scientists train our AI with your historical claims data and millions of additional claims from our unmatched contributory database, ensuring advanced machine learning for insurance. 3 3 Weeks 8-12 We Integrate Our AI-As-A-Service Flex your current systems by letting CLARA handle the technical integration.  We will also train claims adjusters and integrate our technology into your existing workflow for AI-driven claims management. What Our Customers Say Rapid Results, Proven ROI We Have Only Just Scratched The Surface Of What We Can Do With CLARA. Matthew Harmon SVP of Claims “CLARA’s Capability To Deliver ROI Through Their AI Platform Truly Distinguished Them From The Competition.” Kevin Shook President CLARA’s AI Platform To Predict And Prevent Claim Escalation Delivers Impressive ROI For Workers’ Compensation MGUs, And We See It As A Great Fit For Foresight.” Kelly McLaughlin Chief Insurance Officer Avoiding Litigation Is A Very Impactful Way To Improve Profitability Across This Line Of Business. “ Laurie Pierman VP of Workers Compensation Claims We Have Only Just Scratched The Surface Of What We Can Do With CLARA. Matthew Harmon SVP of Claims “CLARA’s Capability To Deliver ROI Through Their AI Platform Truly Distinguished Them From The Competition.” Kevin Shook President Stay Ahead Of The AI Curve The AI awakening is happening. Organizations are adopting augmented insurance claims intelligence and users are seeing real results. Stay connected with CLARA. Subscribe To Our Newsletter Document Intelligence: Making OCR Work At Scale Doug Lawrence March 31, 2026 The Data Context Layer: Context Engineering For AI-Native Platforms Doug Lawrence March 25, 2026 AI-Native Engineering Leadership: The Six Forces Reshaping How We Build Doug Lawrence February 23, 2026 Shadow AI Is A Governance Failure: How To Build A “Paved Road” For Safe Experimentation Chad Langford February 11, 2026 The “Build Vs. Buy” Matrix For Claims AI: When Building Is Actually The Right Choice Chad Langford January 29, 2026 Prompt Hacking Claims Guidelines: When Shadow AI Breaks Consistency Chad Langford January 26, 2026 It's Easy To Get Started Optimize claims outcomes with the power of AI Request Demo Subscribe To Our Newsletter Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Litigation CLARA Treatment CLARA Fraud Lines Of Business Workers Compensation Auto Liability General Liability Why CLARA AI Guide CLARA Benefits How It Works Who It’s For Our Partners Resources Blog ROI Calculators Case Studies About Us Company Press Releases CLARA in the News Careers Contact Us © Copyright 2026 CLARA Analytics, Inc. All Rights Reserved Site by Takeoff Terms Privacy Build the Foundation for Smarter Data—Fast—with CLARA’s Data Engineering-as-a-Service. X We have updated our privacy policy and we are using cookies to give you the best experience on our website. By continuing to browse or by clicking "Accept", you agree to the storing of cookies to enhance your site visit. You can find out more about which cookies we are using or how to switch them off in our privacy policy. Accept Close GDPR Cookie Banner ◈ Interior Pages — 37 pages crawledCLARA Litigation | AI-Powered Litigation Risk Prediction Menu Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Fraud CLARA Litigation CLARA Treatment Lines of Business Workers Compensation Auto Liability General Liability Why CLARA? AI Guide CLARA Benefits How It Works Who’s It For Our Partners Resources Doc Intel ROI Calculator Case Studies Blog About Company Press Releases CLARA in the News Careers Contact Us Request Demo Request Demo Products CLARA Litigation Minimize the Impact of Litigation with AI CLARA Litigation uses AI for litigation risk prediction based on years of prior claims, identifying tightly defined claim cohorts that yield insights about the future direction of a claim. Download product sheet More favorable legal outcomes and lower claim costs CLARA’s industry-leading AI detects the drivers of common cost escalations, generates attorney performance analytics, and delivers actionable recommendations that reduce attorney involvement and litigation rates. Detect Litigation Risk CLARA Litigation delivers detailed attorney performance analytics that rate attorney involvement likelihood and litigation likelihood. Improve Outcomes With Defense Attorney Optimization CLARA Litigation displays a set of contributing factors and individual scores for each attorney, so adjusters and attorney panel managers can see what led to the overall score. Head-to-Head Attorney Matchups Understand both defense and plaintiff past performance and see how they stack up to optimize your legal strategy. Augmented Intelligence for Litigation Risk Prediction CLARA Litigation looks at attorney outcomes on prior claims and scores those attorneys based on factors such as performance and cost. Adjusters can review litigation risk, manage attorney performance, and resolve claims effectively by keeping their current counsel focused on a claim, or choosing a better fitting attorney from a list of high-scoring attorney’s within the appropriate jurisdiction. Legal panel managers can also benchmark current panel counsel and optimize their mix based on attorney scores. Augmented Intelligence that Saves Customers Millions in Indemnity Expenses Annually Our research found that for casualty claims with attorney involvement, the average indemnity costs are 390% higher than for unrepresented claims ($77,807 vs. $15,936). Claim duration is 295% higher. Fight social inflation with augmented intelligence. Augmented Intelligence for Workers Comp, Commercial Auto and General Liability Claims Social inflation and increased attorney involvement are hurting loss ratios across the casualty lines of business. Empower your claims organization and legal counsel with the intelligence to play legal “Moneyball” against plaintiff firms and third-party-funded litigation. 1 1 Key Benefits Lower Attorney Involvement Optimized Legal Strategies 2 2 The Result? Indemnity expense reduction Loss cost reductions 3 3 Ideal For Claim adjusters Legal teams Reduce The Cost And Impact Of Litigation Avoid Potential Litigation Litigation risk scores help adjusters identify claims about to expand in cost and complexity and take action. Anticipating the potential for litigation means an adjuster can focus on the claimant, making sure they understand the claims process and get the proper treatment. See which claims have attorney mismatch Identify cases where defense attorneys are up against a high-scoring plaintiff’s attorneys, raising the risk of an expensive outcome, or have achieved below-average results for similar claims in the past. Use detailed score explanations to decide whether to replace counsel or pursue settlement. Locate top-performing attorneys Quickly find attorneys whose prior record and outcomes indicate they are ideal for the case, whether they are part of your current panel or not. Evaluate attorneys by score, location, expertise, and more and obtain frequently updated contact information to reach out quickly. Enhance legal panels Proactive legal panel managers can use scorecards as a means for defense panel selection and performance management. Firm-level scores enable them to spot the firms with the best attorneys to approach. CLARA Litigation deploys in weeks with little IT effort CLARA Litigation has the flexibility to integrate with you CLARA Litigation is secure with annual certifications Easy To Deploy Our cloud-based platform can be up and running in 8-12 weeks after historical data is received, including model tuning, alert configuration, and hands-on training for adjusters. Seamless Workflows Adjusters can access claims directly via our cloud-based module at any time from any location, or flex their existing systems with our pre-built APIs for simple integration. Security Is Our Priority Rest easy with HIPAA compliance, annual SOC 2 certification, and data encryption that meets or exceeds industry standards in safeguarding your data. It's Easy To Get Started Optimize claims outcomes with the power of AI Request Demo Subscribe To Our Newsletter Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Litigation CLARA Treatment CLARA Fraud Lines of Business Workers Compensation Auto Liability General Liability Why CLARA AI Guide CLARA Benefits How It Works Who It’s For Our Partners Resources Blog ROI Calculators Case Studies About Us Company Press Releases CLARA in the News Careers Contact Us © Copyright 2026 CLARA Analytics, Inc. All Rights Reserved Site by Takeoff Terms Privacy We have updated our privacy policy and we are using cookies to give you the best experience on our website. By continuing to browse or by clicking "Accept", you agree to the storing of cookies to enhance your site visit. You can find out more about which cookies we are using or how to switch them off in our privacy policy . Close GDPR Cookie Banner Accept Close GDPR Cookie Banner Close GDPR Cookie Settings Privacy Overview Strictly Necessary Cookies Privacy Overview This website uses cookies so that we can provide you with the best user experience possible. Cookie information is stored in your browser and performs functions such as recognising you when you return to our website and helping our team to understand which sections of the website you find most interesting and useful. Strictly Necessary Cookies Strictly Necessary Cookie should be enabled at all times so that we can save your preferences for cookie settings. Enable or Disable Cookies Enabled Disabled Enable All Save Changes Augmented Intelligence for Casualty Claims Management | CLARA Menu Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Fraud CLARA Litigation CLARA Treatment Lines of Business Workers Compensation Auto Liability General Liability Why CLARA? AI Guide CLARA Benefits How It Works Who’s It For Our Partners Resources Doc Intel ROI Calculator Case Studies Blog About Company Press Releases CLARA in the News Careers Contact Us Request Demo Request Demo Augmented Intelligence for Casualty Claims Management CLARA’s virtual claim assistants leverage augmented intelligence to streamline casualty claims management, highlighting high-value activities to reduce loss costs and claim expenses. Trusted by large carriers, state funds, and self-insured organizations, CLARA excels in Workers Comp, Auto Liability and General Liability claims. Request Demo Drive Down Workers Comp Losses and Expenses CLARA’s solutions streamline Workers Comp casualty claims management. They identify the best-performing medical providers, help avoid attorney involvement, read medical notes and records to alert on potential opioid abuse, and even complete Medicare Secondary Payer documentation in minutes. This enhances adjusters’ abilities to find the most critical casualty claims to work and drive optimal outcomes for the carrier, policyholder, and claimant. Using artificial intelligence and augmented intelligence, we provide an “adjuster first” perspective in designing and building all our products. Our Workers Comp solutions require minimal IT involvement to set up and use, enabling them to make a measurable impact and pay back the investment in months, not years. Use Cases: Lower medical & indemnity costs with the best providers Predict severity and balance adjuster caseload at first notice of loss Gain insights & save expense by collating, searching and analyzing claim medical bills and records with treatment timelines and smart alerts Grading defense and plaintiff attorneys on their outcomes in past similar claims Products Available CLARA Triage Detect and proactively manage casualty claims with powerful AI. Focus on the claims you need to and streamline the rest. Learn more Detect and proactively manage casualty claims with powerful AI. Focus on the claims you need to and streamline the rest. Learn more CLARA Treatment Identify medical providers consistently associated with positive outcomes with outcomes-based scoring. Learn more Identify medical providers consistently associated with positive outcomes with outcomes-based scoring. Learn more CLARA Litigation Detect litigation risk, manage attorney performance, and resolve claims with best-in-breed AI. Learn more Detect litigation risk, manage attorney performance, and resolve claims with best-in-breed AI. Learn more CLARA Claims Document Intelligence Pro Scan, sort and analyze legal demands, bills, and medical documents in seconds with AI. Have a second set of eyes on your claim documents for operational savings and loss avoidance. Learn more Scan, sort and analyze legal demands, bills, and medical documents in seconds with AI. Have a second set of eyes on your claim documents for operational savings and loss avoidance. Learn more CLARA MSP Compliance Streamline future medical cost projection report production from weeks to hours at a lower cost. Learn more Streamline future medical cost projection report production from weeks to hours at a lower cost. Learn more Lower Auto Liability Claim Losses and Attorney Involvement CLARA’s technology also enhances Auto Liability claims processing. Injured parties are a commonality across Workers Compensation and Commercial, and Personal Auto claims. We leverage our experience of evaluating 5.0+ million workers comp claims and apply it to the specifics of commercial auto accidents to achieve optimal outcomes for all parties. We augment our injured party experience with the expertise of our staff, some of whom have worked as commercial and personal auto adjusters and claim managers to deliver alerts and guidance adjusters understand. Our Auto Liability claims solutions require little IT involvement to set up and use, enabling them to make a measurable impact and payback the investment in months, not years. Use Cases: Lower attorney involvement and claim cycles Grade defense and plaintiff attorneys on their outcomes in past similar claims Predict severity and assign claims to the best adjuster for every claim Gain insights & save expense by collating, searching and analyzing claim documents with timelines and smart alerts Products Available CLARA Triage Detect and proactively manage casualty claims with powerful AI. Focus on the claims you need to and streamline the rest. Learn more Detect and proactively manage casualty claims with powerful AI. Focus on the claims you need to and streamline the rest. Learn more CLARA Litigation Detect litigation risk, manage attorney performance, and resolve claims with best-in-breed AI. Learn more Detect litigation risk, manage attorney performance, and resolve claims with best-in-breed AI. Learn more CLARA Claims Document Intelligence Pro Scan, sort and analyze legal demands, bills, and medical documents in seconds with AI. Have a second set of eyes on your claim documents for operational savings and loss avoidance. Learn more Scan, sort and analyze legal demands, bills, and medical documents in seconds with AI. Have a second set of eyes on your claim documents for operational savings and loss avoidance. Learn more Predict Severity and Optimize your General Liability Claim outcomes CLARA’s solutions now extend to General Liability claims management. The data involved with General Liability claims is a subset of what we are already analyzing in Commercial Auto Liability claims. We are leveraging our our experience from developing proven models for Workers Compensation and Auto Liability and applying these learnings to General Liability. Our AI models will predict claim severity and attorney involvement. Your adjusters will be armed with information to quickly settle and close the claim avoiding litigation and lowering losses. Give your GL team the augmented intelligence to lower loss costs and improve combined ratios. Our General Liability solutions require little IT involvement to set up and use, enabling them to make a measurable impact and payback the investment in months, not years. Contact us to learn more and be a part of our initial GL launch for competitive pricing. Use Cases: Predict severity and assign claims to the best adjuster for every claim Gain insights & save expense by collating, searching and analyzing claim documents with summaries and smart alerts Grade defense and plaintiff attorneys on their outcomes in past similar claims Products Available Triage Rapidly connect injured workers to the right providers and manage your network and medical costs Learn more Rapidly connect injured workers to the right providers and manage your network and medical costs Learn more Litigation Rapidly connect injured workers to the right providers and manage your network and medical costs Learn more Rapidly connect injured workers to the right providers and manage your network and medical costs Learn more CLARA Claims Document Intelligence Pro Scan, sort and analyze legal demands, bills, and medical documents in seconds with AI. Have a second set of eyes on your claim documents for operational savings and loss avoidance. Learn more Scan, sort and analyze legal demands, bills, and medical documents in seconds with AI. Have a second set of eyes on your claim documents for operational savings and loss avoidance. Learn more CLARA’s Casualty Claims Management solutions make a measurable impact and payback the investment in months, not years. It's Easy To Get Started Optimize claims outcomes with the power of AI Request Demo Subscribe To Our Newsletter Platform & Products CLARA Claims DocIntel Pro Augmented Intelligence for Casualty Claims Management | CLARA Menu Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Fraud CLARA Litigation CLARA Treatment Lines of Business Workers Compensation Auto Liability General Liability Why CLARA? AI Guide CLARA Benefits How It Works Who’s It For Our Partners Resources Doc Intel ROI Calculator Case Studies Blog About Company Press Releases CLARA in the News Careers Contact Us Request Demo Request Demo Augmented Intelligence for Casualty Claims Management CLARA’s virtual claim assistants leverage augmented intelligence to streamline casualty claims management, highlighting high-value activities to reduce loss costs and claim expenses. Trusted by large carriers, state funds, and self-insured organizations, CLARA excels in Workers Comp, Auto Liability and General Liability claims. Request Demo Drive Down Workers Comp Losses and Expenses CLARA’s solutions streamline Workers Comp casualty claims management. They identify the best-performing medical providers, help avoid attorney involvement, read medical notes and records to alert on potential opioid abuse, and even complete Medicare Secondary Payer documentation in minutes. This enhances adjusters’ abilities to find the most critical casualty claims to work and drive optimal outcomes for the carrier, policyholder, and claimant. Using artificial intelligence and augmented intelligence, we provide an “adjuster first” perspective in designing and building all our products. Our Workers Comp solutions require minimal IT involvement to set up and use, enabling them to make a measurable impact and pay back the investment in months, not years. Use Cases: Lower medical & indemnity costs with the best providers Predict severity and balance adjuster caseload at first notice of loss Gain insights & save expense by collating, searching and analyzing claim medical bills and records with treatment timelines and smart alerts Grading defense and plaintiff attorneys on their outcomes in past similar claims Products Available CLARA Triage Detect and proactively manage casualty claims with powerful AI. Focus on the claims you need to and streamline the rest. Learn more Detect and proactively manage casualty claims with powerful AI. Focus on the claims you need to and streamline the rest. Learn more CLARA Treatment Identify medical providers consistently associated with positive outcomes with outcomes-based scoring. Learn more Identify medical providers consistently associated with positive outcomes with outcomes-based scoring. Learn more CLARA Litigation Detect litigation risk, manage attorney performance, and resolve claims with best-in-breed AI. Learn more Detect litigation risk, manage attorney performance, and resolve claims with best-in-breed AI. Learn more CLARA Claims Document Intelligence Pro Scan, sort and analyze legal demands, bills, and medical documents in seconds with AI. Have a second set of eyes on your claim documents for operational savings and loss avoidance. Learn more Scan, sort and analyze legal demands, bills, and medical documents in seconds with AI. Have a second set of eyes on your claim documents for operational savings and loss avoidance. Learn more CLARA MSP Compliance Streamline future medical cost projection report production from weeks to hours at a lower cost. Learn more Streamline future medical cost projection report production from weeks to hours at a lower cost. Learn more Lower Auto Liability Claim Losses and Attorney Involvement CLARA’s technology also enhances Auto Liability claims processing. Injured parties are a commonality across Workers Compensation and Commercial, and Personal Auto claims. We leverage our experience of evaluating 5.0+ million workers comp claims and apply it to the specifics of commercial auto accidents to achieve optimal outcomes for all parties. We augment our injured party experience with the expertise of our staff, some of whom have worked as commercial and personal auto adjusters and claim managers to deliver alerts and guidance adjusters understand. Our Auto Liability claims solutions require little IT involvement to set up and use, enabling them to make a measurable impact and payback the investment in months, not years. Use Cases: Lower attorney involvement and claim cycles Grade defense and plaintiff attorneys on their outcomes in past similar claims Predict severity and assign claims to the best adjuster for every claim Gain insights & save expense by collating, searching and analyzing claim documents with timelines and smart alerts Products Available CLARA Triage Detect and proactively manage casualty claims with powerful AI. Focus on the claims you need to and streamline the rest. Learn more Detect and proactively manage casualty claims with powerful AI. Focus on the claims you need to and streamline the rest. Learn more CLARA Litigation Detect litigation risk, manage attorney performance, and resolve claims with best-in-breed AI. Learn more Detect litigation risk, manage attorney performance, and resolve claims with best-in-breed AI. Learn more CLARA Claims Document Intelligence Pro Scan, sort and analyze legal demands, bills, and medical documents in seconds with AI. Have a second set of eyes on your claim documents for operational savings and loss avoidance. Learn more Scan, sort and analyze legal demands, bills, and medical documents in seconds with AI. Have a second set of eyes on your claim documents for operational savings and loss avoidance. Learn more Predict Severity and Optimize your General Liability Claim outcomes CLARA’s solutions now extend to General Liability claims management. The data involved with General Liability claims is a subset of what we are already analyzing in Commercial Auto Liability claims. We are leveraging our our experience from developing proven models for Workers Compensation and Auto Liability and applying these learnings to General Liability. Our AI models will predict claim severity and attorney involvement. Your adjusters will be armed with information to quickly settle and close the claim avoiding litigation and lowering losses. Give your GL team the augmented intelligence to lower loss costs and improve combined ratios. Our General Liability solutions require little IT involvement to set up and use, enabling them to make a measurable impact and payback the investment in months, not years. Contact us to learn more and be a part of our initial GL launch for competitive pricing. Use Cases: Predict severity and assign claims to the best adjuster for every claim Gain insights & save expense by collating, searching and analyzing claim documents with summaries and smart alerts Grade defense and plaintiff attorneys on their outcomes in past similar claims Products Available Triage Rapidly connect injured workers to the right providers and manage your network and medical costs Learn more Rapidly connect injured workers to the right providers and manage your network and medical costs Learn more Litigation Rapidly connect injured workers to the right providers and manage your network and medical costs Learn more Rapidly connect injured workers to the right providers and manage your network and medical costs Learn more CLARA Claims Document Intelligence Pro Scan, sort and analyze legal demands, bills, and medical documents in seconds with AI. Have a second set of eyes on your claim documents for operational savings and loss avoidance. Learn more Scan, sort and analyze legal demands, bills, and medical documents in seconds with AI. Have a second set of eyes on your claim documents for operational savings and loss avoidance. Learn more CLARA’s Casualty Claims Management solutions make a measurable impact and payback the investment in months, not years. It's Easy To Get Started Optimize claims outcomes with the power of AI Request Demo Subscribe To Our Newsletter Platform & Products CLARA Claims DocIntel Pro Document Intelligence: Making OCR Work at Scale Menu Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Fraud CLARA Litigation CLARA Treatment Lines of Business Workers Compensation Auto Liability General Liability Why CLARA? AI Guide CLARA Benefits How It Works Who’s It For Our Partners Resources Doc Intel ROI Calculator Case Studies Blog About Company Press Releases CLARA in the News Careers Contact Us Request Demo Request Demo Back to Blog Document Intelligence: Making OCR Work at Scale Enterprises are already using foundational LLMs such as Microsoft Copilot or Google Gemini for document tasks such as summarization and content extraction. An adjuster uses Copilot to summarize a medical narrative. Another uses Gemini to pull the demand amount from a demand letter. However, claims documents can span hundreds or thousands of pages, and insights gained are only useful when linked back to the original claim in the system of record. Ad hoc LLM extraction doesn’t provide this connection and doesn’t scale. The OCR Landscape: Selecting for Scale As a SaaS platform, CLARA Analytics processes millions of documents annually, including documents that regularly span hundreds, or even thousands, of pages. At that volume, OCR solution selection comes down to six factors: accuracy by document type, cost at volume, speed and throughput for very large documents, bounding boxes for citations and provenance, confidence scores for human-in-the-loop quality routing, and deterministic output for reproducibility in regulated workflows. No single solution wins across all six. The cost per page varies dramatically depending on the selected approach. Foundational model LLM-based vision extraction from vendors like OpenAI or Anthropic would range from 0.2 to 2.4 cents, depending on vendor and model tier. Google Vision API runs under a penny. The spread across solutions is nearly 10x for the same task, and not all options meet CLARA’s requirements.  Document complexity matters and needs to be considered. Standard text heavy PDFs like medical records and claim forms? Neural network OCR, like Google Vision API, handles these at 99%+ accuracy. But documents with illustrations, complex nested tables, or mixed handwriting may need a different approach. Multimodal LLMs outperform on visually complex pages.  For CLARA, word and paragraph bounding boxes are not a nice-to-have. They are how we link extracted insights back to exact page locations for citations and annotations in the portal. When an adjuster reviews a demand amount or treatment summary, they can trace it to the source. LLMs do not return bounding boxes, which means any LLM-based extraction requires a separate step to establish provenance. The table below breaks down the current landscape factors. Solution Type Cost/1K Pages Speed/Page Confidence Scores Bounding Boxes Document Complexity Best For Google Vision API Neural network OCR ~$1.50 ms Yes Yes Printed text 99%+. Clean handwriting 80-95%. Struggles with multi-column layouts and spatial arrangement. Bulk transcription at scale Google Document AI GenAI-powered OCR ~$3-10 ms-sec Yes Yes Forms, tables, key-value pairs, checkboxes. Math OCR add-on. Handwriting in 50 languages. Structured forms, tables Gemini Flash (Vertex AI) LLM vision ~$3.50 sec No No Strong on complex layouts, illustrations, nested tables. Understands spatial meaning. Non-deterministic output. Complex layouts, interpretation GPT-4.1 Mini (OpenAI) LLM vision (mini) ~$2.80 sec No No Handles mixed content, handwriting, multi-column. Weaker on dense data tables vs. flagship. Cost-effective LLM extraction GPT-5 Mini (OpenAI) LLM vision (mini) ~$2.70 sec No No Strong on mixed content, handwriting, embedded images. Better reasoning over layout than 4.1 Mini. Balanced cost and quality Claude Haiku (Anthropic) LLM vision (mini) ~$6 sec No No Handles mixed content, handwriting. Less capable on complex nested tables than flagship Sonnet. Fast, budget LLM extraction Mistral OCR 3 Specialized LLM ~$1-2 sec No Limited Claims strong table and handwriting support. Independent tests show mixed results on complex layouts, near-zero checkbox detection. Budget extraction After evaluating these options across cost, accuracy, speed, and claims document extraction requirements, we arrived at a two-phase approach: Google Vision API for high-volume transcription, followed by targeted LLM interpretation on the pre-extracted text. This separation keeps “transcription” OCR costs at utility pricing while focusing LLM spend on the “interpretation” tasks that actually drive the most value. OCR for Transcription. LLMs for Interpretation. LLMs are remarkably powerful at document understanding. The instinct is to reach for one for every document task. But when you are building a multi-tenant SaaS platform processing millions of documents at scale, cost per page is a unit economic, not an optimization exercise. Industry research is converging on a more nuanced answer, and it matches what we learned: the best document intelligence systems use AI at every layer, but an LLM is not always the right AI.  Our approach is hybrid; we use Google Vision OCR for transcription, and foundation LLMs for interpretation downstream. Google Vision API uses specialized neural networks trained for character recognition, not generative LLMs. The difference matters: deterministic output, word-level bounding boxes with confidence scores, millisecond processing, utility pricing. We embed that extracted text into non-searchable PDFs for portal search across every document. The LLM work is targeted interpretation. Once text is extracted, we go after specific elements: legal field extraction (demand amounts, deadline dates, attorney names), medical document analysis (date of service, facility, treatment triples), visit-level summarization, and litigation risk signals. Each is a distinct pipeline stage running against pre-extracted text, not raw pages. The value is not in transcribing a PDF. That is commodity work. The value is in finding the physician’s note on page 47 that changes the trajectory of a claim. At our volume, vendor and model selection are critical cost levers. We burn billions of LLM tokens annually and benchmark models from various foundation models from OpenAI, Google, and Anthropic on our real-world adjustor tasks. The most expensive reasoning model is rarely the best choice. One detail practitioners overlook: LLMs lack character-level confidence scores. For regulated workflows requiring human review of low-confidence extractions, that gap matters. For CLARA Analytics’ architecture, every layer is independently swappable. Upgrade the LLM without touching OCR. Swap the search strategy without reprocessing documents. That modularity compounds over time, because the landscape keeps shifting. The Takeaway We arrived at this architecture years ago out of necessity: specialized OCR for transcription at scale, LLMs for targeted interpretation, each layer independently swappable. We did it because the math demanded it, but cost turned out to be just one of the reasons it works. Separating OCR from LLM interpretation gives us bounding boxes for citations and annotations. Confidence scores for automated quality routing. Deterministic output for audit trails. Parallel processing for 300-page medical records in seconds instead of minutes. And tens of millions of pages at under a penny each for transcription. The interpretation layer is where the value lives, not the transcription. And by keeping them separate, we can upgrade either independently as the landscape shifts. The industry research now validates our approach. The OmniAI benchmark, Vellum’s extraction framework, and Cradl AI’s production analysis all converge on the same architecture we run in production. Even as LLM-based extraction improves and new models appear on the Hugging Face leaderboards quarterly, the fundamental ad Claims Document Intelligence Pro Automates Claims Doc Review Menu Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Fraud CLARA Litigation CLARA Treatment Lines of Business Workers Compensation Auto Liability General Liability Why CLARA? AI Guide CLARA Benefits How It Works Who’s It For Our Partners Resources Doc Intel ROI Calculator Case Studies Blog About Company Press Releases CLARA in the News Careers Contact Us Request Demo Request Demo Unlock Actionable insights from your documents CLARA Claims DocIntel Pro (formerly CLARA Optics) removes the heavy lifting to identify, index, transcribe and summarize your claims documents. Instantly review medical records and legal demand with important highlighted and summarized details using the latest in artificial intelligence (AI) technology. Download product sheet Accurate Document Intelligence to Save Time and Millions in losses Claims DocIntel Pro instantly scans and accurately analyzes claim documents, reducing risk by ensuring important details aren’t overlooked. The leading casualty claims insurers and self-insured organizations use CLARA’s document intelligence platform for massive ROI returns. Calculate your ROI and schedule a free proof-of-concept (POC) today! Calculate Your ROI Legal Demand Summarization & Risk Analysis Claims DocIntel Pro scans legal demands in seconds to evaluate both the legal and medical severity and provides industry leading case summaries. Documents and data surrounding the claim are continuously scanned for changes that could materially impact the claim and alerts are sent to the claim manager whenever a pre-determined threshold has been exceeded or new details emerge. Enhanced Treatment Timelines & Summaries Claims DocIntel Pro combs through case records, applies advanced algorithms to discern the most relevant information, then compiles case summaries for adjusters, legal teams and nurse case managers (NCMs). Get up to speed on a claim in seconds, not hours! Power Claims Insights That Drive Action Unstructured data from your documents can be used to enrich structured claims data to enrich predictions and insights in other modules on the CLARA’s platform, CLARAty.ai Analyze thousands of pages of claims documents in seconds. Claims and risk managers have to grapple with a mountain of details, making it virtually impossible to keep tabs on every bit of new information that comes along. Reviewing legal demands and medical records is time-consuming and extracting key insights is cumbersome. As a result, significant claims events can go unnoticed—until it’s too late. Augmented intelligence for accurate claim reviews and better outcomes. Claims DocIntel Pro users avoid missing bad faith doctrine and other problematic legal language as it acts as a second set of eyes reviewing your incoming claim documents. Avoid missing deadlines and heading down the path towards a nuclear verdict! Unlock the wealth of data that sits dormant on your scanned documents for improved productivity and claim outcomes. Extract the records you need for your claims professionals Anyone touching a claim can benefit from the speed and accuracy of Claims DocIntel Pro out of the box without any technical training. Stop wasting countless hours reading, sorting and analyzing the hundreds of pages of medical records, legal demands, bills and other documents. 1 1 Key Benefits Adjuster & legal team productivity Operational cost savings Improved demand response time and loss savings 2 2 The Result Lower coperational costs Improved claim outcomes Avoidance of nuclear verdicts 3 3 Ideal For Claims professionals Legal Teams Investigative Units Unlock valuable data you need from claims documents Analyze for optimal medical and legal outcomes Access more accurate information and advanced insights from our mature AI platform. Claims DocIntel Pro analyzes your documents and predicts legal and medical complexity for data-informed decision making. Consolidate and organize all related records Consolidate records and bills into a chronological medical record in real time with summaries at the claim level and with each medical visit. Claim records, medical bills, and images are organized into a treatment timeline for quick summarization and review. Display a claim's documents in a single, searchable view Access a searchable interface of all records, including scanned images, in one single, consolidated, and structured view. Quickly browse documents and images by searching for keywords and phrases. Claims DocIntel Pro Can go live in weeks with little IT effort Claims DocIntel Pro has the flexibility to integrate with your ecosystem Claims DocIntel Pro is secure and protects from bias Easy to Deploy Schedule a free two-week POC to see the platform in action and be up an running on our production solution in less 8 weeks. No huge IT lift required to start receiving document intelligence. Seamless Workflows Adjusters can access claims directly via our cloud-based module at any time from any location, or flex their existing systems with our pre-built APIs for simple integration. Improve the user experience with native integration into leading core systems or access your document intelligence from our award-winning SaaS platform via a secure browser. Security is our Priority Rest easy with HIPAA compliance, annual SOC 2, Type 2 certification, and data encryption that meets or exceeds industry standards in safeguarding your data. Our data scientists work hard to mitigate hallucinations and don’t use PII in models to avoid undue bias. It's Easy To Get Started Optimize claims outcomes with the power of AI Request Demo Subscribe To Our Newsletter Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Litigation CLARA Treatment CLARA Fraud Lines of Business Workers Compensation Auto Liability General Liability Why CLARA AI Guide CLARA Benefits How It Works Who It’s For Our Partners Resources Blog ROI Calculators Case Studies About Us Company Press Releases CLARA in the News Careers Contact Us © Copyright 2026 CLARA Analytics, Inc. 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Enable or Disable Cookies Enabled Disabled Enable All Save Changes Terms of Use | CLARA Menu Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Fraud CLARA Litigation CLARA Treatment Lines of Business Workers Compensation Auto Liability General Liability Why CLARA? AI Guide CLARA Benefits How It Works Who’s It For Our Partners Resources Doc Intel ROI Calculator Case Studies Blog About Company Press Releases CLARA in the News Careers Contact Us Request Demo Request Demo Terms of Use 1. Acceptance of Terms Welcome to the CLARA website. CLARA Analytics, Inc., (“CLARA”) owns and operates www.devclara.wpengine.com and any mobile or affiliated sites we may have now or in the future that refer to these Terms of Use (collectively, the “Site”). CLARA operates the Site to provide information and certain services to visitors (the “Services”). 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AI Guide CLARA Benefits How It Works Who’s It For Our Partners Resources Doc Intel ROI Calculator Case Studies Blog About Company Press Releases CLARA in the News Careers Contact Us Request Demo Request Demo Products Data Engineering as a Service Build the Foundation for Smarter Data—Fast CLARA Data Engineering as a Service (DEaaS) activates, transforms, and delivers siloed data to accelerate AI readiness with high-quality, secure, and governance-compliant intelligence. Request a Demo Your AI Is Only as Good as Your Data AI can’t deliver results without the right foundation. Siloed, inconsistent, and unstructured data prevents even the most advanced models from performing. Without clean, curated data, AI projects stall—and often fail. CLARA DEaaS fixes the data problem so your AI investments can pay off.   The Roadmap to AI-Readiness CLARA DEaaS doesn’t just prepare data—it activates it. Behind the scenes, data agents find, transform, and deliver information from every source, turning fragmented inputs into AI-ready intelligence. This clean, connected data fuels Agentic Reasoning, giving claims professionals the right insight at the right time. The Roadmap to AI-Readiness CLARA DEaaS doesn’t just prepare data—it activates it. Behind the scenes, data agents find, transform, and deliver information from every source, turning fragmented inputs into AI-ready intelligence. This clean, connected data fuels Agentic Reasoning, giving claims professionals the right insight at the right time. The Roadmap to AI-Readiness CLARA DEaaS doesn’t just prepare data—it activates it. Behind the scenes, data agents find, transform, and deliver information from every source, turning fragmented inputs into AI-ready intelligence. This clean, connected data fuels Agentic Reasoning, giving claims professionals the right insight at the right time. 1 1 Find the Data Seamlessly ingest structured and unstructured data from siloed internal and external sources. 2 2 Transform the Data Cleanse, map, and validate data to ensure it’s accurate, consistent, and AI-ready. CLARA’s agentic reasoning builds the structural foundation for unified intelligence. 3 3 Deliver the Data Certify and package data for any AI system with security, governance, and a dramatically improved data quality index (DQI). Better Data Delivers Better Outcomes Faster AI ROI CLARA DEaaS eliminates the costly prep work that slows AI adoption. With clean, curated data feeding every model, your teams see measurable impact sooner—without re-engineering your entire tech stack. CLARA DEaaS eliminates the costly prep work that slows AI adoption. With clean, curated data feeding every model, your teams see measurable impact sooner—without re-engineering your entire tech stack. Confident Decisions Reliable, high-quality data powers consistent, explainable insights. CLARA ensures every prediction, dashboard, and model output is built on integrity you can trust. Reliable, high-quality data powers consistent, explainable insights. CLARA ensures every prediction, dashboard, and model output is built on integrity you can trust. Future-Proof Infrastructure As AI evolves, your data stays ready. CLARA’s scalable framework and governance standards prepare you for new tools, models, and innovations—without starting from scratch. As AI evolves, your data stays ready. CLARA’s scalable framework and governance standards prepare you for new tools, models, and innovations—without starting from scratch. From Reliable Data to Real Intelligence Verified, high-quality data powers the agentic reasoning that will move CLARA’s capabilities beyond prediction—enabling intelligent support systems that reason through complex claim scenarios and guide claims professionals with clear, data-driven pathways to the best possible outcomes. Explore Agentic Reasoning One Platform, Infinite Possibilities CLARAty.ai is the all-in-one claims intelligence platform that seamlessly unites claims guidance and document intelligence. Designed to grow with you, CLARAty.ai connects carriers and self-insured organizations to smarter insights, streamlined processes, and expanded capabilities—all from a single platform. Explore CLARAty.ai It's Easy To Get Started Optimize claims outcomes with the power of AI Request Demo Subscribe To Our Newsletter Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Litigation CLARA Treatment CLARA Fraud Lines of Business Workers Compensation Auto Liability General Liability Why CLARA AI Guide CLARA Benefits How It Works Who It’s For Our Partners Resources Blog ROI Calculators Case Studies About Us Company Press Releases CLARA in the News Careers Contact Us © Copyright 2026 CLARA Analytics, Inc. All Rights Reserved Site by Takeoff Terms Privacy We have updated our privacy policy and we are using cookies to give you the best experience on our website. By continuing to browse or by clicking "Accept", you agree to the storing of cookies to enhance your site visit. You can find out more about which cookies we are using or how to switch them off in our privacy policy . Close GDPR Cookie Banner Accept Close GDPR Cookie Banner Close GDPR Cookie Settings Privacy Overview Strictly Necessary Cookies Privacy Overview This website uses cookies so that we can provide you with the best user experience possible. Cookie information is stored in your browser and performs functions such as recognising you when you return to our website and helping our team to understand which sections of the website you find most interesting and useful. Strictly Necessary Cookies Strictly Necessary Cookie should be enabled at all times so that we can save your preferences for cookie settings. Enable or Disable Cookies Enabled Disabled Enable All Save Changes CLARA Analytics | AI-Driven Claims Management for Insurance Menu Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Fraud CLARA Litigation CLARA Treatment Lines of Business Workers Compensation Auto Liability General Liability Why CLARA? AI Guide CLARA Benefits How It Works Who’s It For Our Partners Resources Doc Intel ROI Calculator Case Studies Blog About Company Press Releases CLARA in the News Careers Contact Us Request Demo Request Demo Actionable Insights, Optimal Claims Outcomes CLARA Analytics puts the AI in claims! CLARAty.ai by CLARA Analytics is the leading casualty Claims Intelligence Platform with Document Intelligence & Claims Guidance for risk professionals and the AI-Driven Claims Management assistant for adjusters used at carriers, MGA/MGUs, reinsurers, and self-insured organizations for loss cost and expense savings. Request a Demo Trusted By Leading Insurance Carriers, State Funds And Self-Insured Organizations Solve The Biggest Challenges with Augmented Insurance Claims Intelligence Empower your claims organization with AI and CLARA’s unmatched claims database for industry benchmarking. Our AI-driven claims management platform helps reduce loss costs and claim expenses while elevating best practices. Leverage AI-powered claims processing, insurance claims intelligence, and machine learning for insurance to optimize your claims process. Time-consuming and cumbersome manual claims documents review Rising medical costs and indemnity expenses Sending claimants to costly or ineffective providers Increased attorney involvement in auto and workers comp claims Detecting workers' compensation fraud and take action with confidence CLARA Claims Document Intelligence Pro Instantly scan and analyze claim documents and medical records for quick reference and utilize AI to alert your team on actionable insights Learn more CLARA Triage Spot potentially costly claims early and take action to lower indemnity days paid by more than a week Learn more CLARA Treatment Optimize care selection to save loss costs and achieve better patient outcomes Learn more CLARA Litigation Understand defense panel performance and minimize the cost and impact of attorney-involved claims Learn More CLARA Fraud Refer suspicious claims with confidence to reduce payment on fraudulent losses Learn more CLARA Claims Document Intelligence Pro Instantly scan and analyze claim documents and medical records for quick reference and utilize AI to alert your team on actionable insights Learn more CLARA Triage Spot potentially costly claims early and take action to lower indemnity days paid by more than a week Learn more CLARA Treatment Optimize care selection to save loss costs and achieve better patient outcomes Learn more CLARA Litigation Understand defense panel performance and minimize the cost and impact of attorney-involved claims Learn More CLARA Fraud Refer suspicious claims with confidence to reduce payment on fraudulent losses Learn more Minimal Lift, Major ROI Our clients save millions of dollars each year and CLARA can be fully implemented in 8–12 weeks — no huge IT lift required. Request Demo Estimate Your ROI Proven Models, Millions of Claims CLARA provides augmented claims intelligence with industry data giving you strategic insights into markets nationwide. Request Demo Estimate Your ROI Focus on Adoption, See Early ROI CLARA integrates with core RMIS systems and workflows with APIs so you can focus on operational adoption instead of technical integration for early ROI. Request Demo Estimate Your ROI 1 1 Weeks 1-4 You Provide Claims Data Provide your historical data and let CLARA do the rest! We complete data quality reviews, measure ROI baselines, and jointly establish program goals. 2 2 Weeks 5-8 We Train Your Models Our data scientists train our AI with your historical claims data and millions of additional claims from our unmatched contributory database, ensuring advanced machine learning for insurance. 3 3 Weeks 8-12 We Integrate Our AI-as-a-Service Flex your current systems by letting CLARA handle the technical integration. We will also train claims adjusters and integrate our technology into your existing workflow for AI-driven claims management. What Our Customers Say Rapid Results, Proven ROI “CLARA’s capability to deliver ROI through their AI platform truly distinguished them from the competition.” Kevin Shook President CLARA’s AI platform to predict and prevent claim escalation delivers impressive ROI for workers’ compensation MGUs, and we see it as a great fit for Foresight.” Kelly McLaughlin Chief Insurance Officer Avoiding litigation is a very impactful way to improve profitability across this line of business. “ Laurie Pierman VP of Workers Compensation Claims We have only just scratched the surface of what we can do with CLARA. Matthew Harmon SVP of Claims Stay Ahead Of The AI Curve The AI awakening is happening. Organizations are adopting augmented insurance claims intelligence and users are seeing real results. Stay connected with CLARA. Subscribe to our Newsletter Document Intelligence: Making OCR Work at Scale Doug Lawrence March 31, 2026 The Data Context Layer: Context Engineering for AI-Native Platforms Doug Lawrence March 25, 2026 AI-Native Engineering Leadership: The Six Forces Reshaping How We Build Doug Lawrence February 23, 2026 Shadow AI is a Governance Failure: How to Build a “Paved Road” for Safe Experimentation Chad Langford February 11, 2026 The “Build vs. Buy” Matrix for Claims AI: When Building is Actually the Right Choice Chad Langford January 29, 2026 Prompt Hacking Claims Guidelines: When Shadow AI Breaks Consistency Chad Langford January 26, 2026 It's Easy To Get Started Optimize claims outcomes with the power of AI Request Demo Subscribe To Our Newsletter Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Litigation CLARA Treatment CLARA Fraud Lines of Business Workers Compensation Auto Liability General Liability Why CLARA AI Guide CLARA Benefits How It Works Who It’s For Our Partners Resources Blog ROI Calculators Case Studies About Us Company Press Releases CLARA in the News Careers Contact Us © Copyright 2026 CLARA Analytics, Inc. All Rights Reserved Site by Takeoff Terms Privacy Build the Foundation for Smarter Data—Fast—with CLARA’s Data Engineering-as-a-Service. X We have updated our privacy policy and we are using cookies to give you the best experience on our website. By continuing to browse or by clicking "Accept", you agree to the storing of cookies to enhance your site visit. You can find out more about which cookies we are using or how to switch them off in our privacy policy . Close GDPR Cookie Banner Accept Close GDPR Cookie Banner Close GDPR Cookie Settings Privacy Overview Strictly Necessary Cookies Privacy Overview This website uses cookies so that we can provide you with the best user experience possible. Cookie information is stored in your browser and performs functions such as recognising you when you return to our website and helping our team to understand which sections of the website you find most interesting and useful. Strictly Necessary Cookies Strictly Necessary Cookie should be enabled at all times so that we can save your preferences for cookie settings. Enable or Disable Cookies Enabled Disabled Enable All Save Changes Contact CLARA Analytics | Product Information and Demo Request Menu Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Fraud CLARA Litigation CLARA Treatment Lines of Business Workers Compensation Auto Liability General Liability Why CLARA? AI Guide CLARA Benefits How It Works Who’s It For Our Partners Resources Doc Intel ROI Calculator Case Studies Blog About Company Press Releases CLARA in the News Careers Contact Us Request Demo Request Demo Product Information & Demo Request Fill out the form and we’ll get back to you shortly Reduce Claims Costs For Carrier, Customer & Claimant See why our clients save millions of dollars each year, generating ROIs that can exceed 500%. Join other insurance leaders to start saving today. Address CLARA Analytics 440 North Wolfe Road Sunnyvale, CA 94085, USA It's Easy To Get Started Optimize claims outcomes with the power of AI Request Demo Subscribe To Our Newsletter Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Litigation CLARA Treatment CLARA Fraud Lines of Business Workers Compensation Auto Liability General Liability Why CLARA AI Guide CLARA Benefits How It Works Who It’s For Our Partners Resources Blog ROI Calculators Case Studies About Us Company Press Releases CLARA in the News Careers Contact Us © Copyright 2026 CLARA Analytics, Inc. All Rights Reserved Site by Takeoff Terms Privacy We have updated our privacy policy and we are using cookies to give you the best experience on our website. By continuing to browse or by clicking "Accept", you agree to the storing of cookies to enhance your site visit. You can find out more about which cookies we are using or how to switch them off in our privacy policy . Close GDPR Cookie Banner Accept Close GDPR Cookie Banner Close GDPR Cookie Settings Privacy Overview Strictly Necessary Cookies Privacy Overview This website uses cookies so that we can provide you with the best user experience possible. Cookie information is stored in your browser and performs functions such as recognising you when you return to our website and helping our team to understand which sections of the website you find most interesting and useful. Strictly Necessary Cookies Strictly Necessary Cookie should be enabled at all times so that we can save your preferences for cookie settings. Enable or Disable Cookies Enabled Disabled Enable All Save Changes CLARA Analytics Insurance Analytics Platform - Resources Menu Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Fraud CLARA Litigation CLARA Treatment Lines of Business Workers Compensation Auto Liability General Liability Why CLARA? AI Guide CLARA Benefits How It Works Who’s It For Our Partners Resources Doc Intel ROI Calculator Case Studies Blog About Company Press Releases CLARA in the News Careers Contact Us Request Demo Request Demo Resources Learn how you can save millions on your casualty claims . Our platform offers best-in-class Artificial Intelligence with predictive and generative AI capabilities. Unleash the power of your data and enhance your insights with an industry claims data lake to start saving today! Subscribe to our newsletter ROI Calculators See What AI Can Do For You! We Save Our Clients Millions Of Dollars Each Year, Generating Returns That Can Exceed 500%. CLARA Platform ROI Calculator Claims Document Intelligence ROI Calculator 80 % 80 % Reduce your document review time by 80% to reduce operational expense and legal fees $ 4.2 M $ 4.2 M A state fund realized savings form using CLARA Treatment & CLARA Triage $ 16 M $ 16 M A mid-sized carrier realized savings using CLARA Treatment, CLARA Triage and CLARA Litigation 33 % 33 % TPAs and Carriers cut MSP Compliance costs by greater than 33% Case Studies Amerisure Adopts CLARA’s AI for Claims Read Full Case Study The Impact of Attorney Involvement on Injured Workers Read Full Case Study Supercharging Claims Management: How AI & ML are Empowering Insurance Professionals Read Full Case Study Ahead Of The AI Curve Check out CLARA’s latest on AI adoption, trends and innovative use cases as the AI awakening acclerates Read more Are Claims Leaders Facing a Perfect Storm? Team CLARA Analytics August 30, 2022 Viewpoint: Becoming a Data-Informed Claims Organization Tyler Jones October 7, 2022 Can Insurers Use AI to Retain Staff? Team CLARA Analytics March 30, 2022 It's Easy To Get Started Optimize claims outcomes with the power of AI Request Demo Subscribe To Our Newsletter Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Litigation CLARA Treatment CLARA Fraud Lines of Business Workers Compensation Auto Liability General Liability Why CLARA AI Guide CLARA Benefits How It Works Who It’s For Our Partners Resources Blog ROI Calculators Case Studies About Us Company Press Releases CLARA in the News Careers Contact Us © Copyright 2026 CLARA Analytics, Inc. All Rights Reserved Site by Takeoff Terms Privacy We have updated our privacy policy and we are using cookies to give you the best experience on our website. By continuing to browse or by clicking "Accept", you agree to the storing of cookies to enhance your site visit. You can find out more about which cookies we are using or how to switch them off in our privacy policy . Close GDPR Cookie Banner Accept Close GDPR Cookie Banner Close GDPR Cookie Settings Privacy Overview Strictly Necessary Cookies Privacy Overview This website uses cookies so that we can provide you with the best user experience possible. Cookie information is stored in your browser and performs functions such as recognising you when you return to our website and helping our team to understand which sections of the website you find most interesting and useful. Strictly Necessary Cookies Strictly Necessary Cookie should be enabled at all times so that we can save your preferences for cookie settings. Enable or Disable Cookies Enabled Disabled Enable All Save Changes Why CLARA? | Insurance Analytics Platform Menu Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Fraud CLARA Litigation CLARA Treatment Lines of Business Workers Compensation Auto Liability General Liability Why CLARA? AI Guide CLARA Benefits How It Works Who’s It For Our Partners Resources Doc Intel ROI Calculator Case Studies Blog About Company Press Releases CLARA in the News Careers Contact Us Request Demo Request Demo Why CLARA ? With mature models and proven ROI the choice is easy. We are enthusiastic problem-solvers at our core and we strive to maximize value for our clients and their customers. Focus on Value Our #1 goal is to drive value for our customers in the form of reduced claim expenses and loss costs. Our #1 goal is to drive value for our customers in the form of reduced claim expenses and loss costs. Insurance acumen We are an insurtech built by insurance professionals, not just another tech startup looking to disrupt. We are an insurtech built by insurance professionals, not just another tech startup looking to disrupt. Constant Invention With CLARA our AI models are always learning and getting better. We consistently add valuable features and tools with feedback from our customers. With CLARA our AI models are always learning and getting better. We consistently add valuable features and tools with feedback from our customers. Core Systems Integration Leave the heavy IT lift to CLARA. We have prebuilt integrations with leading core systems including Guidwire ClaimCenter and Origami Risk. Leave the heavy IT lift to CLARA. We have prebuilt integrations with leading core systems including Guidwire ClaimCenter and Origami Risk. Cost Effective Our AI-as-a-Service subscriptions are a small fraction of the annual cost of building and maintaining a homegrown solution. Our AI-as-a-Service subscriptions are a small fraction of the annual cost of building and maintaining a homegrown solution. Industry Leading Claims Data Base Our contributory database of casualty claims provides our customers a broader view of claims across markets and drives deeper insights beyond what is possible alone. Our contributory database of casualty claims provides our customers a broader view of claims across markets and drives deeper insights beyond what is possible alone. Wondering where to start with augmented intelligence? AI is a game-changer for your claims management strategy. But with all the noise surrounding the technology, it can feel overwhelming to get started. Check out our ultimate guide to AI for casualty claims. Keep reading How It Works 1 1 Contribute: Customer provide historical claims data to our leading Contributory Database Model that enables insights that are difficult for sole carriers to replicate. 2 2 Analyze: Our AI models go to work daily looking at any new data coming in and analyzing claims for opportunities to prevent loss cost escalation. 3 3 Alert & Take Action: Claims teams receive alerts daily on which claims to focus on. Choose from a rich set of preset insights and alerts or work with CLARA to customize alerts that fit your workflows. Who’s It For? 1 1 Carriers Our carrier customers use CLARA to become data-informed for both in-house claims teams and with their TPA partners. CLARA’s tools work for claim leadership, adjusters, nurse case managers and defense counsel. 2 2 Self-Insured Enterprises Fortune 500 organizations use CLARA to manage their claims exposure. Our augmented intelligence solutions work for both in-house and TPA claims management. 3 3 MGAs/MGUs CLARA is the preferred casualty claims platform for MGAs/MGUs. Our AI platform grows with the MGA/MGU as they expand and take on more claims management responsibility. Grow market share with claims complexity modeling, TPA dashboards and improved collaboration, and industry benchmarking. 4 4 Third Party Administrators TPA’s use CLARA at the request of their clients and even independently to drive the best claim outcomes for their customers. Our Partners We have strategic partners that improve the user experience and help drive accelerated value to our customers. Key partnerships include: View Our Partners Native core system integration with Guidewire Cloud ClaimCenter AWS Certified and part of the Amazon Web Services Partner Network (APN) Two SaaS powerhouses come together with native integration of CLARA into Origami Risk's claims management platform. Partnership focused on driving litigation savings with augmented intelligence. It's Easy To Get Started Optimize claims outcomes with the power of AI Request Demo Subscribe To Our Newsletter Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Litigation CLARA Treatment CLARA Fraud Lines of Business Workers Compensation Auto Liability General Liability Why CLARA AI Guide CLARA Benefits How It Works Who It’s For Our Partners Resources Blog ROI Calculators Case Studies About Us Company Press Releases CLARA in the News Careers Contact Us © Copyright 2026 CLARA Analytics, Inc. All Rights Reserved Site by Takeoff Terms Privacy We have updated our privacy policy and we are using cookies to give you the best experience on our website. By continuing to browse or by clicking "Accept", you agree to the storing of cookies to enhance your site visit. You can find out more about which cookies we are using or how to switch them off in our privacy policy . Close GDPR Cookie Banner Accept Close GDPR Cookie Banner Close GDPR Cookie Settings Privacy Overview Strictly Necessary Cookies Privacy Overview This website uses cookies so that we can provide you with the best user experience possible. Cookie information is stored in your browser and performs functions such as recognising you when you return to our website and helping our team to understand which sections of the website you find most interesting and useful. Strictly Necessary Cookies Strictly Necessary Cookie should be enabled at all times so that we can save your preferences for cookie settings. Enable or Disable Cookies Enabled Disabled Enable All Save Changes CLARA Analytics Insurance Analytics Platform - ROI Calculator Menu Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Fraud CLARA Litigation CLARA Treatment Lines of Business Workers Compensation Auto Liability General Liability Why CLARA? AI Guide CLARA Benefits How It Works Who’s It For Our Partners Resources Doc Intel ROI Calculator Case Studies Blog About Company Press Releases CLARA in the News Careers Contact Us Request Demo Request Demo CLARA Platform ROI Calculator Our augmented intelligence products generate millions in savings for our customers annually. This calculator gives us the data to generate a custom ROI estimate for using the suite of products on the CLARA platform including Triage, Treatment and Litigation products. Let us know a little about your claims operation and we will get back to you shortly with your savings opportunity. [gravityform id=”2″ title=”false” ajax=”true”] It's Easy To Get Started Optimize claims outcomes with the power of AI Request Demo Subscribe To Our Newsletter Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Litigation CLARA Treatment CLARA Fraud Lines of Business Workers Compensation Auto Liability General Liability Why CLARA AI Guide CLARA Benefits How It Works Who It’s For Our Partners Resources Blog ROI Calculators Case Studies About Us Company Press Releases CLARA in the News Careers Contact Us © Copyright 2026 CLARA Analytics, Inc. All Rights Reserved Site by Takeoff Terms Privacy We have updated our privacy policy and we are using cookies to give you the best experience on our website. By continuing to browse or by clicking "Accept", you agree to the storing of cookies to enhance your site visit. You can find out more about which cookies we are using or how to switch them off in our privacy policy . Close GDPR Cookie Banner Accept Close GDPR Cookie Banner Close GDPR Cookie Settings Privacy Overview Strictly Necessary Cookies Privacy Overview This website uses cookies so that we can provide you with the best user experience possible. Cookie information is stored in your browser and performs functions such as recognising you when you return to our website and helping our team to understand which sections of the website you find most interesting and useful. Strictly Necessary Cookies Strictly Necessary Cookie should be enabled at all times so that we can save your preferences for cookie settings. Enable or Disable Cookies Enabled Disabled Enable All Save Changes Augmented Intelligence for Casualty Claims Management | CLARA Menu Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Fraud CLARA Litigation CLARA Treatment Lines of Business Workers Compensation Auto Liability General Liability Why CLARA? AI Guide CLARA Benefits How It Works Who’s It For Our Partners Resources Doc Intel ROI Calculator Case Studies Blog About Company Press Releases CLARA in the News Careers Contact Us Request Demo Request Demo Augmented Intelligence for Casualty Claims Management CLARA’s virtual claim assistants leverage augmented intelligence to streamline casualty claims management, highlighting high-value activities to reduce loss costs and claim expenses. Trusted by large carriers, state funds, and self-insured organizations, CLARA excels in Workers Comp, Auto Liability and General Liability claims. Request Demo Drive Down Workers Comp Losses and Expenses CLARA’s solutions streamline Workers Comp casualty claims management. They identify the best-performing medical providers, help avoid attorney involvement, read medical notes and records to alert on potential opioid abuse, and even complete Medicare Secondary Payer documentation in minutes. This enhances adjusters’ abilities to find the most critical casualty claims to work and drive optimal outcomes for the carrier, policyholder, and claimant. Using artificial intelligence and augmented intelligence, we provide an “adjuster first” perspective in designing and building all our products. Our Workers Comp solutions require minimal IT involvement to set up and use, enabling them to make a measurable impact and pay back the investment in months, not years. Use Cases: Lower medical & indemnity costs with the best providers Predict severity and balance adjuster caseload at first notice of loss Gain insights & save expense by collating, searching and analyzing claim medical bills and records with treatment timelines and smart alerts Grading defense and plaintiff attorneys on their outcomes in past similar claims Products Available CLARA Triage Detect and proactively manage casualty claims with powerful AI. Focus on the claims you need to and streamline the rest. Learn more Detect and proactively manage casualty claims with powerful AI. Focus on the claims you need to and streamline the rest. Learn more CLARA Treatment Identify medical providers consistently associated with positive outcomes with outcomes-based scoring. Learn more Identify medical providers consistently associated with positive outcomes with outcomes-based scoring. Learn more CLARA Litigation Detect litigation risk, manage attorney performance, and resolve claims with best-in-breed AI. Learn more Detect litigation risk, manage attorney performance, and resolve claims with best-in-breed AI. Learn more CLARA Claims Document Intelligence Pro Scan, sort and analyze legal demands, bills, and medical documents in seconds with AI. Have a second set of eyes on your claim documents for operational savings and loss avoidance. Learn more Scan, sort and analyze legal demands, bills, and medical documents in seconds with AI. Have a second set of eyes on your claim documents for operational savings and loss avoidance. Learn more CLARA MSP Compliance Streamline future medical cost projection report production from weeks to hours at a lower cost. Learn more Streamline future medical cost projection report production from weeks to hours at a lower cost. Learn more Lower Auto Liability Claim Losses and Attorney Involvement CLARA’s technology also enhances Auto Liability claims processing. Injured parties are a commonality across Workers Compensation and Commercial, and Personal Auto claims. We leverage our experience of evaluating 5.0+ million workers comp claims and apply it to the specifics of commercial auto accidents to achieve optimal outcomes for all parties. We augment our injured party experience with the expertise of our staff, some of whom have worked as commercial and personal auto adjusters and claim managers to deliver alerts and guidance adjusters understand. Our Auto Liability claims solutions require little IT involvement to set up and use, enabling them to make a measurable impact and payback the investment in months, not years. Use Cases: Lower attorney involvement and claim cycles Grade defense and plaintiff attorneys on their outcomes in past similar claims Predict severity and assign claims to the best adjuster for every claim Gain insights & save expense by collating, searching and analyzing claim documents with timelines and smart alerts Products Available CLARA Triage Detect and proactively manage casualty claims with powerful AI. Focus on the claims you need to and streamline the rest. Learn more Detect and proactively manage casualty claims with powerful AI. Focus on the claims you need to and streamline the rest. Learn more CLARA Litigation Detect litigation risk, manage attorney performance, and resolve claims with best-in-breed AI. Learn more Detect litigation risk, manage attorney performance, and resolve claims with best-in-breed AI. Learn more CLARA Claims Document Intelligence Pro Scan, sort and analyze legal demands, bills, and medical documents in seconds with AI. Have a second set of eyes on your claim documents for operational savings and loss avoidance. Learn more Scan, sort and analyze legal demands, bills, and medical documents in seconds with AI. Have a second set of eyes on your claim documents for operational savings and loss avoidance. Learn more Predict Severity and Optimize your General Liability Claim outcomes CLARA’s solutions now extend to General Liability claims management. The data involved with General Liability claims is a subset of what we are already analyzing in Commercial Auto Liability claims. We are leveraging our our experience from developing proven models for Workers Compensation and Auto Liability and applying these learnings to General Liability. Our AI models will predict claim severity and attorney involvement. Your adjusters will be armed with information to quickly settle and close the claim avoiding litigation and lowering losses. Give your GL team the augmented intelligence to lower loss costs and improve combined ratios. Our General Liability solutions require little IT involvement to set up and use, enabling them to make a measurable impact and payback the investment in months, not years. Contact us to learn more and be a part of our initial GL launch for competitive pricing. Use Cases: Predict severity and assign claims to the best adjuster for every claim Gain insights & save expense by collating, searching and analyzing claim documents with summaries and smart alerts Grade defense and plaintiff attorneys on their outcomes in past similar claims Products Available Triage Rapidly connect injured workers to the right providers and manage your network and medical costs Learn more Rapidly connect injured workers to the right providers and manage your network and medical costs Learn more Litigation Rapidly connect injured workers to the right providers and manage your network and medical costs Learn more Rapidly connect injured workers to the right providers and manage your network and medical costs Learn more CLARA Claims Document Intelligence Pro Scan, sort and analyze legal demands, bills, and medical documents in seconds with AI. Have a second set of eyes on your claim documents for operational savings and loss avoidance. Learn more Scan, sort and analyze legal demands, bills, and medical documents in seconds with AI. Have a second set of eyes on your claim documents for operational savings and loss avoidance. Learn more CLARA’s Casualty Claims Management solutions make a measurable impact and payback the investment in months, not years. It's Easy To Get Started Optimize claims outcomes with the power of AI Request Demo Subscribe To Our Newsletter Platform & Products CLARA Claims DocIntel Pro CLARA Treatment | Evaluate Medical Provider Claims Performance Menu Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Fraud CLARA Litigation CLARA Treatment Lines of Business Workers Compensation Auto Liability General Liability Why CLARA? AI Guide CLARA Benefits How It Works Who’s It For Our Partners Resources Doc Intel ROI Calculator Case Studies Blog About Company Press Releases CLARA in the News Careers Contact Us Request Demo Request Demo Products CLARA Treatment Quickly identify the best doctors for every claim CLARA Treatment enlists artificial intelligence (AI) for medical provider performance scoring, optimizing claims management with predictive modeling based on thousands of closed claims. Download product sheet Optimize care selection for better claim and patient outcomes CLARA Treatment applies machine learning to identify doctors who are consistently associated with prior positive outcomes, enhancing medical claims optimization. Medical Provider Performance Scoring Adjusters can see the medical provider performance scores relevant to that claim, across several treatment dimensions including overall cost, treatment duration, opioid usage, and much more to direct care to the best providers. Evaluate New Providers That Join The Claim CLARA Treatment gives adjusters a quick snapshot of which outcomes to expect so they can know whether to invest more time in the case, knowing that the injured worker will get the best care. Optimize Care Networks AI-driven provider scores assist in medical claims optimization by benchmarking care networks to spot quality gaps by specialty and location. Identify potential providers to bring into the network or use scores to identify and remove low-scoring providers. Advanced Provider Scoring Adjusters, Nurse Case Managers, and network optimization teams can now recommend the right doctor based off proven results for a specific injury, recognize when injured workers see low scoring doctors and redirect care, and ensure care networks are positioned to provide the best care for all claims. Maximum Medical Claims Optimization The average A-rated doctor is thousands of dollars less expensive than low-scoring E providers. Select the optimal provider among over 300k rated in our ever-expanding database, with medical provider performance scoring all based on real outcomes. The injured worker benefits by getting the best care available while you save on medical and indemnity expenses—a true win-win. Augmented Intelligence For Your Casualty Claims Organization CLARA Treatments helps mitigate medical cost inflation, opioid prescription abuse and rising litigation expenses. Empower your organization to play medical “Moneyball” and achieve the best outcomes for the insurer, insured and injured claimant with AI for medical claims adjusters. 1 1 Key Benefits Lower Medical Expenses Decreased Claim Cycles & Return to Work Faster 2 2 The Result? Decrease in average # of medical visits Increase Customer Satisfaction While Saving Loss Costs 3 3 Ideal For Claims Adjusters Nurse Case Managers Network Optimization Teams Deliver Better Outcomes for Payers and Claimants The right provider for the claim CLARA Treatment displays a set of contributing factors and individual scores for each provider, so adjusters can see what led to the overall score for a specific case. Unlock provider ratings nationwide An intuitive UI makes providers easy to access any time, from any location. Adjusters can share insights with peers to get a second opinion from within the application and can download score reports to send to an injured worker to provide a better understanding of available treatment options. Avoid medical escalations CLARA Treatment’s predictive modeling for medical claims helps adjusters identify claims likely to increase in cost and complexity and take action. CLARA Treatment deploys in weeks with little IT effort CLARA Treatment has the flexibility to integrate with you CLARA Treatment is secure with annual certifications Easy To Deploy Our cloud-based platform can be up and running in 8-12 weeks after historical data is received, including model tuning, alert configuration, and hands-on training for adjusters. Seamless Workflows Adjusters can access claims directly via our cloud-based module at any time from any location, or flex their existing systems with our pre-built APIs for simple integration. Security Is Our Priority Rest easy with HIPAA compliance, annual SOC 2 certification, and data encryption that meets or exceeds industry standards in safeguarding your data. It's Easy To Get Started Optimize claims outcomes with the power of AI Request Demo Subscribe To Our Newsletter Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Litigation CLARA Treatment CLARA Fraud Lines of Business Workers Compensation Auto Liability General Liability Why CLARA AI Guide CLARA Benefits How It Works Who It’s For Our Partners Resources Blog ROI Calculators Case Studies About Us Company Press Releases CLARA in the News Careers Contact Us © Copyright 2026 CLARA Analytics, Inc. All Rights Reserved Site by Takeoff Terms Privacy We have updated our privacy policy and we are using cookies to give you the best experience on our website. By continuing to browse or by clicking "Accept", you agree to the storing of cookies to enhance your site visit. You can find out more about which cookies we are using or how to switch them off in our privacy policy . Close GDPR Cookie Banner Accept Close GDPR Cookie Banner Close GDPR Cookie Settings Privacy Overview Strictly Necessary Cookies Privacy Overview This website uses cookies so that we can provide you with the best user experience possible. Cookie information is stored in your browser and performs functions such as recognising you when you return to our website and helping our team to understand which sections of the website you find most interesting and useful. Strictly Necessary Cookies Strictly Necessary Cookie should be enabled at all times so that we can save your preferences for cookie settings. Enable or Disable Cookies Enabled Disabled Enable All Save Changes Case Studies | CLARA Menu Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Fraud CLARA Litigation CLARA Treatment Lines of Business Workers Compensation Auto Liability General Liability Why CLARA? AI Guide CLARA Benefits How It Works Who’s It For Our Partners Resources Doc Intel ROI Calculator Case Studies Blog About Company Press Releases CLARA in the News Careers Contact Us Request Demo Request Demo Case Studies Learn how you can save millions on your casualty claims. Our platform offers best-in-class Artificial Intelligence with predictive and generative AI capabilities. Unleash the power of your data and enhance your insights with an industry claims data lake to start saving today! CLARA Solution to Systemic Over-Reserving Read full case study Detecting Escalation Risk in a Routine Finger Cut Claim with CLARA Read full case study Scaling Workers Comp Oversight with CLARA Read full case study Driving Claims Closure and TPA Assessment with CLARA Read full case study The Power of Clean, Connected Data Insurers must build a foundation of clean data engineering to power advanced AI tools. By combining this data with human expertise, carriers can transform manual claims reviews into real-time insights, reducing hours of administrative work to just minutes. Read full blog 10 Data Fields That Predict Litigation in Commercial Auto Claims Read full case study Supercharging Claims Management: How AI & ML are Empowering Insurance Professionals Read full case study The Impact of Attorney Involvement on Injured Workers Read full case study Ahead Of The AI Curve Check out CLARA’s latest on AI adoption, trends and innovative use cases as the AI awakening acclerates Keep reading It's Easy To Get Started Optimize claims outcomes with the power of AI Request Demo Subscribe To Our Newsletter Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Litigation CLARA Treatment CLARA Fraud Lines of Business Workers Compensation Auto Liability General Liability Why CLARA AI Guide CLARA Benefits How It Works Who It’s For Our Partners Resources Blog ROI Calculators Case Studies About Us Company Press Releases CLARA in the News Careers Contact Us © Copyright 2026 CLARA Analytics, Inc. All Rights Reserved Site by Takeoff Terms Privacy We have updated our privacy policy and we are using cookies to give you the best experience on our website. By continuing to browse or by clicking "Accept", you agree to the storing of cookies to enhance your site visit. You can find out more about which cookies we are using or how to switch them off in our privacy policy . Close GDPR Cookie Banner Accept Close GDPR Cookie Banner Close GDPR Cookie Settings Privacy Overview Strictly Necessary Cookies Privacy Overview This website uses cookies so that we can provide you with the best user experience possible. Cookie information is stored in your browser and performs functions such as recognising you when you return to our website and helping our team to understand which sections of the website you find most interesting and useful. Strictly Necessary Cookies Strictly Necessary Cookie should be enabled at all times so that we can save your preferences for cookie settings. Enable or Disable Cookies Enabled Disabled Enable All Save Changes Prompt Hacking Claims Guidelines | CLARA Analytics Menu Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Fraud CLARA Litigation CLARA Treatment Lines of Business Workers Compensation Auto Liability General Liability Why CLARA? AI Guide CLARA Benefits How It Works Who’s It For Our Partners Resources Doc Intel ROI Calculator Case Studies Blog About Company Press Releases CLARA in the News Careers Contact Us Request Demo Request Demo Back to Blog Prompt Hacking Claims Guidelines: When Shadow AI Breaks Consistency The operational pressure driving adjusters to use shadow AI tools to survive their workloads is often called the “Desperation Index.” Instead of banning these tools, CIOs should instrument them to understand user needs. Once you accept that your adjusters are using generative AI, you face another, more insidious problem beyond the obvious security breach or data leak. It is the silent death of your claims consistency. If you have 100 adjusters using ChatGPT to draft settlement letters, you do not have one AI strategy. You have 100 separate AI strategies, defined entirely by the specific words each adjuster types into the prompt box. If this prompt hacking is occurring, your carefully curated claims handling guidelines are being rewritten ad hoc, one prompt at a time. The A/B Test from Hell To understand the risk , consider a scenario involving two adjusters, both handling a similar soft tissue injury claim with a $20,000 demand. Both adjusters are using an LLM to help draft their negotiation strategy, but they use different personas in their prompts. Adjuster A: Prompt: “Review these medical notes and write a response denying the claim based on pre-existing degeneration. Be firm and brief.” Output: A hostile, stark denial letter that creates friction, potentially triggering litigation and a bad faith accusation. Adjuster B: Prompt: “Explain that we can’t pay the full amount because of the prior medical history, but be very empathetic and soft.” Output: A gentle, meandering letter that might inadvertently waive certain defenses or admit liability where none exists. Same facts. Same carrier. Same insurance policy. Due to “prompt drift” (the variation in how humans instruct the model), the claimant receives two radically different experiences. This inconsistency is poison. Arbitrary, Capricious, and Algorithmic The bedrock of defensible claims handling is consistency. If a plaintiff’s attorney can prove that your carrier treats Claim X differently from Claim Y based solely on which adjuster (or which prompt) was used, you are walking into a bad-faith trap. When adjusters hack together their own prompts, they are effectively bypassing your claims best practices manual. The prompt becomes the manual. Shadow AI introduces a layer of variance that is invisible to your QA team. Your audit team reviews the final file and rarely sees the prompt that generated the strategy. You are losing control of the “why” behind the “what.” The Fix: The Centralized Prompt Library The solution is not to stop adjusters from using AI to write letters. The efficiency gains are too high to ignore. The solution is to treat prompts as a form of governance. You must move from free-form text to multiple choice. 1. Create Golden Prompts  Your technical and legal teams should collaborate to build a library of pre-vetted, “golden” prompts . These are engineered to produce the exact tone, structure, and legal caveats your company requires. Bad Prompt: “Write a denial letter.” Golden Prompt: “Draft a denial letter for a First Party Medical claim using the [State] specific template. Reference the attached policy exclusions. Maintain a tone of professional empathy as defined in our brand guide. Do not admit liability.” 2. The Drop-Down Interface  In your “safe harbor” internal tool ( which we touched on in the previous post ), remove the open text box where adjusters can type anything. Replace it with a parameter-based interface. The adjuster shouldn’t type “Act like a lawyer.” They should select: Document Type: Settlement Offer Jurisdiction: Florida Tone: Standard Corporate Key Facts: [Paste Notes] The system then constructs the prompt in the background using your golden template. The adjuster benefits from AI speed, while the organization retains control over the AI’s behavior. Standardization is Safety (and Defensibility) In the past, your claims manual was a static PDF sitting on a SharePoint site. Before that, it was a three-ring binder. It was a reference document that relied on the adjuster’s memory to be effective. In the age of AI, your prompt library becomes an executable claims manual. When you standardize prompts, you move from individual compliance to systemic compliance. This shift offers three critical layers of meaningful safety: Reproducibility: If a regulator asks, “Why did your AI deny these 50 claims?”, you cannot answer effectively if every adjuster used a different, untracked prompt. With a library, you can point to “Prompt Version 2.1,” which was vetted by Legal on a specific date. You can reproduce the logic. The Guardrails Defense: In litigation, showing that you force-fed the model-specific legal constraints (“Do not hallucinate exclusions”) demonstrates a duty of care. It proves you were not reckless with the technology. Democratizing Expertise: A standardized prompt allows a junior adjuster to generate a letter with the structural maturity of a 20-year veteran. It acts as an instant upskilling tool, ensuring that the “floor” of your claims quality rises, reducing the variance that leads to lawsuits. If you allow your adjusters to write their own prompts, you are essentially letting them rewrite the manual every time they open a claim. Stop the hacking. Start engineering. Chad Langford Chad Langford is the Data Science Vice President at CLARA Analytics. Share: Featured News Document Intelligence: Making OCR Work at Scale Chad Langford March 31, 2026 The Data Context Layer: Context Engineering for AI-Native Platforms Chad Langford March 25, 2026 AI-Native Engineering Leadership: The Six Forces Reshaping How We Build Chad Langford February 23, 2026 It's Easy To Get Started Optimize claims outcomes with the power of AI Request Demo Subscribe To Our Newsletter Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Litigation CLARA Treatment CLARA Fraud Lines of Business Workers Compensation Auto Liability General Liability Why CLARA AI Guide CLARA Benefits How It Works Who It’s For Our Partners Resources Blog ROI Calculators Case Studies About Us Company Press Releases CLARA in the News Careers Contact Us © Copyright 2026 CLARA Analytics, Inc. All Rights Reserved Site by Takeoff Terms Privacy We have updated our privacy policy and we are using cookies to give you the best experience on our website. By continuing to browse or by clicking "Accept", you agree to the storing of cookies to enhance your site visit. You can find out more about which cookies we are using or how to switch them off in our privacy policy . Close GDPR Cookie Banner Accept Close GDPR Cookie Banner Close GDPR Cookie Settings Privacy Overview Strictly Necessary Cookies Privacy Overview This website uses cookies so that we can provide you with the best user experience possible. Cookie information is stored in your browser and performs functions such as recognising you when you return to our website and helping our team to understand which sections of the website you find most interesting and useful. Strictly Necessary Cookies Strictly Necessary Cookie should be enabled at all times so that we can save your preferences for cookie settings. Enable or Disable Cookies Enabled Disabled Enable All Save Changes Augmented Intelligence for Casualty Claims Management | CLARA Menu Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Fraud CLARA Litigation CLARA Treatment Lines of Business Workers Compensation Auto Liability General Liability Why CLARA? AI Guide CLARA Benefits How It Works Who’s It For Our Partners Resources Doc Intel ROI Calculator Case Studies Blog About Company Press Releases CLARA in the News Careers Contact Us Request Demo Request Demo Augmented Intelligence for Casualty Claims Management CLARA’s virtual claim assistants leverage augmented intelligence to streamline casualty claims management, highlighting high-value activities to reduce loss costs and claim expenses. Trusted by large carriers, state funds, and self-insured organizations, CLARA excels in Workers Comp, Auto Liability and General Liability claims. Request Demo Drive Down Workers Comp Losses and Expenses CLARA’s solutions streamline Workers Comp casualty claims management. They identify the best-performing medical providers, help avoid attorney involvement, read medical notes and records to alert on potential opioid abuse, and even complete Medicare Secondary Payer documentation in minutes. This enhances adjusters’ abilities to find the most critical casualty claims to work and drive optimal outcomes for the carrier, policyholder, and claimant. Using artificial intelligence and augmented intelligence, we provide an “adjuster first” perspective in designing and building all our products. Our Workers Comp solutions require minimal IT involvement to set up and use, enabling them to make a measurable impact and pay back the investment in months, not years. Use Cases: Lower medical & indemnity costs with the best providers Predict severity and balance adjuster caseload at first notice of loss Gain insights & save expense by collating, searching and analyzing claim medical bills and records with treatment timelines and smart alerts Grading defense and plaintiff attorneys on their outcomes in past similar claims Products Available CLARA Triage Detect and proactively manage casualty claims with powerful AI. Focus on the claims you need to and streamline the rest. Learn more Detect and proactively manage casualty claims with powerful AI. Focus on the claims you need to and streamline the rest. Learn more CLARA Treatment Identify medical providers consistently associated with positive outcomes with outcomes-based scoring. Learn more Identify medical providers consistently associated with positive outcomes with outcomes-based scoring. Learn more CLARA Litigation Detect litigation risk, manage attorney performance, and resolve claims with best-in-breed AI. Learn more Detect litigation risk, manage attorney performance, and resolve claims with best-in-breed AI. Learn more CLARA Claims Document Intelligence Pro Scan, sort and analyze legal demands, bills, and medical documents in seconds with AI. Have a second set of eyes on your claim documents for operational savings and loss avoidance. Learn more Scan, sort and analyze legal demands, bills, and medical documents in seconds with AI. Have a second set of eyes on your claim documents for operational savings and loss avoidance. Learn more CLARA MSP Compliance Streamline future medical cost projection report production from weeks to hours at a lower cost. Learn more Streamline future medical cost projection report production from weeks to hours at a lower cost. Learn more Lower Auto Liability Claim Losses and Attorney Involvement CLARA’s technology also enhances Auto Liability claims processing. Injured parties are a commonality across Workers Compensation and Commercial, and Personal Auto claims. We leverage our experience of evaluating 5.0+ million workers comp claims and apply it to the specifics of commercial auto accidents to achieve optimal outcomes for all parties. We augment our injured party experience with the expertise of our staff, some of whom have worked as commercial and personal auto adjusters and claim managers to deliver alerts and guidance adjusters understand. Our Auto Liability claims solutions require little IT involvement to set up and use, enabling them to make a measurable impact and payback the investment in months, not years. Use Cases: Lower attorney involvement and claim cycles Grade defense and plaintiff attorneys on their outcomes in past similar claims Predict severity and assign claims to the best adjuster for every claim Gain insights & save expense by collating, searching and analyzing claim documents with timelines and smart alerts Products Available CLARA Triage Detect and proactively manage casualty claims with powerful AI. Focus on the claims you need to and streamline the rest. Learn more Detect and proactively manage casualty claims with powerful AI. Focus on the claims you need to and streamline the rest. Learn more CLARA Litigation Detect litigation risk, manage attorney performance, and resolve claims with best-in-breed AI. Learn more Detect litigation risk, manage attorney performance, and resolve claims with best-in-breed AI. Learn more CLARA Claims Document Intelligence Pro Scan, sort and analyze legal demands, bills, and medical documents in seconds with AI. Have a second set of eyes on your claim documents for operational savings and loss avoidance. Learn more Scan, sort and analyze legal demands, bills, and medical documents in seconds with AI. Have a second set of eyes on your claim documents for operational savings and loss avoidance. Learn more Predict Severity and Optimize your General Liability Claim outcomes CLARA’s solutions now extend to General Liability claims management. The data involved with General Liability claims is a subset of what we are already analyzing in Commercial Auto Liability claims. We are leveraging our our experience from developing proven models for Workers Compensation and Auto Liability and applying these learnings to General Liability. Our AI models will predict claim severity and attorney involvement. Your adjusters will be armed with information to quickly settle and close the claim avoiding litigation and lowering losses. Give your GL team the augmented intelligence to lower loss costs and improve combined ratios. Our General Liability solutions require little IT involvement to set up and use, enabling them to make a measurable impact and payback the investment in months, not years. Contact us to learn more and be a part of our initial GL launch for competitive pricing. Use Cases: Predict severity and assign claims to the best adjuster for every claim Gain insights & save expense by collating, searching and analyzing claim documents with summaries and smart alerts Grade defense and plaintiff attorneys on their outcomes in past similar claims Products Available Triage Rapidly connect injured workers to the right providers and manage your network and medical costs Learn more Rapidly connect injured workers to the right providers and manage your network and medical costs Learn more Litigation Rapidly connect injured workers to the right providers and manage your network and medical costs Learn more Rapidly connect injured workers to the right providers and manage your network and medical costs Learn more CLARA Claims Document Intelligence Pro Scan, sort and analyze legal demands, bills, and medical documents in seconds with AI. Have a second set of eyes on your claim documents for operational savings and loss avoidance. Learn more Scan, sort and analyze legal demands, bills, and medical documents in seconds with AI. Have a second set of eyes on your claim documents for operational savings and loss avoidance. Learn more CLARA’s Casualty Claims Management solutions make a measurable impact and payback the investment in months, not years. It's Easy To Get Started Optimize claims outcomes with the power of AI Request Demo Subscribe To Our Newsletter Platform & Products CLARA Claims DocIntel Pro Shadow AI is a Governance Failure | CLARA Menu Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Fraud CLARA Litigation CLARA Treatment Lines of Business Workers Compensation Auto Liability General Liability Why CLARA? AI Guide CLARA Benefits How It Works Who’s It For Our Partners Resources Doc Intel ROI Calculator Case Studies Blog About Company Press Releases CLARA in the News Careers Contact Us Request Demo Request Demo Back to Blog Shadow AI is a Governance Failure: How to Build a “Paved Road” for Safe Experimentation We have spent the last few weeks in this blog series diagnosing the “Shadow AI” crisis. We know why adjusters go rogue . We know the risks of inconsistency . We know the confusion around buying tools . But if you are a leader looking at this mess of unauthorized tools and risky prompts, you likely have one question: “How did we get here?” It is tempting to blame the adjusters for breaking the rules. It may be tempting to blame Ops for buying wrappers. The truth is that Shadow AI is a governance failure. People go rogue when the right way is too hard. Innovation doesn’t stop if it takes three months to get a data science environment provisioned, or six months to get a contract signed. Instead, that innovation goes underground. You don’t need more policies to fix this, you need a paved road. The “Dirt Road” vs. The “Paved Road” The concept of the “Paved Road” was popularized by the Netflix Engineering team ( specifically in their How We Build Code at Netflix technical blog ). Their philosophy was simple: Do not mandate tools. Instead, build a centralized platform that is so good, so easy, and so integrated that no rational engineer would want to build their own alternative. Create a centralized path that is so easy, safe, and effective that no one wants to go off-road. In the context of Claims AI, the difference is stark. The Dirt Road (Current state): An Ops leader has an idea to summarize medical files. To get it approved, they must navigate a gauntlet: an Architecture Review Board, a Privacy Impact Assessment, a Vendor Security Questionnaire, and a Legal procurement cycle. After four months of meetings, they are told the data science team “ doesn’t have capacity until Q4 .” The result? The adjusters under that Ops leader open ChatGPT on their phone. The Paved Road (Target state): The adjuster logs into a secure internal portal. They select “Document Summarization” from a menu of pre-approved capabilities. They drag and drop their PDF. They get the answer immediately. The data never leaves the VPC. The prompt is pre-vetted. Governance isn’t about building walls; it’s about building this road. Step 1: The “Sandbox” (Safe Experimentation) The first lane of your Paved Road is the Sandbox. This is a technical environment where innovation can happen without risking the enterprise. Most carriers try to build “Production First,” meaning everything must be perfect before anyone sees it. This is a mistake. You need a dedicated environment where: Data is sanitized: Real claim data is scrubbed of PII ( Personally Identifiable Information ) or synthetic data is used. Access is open: Data Scientists and Super User adjusters can access raw models (like GPT-4 or Llama) via a secure API. Logs are on: Every prompt and output is recorded, not to punish, but to learn. This Sandbox kills Shadow AI because it gives your “Scouts ” (the curious adjusters) a place to play that is actually better than the public tools. Step 2: The “Pattern Library” (Standardized Governance) Governance usually fails because every new idea triggers a start from scratch legal review: “Can we use AI for subrogation?” Three-month legal review. “Can we use AI for triage?” Three-month legal review. On the Paved Road, you pre-approve patterns, not just individual projects. Create a “Governance Menu” that defines pre-approved risk tiers: Tier 1 (Green Light): Summarization, Translation, Internal Search. Requirement: No decision-making, human review required. Auto-Approve. Tier 2 (Yellow Light): Drafting Correspondence, Sentiment Analysis. Requirement: Human-in-the-Loop edit required. Fast-Track Review. Tier 3 (Red Light): Coverage Denials, Fraud Flagging, Reserve Setting. Requirement: Full Legal/Ethics Board Review. When an Ops team comes to you with a “Tier 1” idea, you don’t say “let me check with Legal.” You say, “That’s on the Green Light list. Here is your API key. Go.” Step 3: Transition to Production (The Tollbooth) The final part of the road is the “Tollbooth.” This is the gate between the Sandbox and the live Claim File. To cross this gate, the team must prove three things: The “Grounding” Check: Does the tool cite its sources (pointing to the specific page in the medical record)? The “Drift” Check: Is there a monitoring system in place to alert us if the model starts hallucinating? The “Human” Check: Is there a defined workflow for human review and intervention? If they have the toll, the gate opens. If not, they go back to the Sandbox. Governance as a Product Stop thinking of governance as a policeman. Start thinking of it as a product manager. Your customer is the Claims Department. Your product is the “Paved Road.” If your road is smooth, fast, and safe, the traffic will flow exactly where you want it. If your road is full of potholes and roadblocks, don’t be surprised when you see dust clouds rising from the fields next to the highway. Chad Langford Chad Langford is the Data Science Vice President at CLARA Analytics. Share: Featured News Document Intelligence: Making OCR Work at Scale Chad Langford March 31, 2026 The Data Context Layer: Context Engineering for AI-Native Platforms Chad Langford March 25, 2026 AI-Native Engineering Leadership: The Six Forces Reshaping How We Build Chad Langford February 23, 2026 It's Easy To Get Started Optimize claims outcomes with the power of AI Request Demo Subscribe To Our Newsletter Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Litigation CLARA Treatment CLARA Fraud Lines of Business Workers Compensation Auto Liability General Liability Why CLARA AI Guide CLARA Benefits How It Works Who It’s For Our Partners Resources Blog ROI Calculators Case Studies About Us Company Press Releases CLARA in the News Careers Contact Us © Copyright 2026 CLARA Analytics, Inc. All Rights Reserved Site by Takeoff Terms Privacy We have updated our privacy policy and we are using cookies to give you the best experience on our website. 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AI Guide CLARA Benefits How It Works Who’s It For Our Partners Resources Doc Intel ROI Calculator Case Studies Blog About Company Press Releases CLARA in the News Careers Contact Us Request Demo Request Demo Demo Request See The Leading Casualty Claims AI Platform Solve Real Claims Problems Fill out the form and we will reach out shortly Enjoy a personalized live demo Discover your savings with a customized ROI analysis Trusted By Leading Insurance Carriers, MGAs, Reinsurers And Self-Insured Organizations Trusted By Leading Insurance Carriers, State Funds And Self-Insured Organizations Case Studies Amerisure Adopts CLARA’s AI for Claims Read Full Case Study The Impact of Attorney Involvement on Injured Workers Read Full Case Study Supercharging Claims Management: How AI & ML are Empowering Insurance Professionals Read Full Case Study It's Easy To Get Started Optimize claims outcomes with the power of AI Request Demo Subscribe To Our Newsletter Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Litigation CLARA Treatment CLARA Fraud Lines of Business Workers Compensation Auto Liability General Liability Why CLARA AI Guide CLARA Benefits How It Works Who It’s For Our Partners Resources Blog ROI Calculators Case Studies About Us Company Press Releases CLARA in the News Careers Contact Us © Copyright 2026 CLARA Analytics, Inc. All Rights Reserved Site by Takeoff Terms Privacy We have updated our privacy policy and we are using cookies to give you the best experience on our website. By continuing to browse or by clicking "Accept", you agree to the storing of cookies to enhance your site visit. You can find out more about which cookies we are using or how to switch them off in our privacy policy . Close GDPR Cookie Banner Accept Close GDPR Cookie Banner Close GDPR Cookie Settings Privacy Overview Strictly Necessary Cookies Privacy Overview This website uses cookies so that we can provide you with the best user experience possible. Cookie information is stored in your browser and performs functions such as recognising you when you return to our website and helping our team to understand which sections of the website you find most interesting and useful. Strictly Necessary Cookies Strictly Necessary Cookie should be enabled at all times so that we can save your preferences for cookie settings. Enable or Disable Cookies Enabled Disabled Enable All Save Changes Recruiting | CLARA Menu Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Fraud CLARA Litigation CLARA Treatment Lines of Business Workers Compensation Auto Liability General Liability Why CLARA? AI Guide CLARA Benefits How It Works Who’s It For Our Partners Resources Doc Intel ROI Calculator Case Studies Blog About Company Press Releases CLARA in the News Careers Contact Us Request Demo Request Demo Recruiting Help us transform insurance claims with the power of AI. Explore Open Roles at CLARA Analytics We’re growing across multiple teams and looking for people who are excited about using AI to transform insurance. Explore our open opportunities and find where you fit best. See All Open Opportunities Our CLARA Community in Numbers Founded in 2013 50 Employees and Growing 1 Female CEO and Many Diverse Backgrounds Represented 1000’s Paid in Tuition Assistance 100% Remote-First Full Benefits + 401K: Health, Dental, Vision, and a 401K Plan with Company Match Flexible Time Off: Take the Time You Need to Recharge, Rest, and Spend with Family Wellness & Learning Support: Monthly Wellness Reimbursement and Annual Skill-building Allowance A People First AI Company 1 1 Everyone has a voice: CLARA is a flat organization that encourages active debate no matter the level or role 2 2 Move Fast, Learn Fast: We make decisions together and support each other. 3 3 Deliver Results: In a growth stage startup every member of the makes a huge impact and is expected to deliver. Open Opportunities It's Easy To Get Started Optimize claims outcomes with the power of AI Request Demo Subscribe To Our Newsletter Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Litigation CLARA Treatment CLARA Fraud Lines of Business Workers Compensation Auto Liability General Liability Why CLARA AI Guide CLARA Benefits How It Works Who It’s For Our Partners Resources Blog ROI Calculators Case Studies About Us Company Press Releases CLARA in the News Careers Contact Us © Copyright 2026 CLARA Analytics, Inc. All Rights Reserved Site by Takeoff Terms Privacy We have updated our privacy policy and we are using cookies to give you the best experience on our website. By continuing to browse or by clicking "Accept", you agree to the storing of cookies to enhance your site visit. You can find out more about which cookies we are using or how to switch them off in our privacy policy . Close GDPR Cookie Banner Accept Close GDPR Cookie Banner Close GDPR Cookie Settings Privacy Overview Strictly Necessary Cookies Privacy Overview This website uses cookies so that we can provide you with the best user experience possible. Cookie information is stored in your browser and performs functions such as recognising you when you return to our website and helping our team to understand which sections of the website you find most interesting and useful. Strictly Necessary Cookies Strictly Necessary Cookie should be enabled at all times so that we can save your preferences for cookie settings. Enable or Disable Cookies Enabled Disabled Enable All Save Changes CLARA Triage | AI-Powered Claims Triage Solution Menu Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Fraud CLARA Litigation CLARA Treatment Lines of Business Workers Compensation Auto Liability General Liability Why CLARA? AI Guide CLARA Benefits How It Works Who’s It For Our Partners Resources Doc Intel ROI Calculator Case Studies Blog About Company Press Releases CLARA in the News Careers Contact Us Request Demo Request Demo Products CLARA Triage Focus on the right claims and take action CLARA Triage, now with subrogation opportunity detection, employs artificial intelligence (AI) to help adjusters detect and proactively manage casualty claims, driving focus to claims that need attention and streamlining the claims that don’t. Download product sheet Keep Every Claim On The Optimal Path CLARA Triage predicts claim severity based on years of prior claims, identifies tightly defined cohorts that yield insights about the future direction of a claim, and reduces claims cycles and loss costs through AI claim reviews. CLARA Risk Notes Get immediate insights into legal complexity, medical complexity and subrogation opportunities with CLARA Risk Notes, our advanced AI explainability feature. Receive Real-Time Alerts CLARA Triage issues real-time alerts, including claims severity, subrogation, attorney involvement and other customizable alerts, using automated risk analysis to flag high-risk claims before they escalate. Optimize Workload Managers can see which teams handle the heaviest volumes and optimize workloads through predictive, complexity-based case management, ensuring effective claims triage. Predict Severity and Attorney Inolvement Our unmatched severity model and AI claims review highlight trends and key risks, enabling risk managers to identify trends leading to higher-than-expected costs. Expedite Simple Claims and Monitor Complex Claims to Prevent Escalation Using automated risk analysis, CLARA’s AI technology monitors millions of data points, looking for clues that might indicate the claim is about to escalate in severity and cost. CLARA Triage then alerts adjusters to take prompt action. Accelerate Claim Closure with Accurate AI CLARA’s severity models help identify reserve mismatches and opportunities to accelerate claim closure. Using AI claims review and automated risk analysis, CLARA monitors millions of data points to detect potential severity increases and cost spikes, and alerts adjusters for prompt action. Drive Real Savings for Workers Compensation, Commercial Auto and General Liability By using AI to spot problems before they happen, adjusters are better able to focus on reducing complexity, lowering claim costs, and helping workers return to work faster. 1 1 Key Benefits Predict severity and take action Automate risk identification and analysis 2 2 The Result? Improved productivity and closing ratios Lower indemnity expenses Identify valuable subrogation opportunities 3 3 Ideal For Claims professionals Risk managers Prevent Claims Issues Before They Happen Expedite Simple Claims Automated risk analysis helps fast-track simple claims with 95% accuracy based on Day-1 data. Monitor Complex Claims Isolate and track complex claims to understand the factors driving cost. Prevent Claim Escalations Real-time alerts flag high-risk claims before they escalate for maximum insurance claims optimization. CLARA Triage deploys in weeks with little IT effort CLARA Triage has the flexibility to integrate with you CLARA Triage is secure with annual certifications Easy To Deploy Our cloud-based platform can be up and running in 8-12 weeks after historical data is received, including model tuning, alert configuration, and hands-on training for adjusters. Seamless Workflows Adjusters can access claims directly via our cloud-based module at any time from any location, or flex their existing systems with our pre-built APIs for simple integration. Security Is Our Priority Rest easy with HIPAA compliance, annual SOC 2 certification, and data encryption that meets or exceeds industry standards in safeguarding your data. It's Easy To Get Started Optimize claims outcomes with the power of AI Request Demo Subscribe To Our Newsletter Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Litigation CLARA Treatment CLARA Fraud Lines of Business Workers Compensation Auto Liability General Liability Why CLARA AI Guide CLARA Benefits How It Works Who It’s For Our Partners Resources Blog ROI Calculators Case Studies About Us Company Press Releases CLARA in the News Careers Contact Us © Copyright 2026 CLARA Analytics, Inc. All Rights Reserved Site by Takeoff Terms Privacy We have updated our privacy policy and we are using cookies to give you the best experience on our website. By continuing to browse or by clicking "Accept", you agree to the storing of cookies to enhance your site visit. You can find out more about which cookies we are using or how to switch them off in our privacy policy . Close GDPR Cookie Banner Accept Close GDPR Cookie Banner Close GDPR Cookie Settings Privacy Overview Strictly Necessary Cookies Privacy Overview This website uses cookies so that we can provide you with the best user experience possible. Cookie information is stored in your browser and performs functions such as recognising you when you return to our website and helping our team to understand which sections of the website you find most interesting and useful. Strictly Necessary Cookies Strictly Necessary Cookie should be enabled at all times so that we can save your preferences for cookie settings. Enable or Disable Cookies Enabled Disabled Enable All Save Changes Why CLARA? | Insurance Analytics Platform Menu Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Fraud CLARA Litigation CLARA Treatment Lines of Business Workers Compensation Auto Liability General Liability Why CLARA? AI Guide CLARA Benefits How It Works Who’s It For Our Partners Resources Doc Intel ROI Calculator Case Studies Blog About Company Press Releases CLARA in the News Careers Contact Us Request Demo Request Demo Why CLARA ? With mature models and proven ROI the choice is easy. We are enthusiastic problem-solvers at our core and we strive to maximize value for our clients and their customers. Focus on Value Our #1 goal is to drive value for our customers in the form of reduced claim expenses and loss costs. Our #1 goal is to drive value for our customers in the form of reduced claim expenses and loss costs. Insurance acumen We are an insurtech built by insurance professionals, not just another tech startup looking to disrupt. We are an insurtech built by insurance professionals, not just another tech startup looking to disrupt. Constant Invention With CLARA our AI models are always learning and getting better. We consistently add valuable features and tools with feedback from our customers. With CLARA our AI models are always learning and getting better. We consistently add valuable features and tools with feedback from our customers. Core Systems Integration Leave the heavy IT lift to CLARA. We have prebuilt integrations with leading core systems including Guidwire ClaimCenter and Origami Risk. Leave the heavy IT lift to CLARA. We have prebuilt integrations with leading core systems including Guidwire ClaimCenter and Origami Risk. Cost Effective Our AI-as-a-Service subscriptions are a small fraction of the annual cost of building and maintaining a homegrown solution. Our AI-as-a-Service subscriptions are a small fraction of the annual cost of building and maintaining a homegrown solution. Industry Leading Claims Data Base Our contributory database of casualty claims provides our customers a broader view of claims across markets and drives deeper insights beyond what is possible alone. Our contributory database of casualty claims provides our customers a broader view of claims across markets and drives deeper insights beyond what is possible alone. Wondering where to start with augmented intelligence? AI is a game-changer for your claims management strategy. But with all the noise surrounding the technology, it can feel overwhelming to get started. Check out our ultimate guide to AI for casualty claims. Keep reading How It Works 1 1 Contribute: Customer provide historical claims data to our leading Contributory Database Model that enables insights that are difficult for sole carriers to replicate. 2 2 Analyze: Our AI models go to work daily looking at any new data coming in and analyzing claims for opportunities to prevent loss cost escalation. 3 3 Alert & Take Action: Claims teams receive alerts daily on which claims to focus on. Choose from a rich set of preset insights and alerts or work with CLARA to customize alerts that fit your workflows. Who’s It For? 1 1 Carriers Our carrier customers use CLARA to become data-informed for both in-house claims teams and with their TPA partners. CLARA’s tools work for claim leadership, adjusters, nurse case managers and defense counsel. 2 2 Self-Insured Enterprises Fortune 500 organizations use CLARA to manage their claims exposure. Our augmented intelligence solutions work for both in-house and TPA claims management. 3 3 MGAs/MGUs CLARA is the preferred casualty claims platform for MGAs/MGUs. Our AI platform grows with the MGA/MGU as they expand and take on more claims management responsibility. Grow market share with claims complexity modeling, TPA dashboards and improved collaboration, and industry benchmarking. 4 4 Third Party Administrators TPA’s use CLARA at the request of their clients and even independently to drive the best claim outcomes for their customers. Our Partners We have strategic partners that improve the user experience and help drive accelerated value to our customers. Key partnerships include: View Our Partners Native core system integration with Guidewire Cloud ClaimCenter AWS Certified and part of the Amazon Web Services Partner Network (APN) Two SaaS powerhouses come together with native integration of CLARA into Origami Risk's claims management platform. Partnership focused on driving litigation savings with augmented intelligence. It's Easy To Get Started Optimize claims outcomes with the power of AI Request Demo Subscribe To Our Newsletter Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Litigation CLARA Treatment CLARA Fraud Lines of Business Workers Compensation Auto Liability General Liability Why CLARA AI Guide CLARA Benefits How It Works Who It’s For Our Partners Resources Blog ROI Calculators Case Studies About Us Company Press Releases CLARA in the News Careers Contact Us © Copyright 2026 CLARA Analytics, Inc. All Rights Reserved Site by Takeoff Terms Privacy We have updated our privacy policy and we are using cookies to give you the best experience on our website. By continuing to browse or by clicking "Accept", you agree to the storing of cookies to enhance your site visit. You can find out more about which cookies we are using or how to switch them off in our privacy policy . Close GDPR Cookie Banner Accept Close GDPR Cookie Banner Close GDPR Cookie Settings Privacy Overview Strictly Necessary Cookies Privacy Overview This website uses cookies so that we can provide you with the best user experience possible. Cookie information is stored in your browser and performs functions such as recognising you when you return to our website and helping our team to understand which sections of the website you find most interesting and useful. Strictly Necessary Cookies Strictly Necessary Cookie should be enabled at all times so that we can save your preferences for cookie settings. Enable or Disable Cookies Enabled Disabled Enable All Save Changes Privacy Policy | CLARA Menu Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Fraud CLARA Litigation CLARA Treatment Lines of Business Workers Compensation Auto Liability General Liability Why CLARA? AI Guide CLARA Benefits How It Works Who’s It For Our Partners Resources Doc Intel ROI Calculator Case Studies Blog About Company Press Releases CLARA in the News Careers Contact Us Request Demo Request Demo Privacy Policy Last Updated March 3, 2025 CLARA Analytics, Inc. (www.claraanalytics.com), as well as any present or future affiliated or related company (“CLARA” or “we”), recognizes the importance of your privacy.  This privacy policy tells you what personal information we collect, how we use it, and what controls we have over it.  CLARA may change this privacy policy from time to time, at its sole discretion, as discussed in section 7 below.  By using or visiting any CLARA website, application, product, software, tool, data feed, and/or service (collectively the “Service”), you understand and agree to the terms of this policy. 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Subscribe to our newsletter Heather Wilson Named One of the Top Fintech CEOs of 2025 Team CLARA Analytics January 28, 2026 Insurance Thought Leadership: How Insurance Fraud Networks Evade Detection Team CLARA Analytics January 14, 2026 WorkCompWire: CLARA Analytics Launches Data Engineering as a Service Team CLARA Analytics October 16, 2025 Reinsurance News: CLARA Analytics unveils new offering service that transforms data into AI-ready assets Team CLARA Analytics October 16, 2025 TechIntelPro: CLARA Launches Data Engineering Service for AI-Ready Insurance Team CLARA Analytics October 15, 2025 Insurtech Analyst: CLARA Analytics launches DEaaS to transform insurance AI Team CLARA Analytics October 15, 2025 Fintech Global: CLARA Analytics unveils data engineering as a service Team CLARA Analytics October 15, 2025 Global Fintech Series: CLARA Analytics Launches Data Engineering as a Service, Laying the Foundation for Agentic Reasoning in Insurance AI Team CLARA Analytics October 14, 2025 Fintech Finance News: CLARA Analytics Launches Data Engineering as a Service, Laying the Foundation for Agentic Reasoning in Insurance AI Team CLARA Analytics October 14, 2025 1 2 3 … 42 Next » It's Easy To Get Started Optimize claims outcomes with the power of AI Request Demo Subscribe To Our Newsletter Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Litigation CLARA Treatment CLARA Fraud Lines of Business Workers Compensation Auto Liability General Liability Why CLARA AI Guide CLARA Benefits How It Works Who It’s For Our Partners Resources Blog ROI Calculators Case Studies About Us Company Press Releases CLARA in the News Careers Contact Us © Copyright 2026 CLARA Analytics, Inc. All Rights Reserved Site by Takeoff Terms Privacy We have updated our privacy policy and we are using cookies to give you the best experience on our website. By continuing to browse or by clicking "Accept", you agree to the storing of cookies to enhance your site visit. You can find out more about which cookies we are using or how to switch them off in our privacy policy . Close GDPR Cookie Banner Accept Close GDPR Cookie Banner Close GDPR Cookie Settings Privacy Overview Strictly Necessary Cookies Privacy Overview This website uses cookies so that we can provide you with the best user experience possible. Cookie information is stored in your browser and performs functions such as recognising you when you return to our website and helping our team to understand which sections of the website you find most interesting and useful. Strictly Necessary Cookies Strictly Necessary Cookie should be enabled at all times so that we can save your preferences for cookie settings. Enable or Disable Cookies Enabled Disabled Enable All Save Changes Why CLARA? | Insurance Analytics Platform Menu Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Fraud CLARA Litigation CLARA Treatment Lines of Business Workers Compensation Auto Liability General Liability Why CLARA? AI Guide CLARA Benefits How It Works Who’s It For Our Partners Resources Doc Intel ROI Calculator Case Studies Blog About Company Press Releases CLARA in the News Careers Contact Us Request Demo Request Demo Why CLARA ? With mature models and proven ROI the choice is easy. We are enthusiastic problem-solvers at our core and we strive to maximize value for our clients and their customers. Focus on Value Our #1 goal is to drive value for our customers in the form of reduced claim expenses and loss costs. Our #1 goal is to drive value for our customers in the form of reduced claim expenses and loss costs. Insurance acumen We are an insurtech built by insurance professionals, not just another tech startup looking to disrupt. We are an insurtech built by insurance professionals, not just another tech startup looking to disrupt. Constant Invention With CLARA our AI models are always learning and getting better. We consistently add valuable features and tools with feedback from our customers. With CLARA our AI models are always learning and getting better. We consistently add valuable features and tools with feedback from our customers. Core Systems Integration Leave the heavy IT lift to CLARA. We have prebuilt integrations with leading core systems including Guidwire ClaimCenter and Origami Risk. Leave the heavy IT lift to CLARA. We have prebuilt integrations with leading core systems including Guidwire ClaimCenter and Origami Risk. Cost Effective Our AI-as-a-Service subscriptions are a small fraction of the annual cost of building and maintaining a homegrown solution. Our AI-as-a-Service subscriptions are a small fraction of the annual cost of building and maintaining a homegrown solution. Industry Leading Claims Data Base Our contributory database of casualty claims provides our customers a broader view of claims across markets and drives deeper insights beyond what is possible alone. Our contributory database of casualty claims provides our customers a broader view of claims across markets and drives deeper insights beyond what is possible alone. Wondering where to start with augmented intelligence? AI is a game-changer for your claims management strategy. But with all the noise surrounding the technology, it can feel overwhelming to get started. Check out our ultimate guide to AI for casualty claims. Keep reading How It Works 1 1 Contribute: Customer provide historical claims data to our leading Contributory Database Model that enables insights that are difficult for sole carriers to replicate. 2 2 Analyze: Our AI models go to work daily looking at any new data coming in and analyzing claims for opportunities to prevent loss cost escalation. 3 3 Alert & Take Action: Claims teams receive alerts daily on which claims to focus on. Choose from a rich set of preset insights and alerts or work with CLARA to customize alerts that fit your workflows. Who’s It For? 1 1 Carriers Our carrier customers use CLARA to become data-informed for both in-house claims teams and with their TPA partners. CLARA’s tools work for claim leadership, adjusters, nurse case managers and defense counsel. 2 2 Self-Insured Enterprises Fortune 500 organizations use CLARA to manage their claims exposure. Our augmented intelligence solutions work for both in-house and TPA claims management. 3 3 MGAs/MGUs CLARA is the preferred casualty claims platform for MGAs/MGUs. Our AI platform grows with the MGA/MGU as they expand and take on more claims management responsibility. Grow market share with claims complexity modeling, TPA dashboards and improved collaboration, and industry benchmarking. 4 4 Third Party Administrators TPA’s use CLARA at the request of their clients and even independently to drive the best claim outcomes for their customers. Our Partners We have strategic partners that improve the user experience and help drive accelerated value to our customers. Key partnerships include: View Our Partners Native core system integration with Guidewire Cloud ClaimCenter AWS Certified and part of the Amazon Web Services Partner Network (APN) Two SaaS powerhouses come together with native integration of CLARA into Origami Risk's claims management platform. Partnership focused on driving litigation savings with augmented intelligence. It's Easy To Get Started Optimize claims outcomes with the power of AI Request Demo Subscribe To Our Newsletter Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Litigation CLARA Treatment CLARA Fraud Lines of Business Workers Compensation Auto Liability General Liability Why CLARA AI Guide CLARA Benefits How It Works Who It’s For Our Partners Resources Blog ROI Calculators Case Studies About Us Company Press Releases CLARA in the News Careers Contact Us © Copyright 2026 CLARA Analytics, Inc. All Rights Reserved Site by Takeoff Terms Privacy We have updated our privacy policy and we are using cookies to give you the best experience on our website. By continuing to browse or by clicking "Accept", you agree to the storing of cookies to enhance your site visit. You can find out more about which cookies we are using or how to switch them off in our privacy policy . Close GDPR Cookie Banner Accept Close GDPR Cookie Banner Close GDPR Cookie Settings Privacy Overview Strictly Necessary Cookies Privacy Overview This website uses cookies so that we can provide you with the best user experience possible. Cookie information is stored in your browser and performs functions such as recognising you when you return to our website and helping our team to understand which sections of the website you find most interesting and useful. Strictly Necessary Cookies Strictly Necessary Cookie should be enabled at all times so that we can save your preferences for cookie settings. Enable or Disable Cookies Enabled Disabled Enable All Save Changes The "Build vs. Buy" Matrix for Claims AI | CLARA Menu Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Fraud CLARA Litigation CLARA Treatment Lines of Business Workers Compensation Auto Liability General Liability Why CLARA? AI Guide CLARA Benefits How It Works Who’s It For Our Partners Resources Doc Intel ROI Calculator Case Studies Blog About Company Press Releases CLARA in the News Careers Contact Us Request Demo Request Demo Back to Blog The “Build vs. Buy” Matrix for Claims AI: When Building is Actually the Right Choice If you are a claims executive, your inbox is likely overflowing with urgent pitches from vendors promising to “revolutionize your claims workflow” with AI. The pressure to buy is real. You are watching competitors announce partnerships, your board is asking for an AI strategy, and your adjusters are drowning in administrative work. In this environment, waiting 18 months for internal IT to build a custom solution feels like a strategic failure. This often leads to “ shadow procurement ”: business units buying software without IT oversight just to get moving. The hesitation from IT is also valid. They know that many of these platforms are actually just thin user interfaces sitting on top of public models like OpenAI’s GPT ( also known as a GPT wrapper ). So, who is right? Neither. The conflict comes from treating every AI opportunity as the same type of problem. To solve this, you don’t need a ban on vendors. You need a decision matrix on when and how to use them. The Decision Matrix: Renting Speed vs. Buying Expertise When a new use case pops up, how do you decide whether to sign a vendor contract or put it on the internal engineering backlog? You should evaluate two variables: the complexity of the problem and the data advantage. 1. The Low Complexity “Utility” Zone: Buy Examples: Meeting transcription, email drafting, basic document summarization. The logic: Your ability to draft a settlement letter slightly better than your competitor is not a strategic moat; it is a commodity task. Speed is the only metric that matters here. The decision: Don’t waste expensive data science hours building a custom email drafter. Buy a secure, compliant wrapper that integrates with your email provider. Pay for the UI and get it deployed in weeks. 2. The High Complexity “Expert” Zone: Buy  Examples: Litigation prediction, fraud detection, medical severity scoring. The logic: This is the “data gravity” trap. You could build a fraud model internally, but your model will only ever learn from your claims. A specialized vendor sees fraud patterns across 50 different carriers. Their model is smarter because their dataset is vastly larger than yours will ever be.  The decision: Buy. Do not try to outbuild a vendor with a massive “data moat.” Partner with vertical AI companies that offer deep, domain-specific intelligence that you cannot replicate in-house. This isn’t a wrapper; it’s a specialized brain. 3. The High Internal Specificity “Idiosyncratic” Zone: Build Examples: Internal claim routing rules, adjuster assignment logic, proprietary settlement authority matrices. The logic: These problems rely entirely on your specific internal culture, legacy systems, and risk appetite. A vendor model won’t know that Steve in Florida handles high-touch VIP claims. The decision: Build. This is your “secret sauce.” Keep the logic that defines your specific operational DNA in-house. Demystifying the “Wrapper” vs. “Vertical AI” The danger in procurement isn’t buying software; it’s mistaking a wrapper for vertical AI . A wrapper sells you an interface; its value is in workflow enhancements. Vertical AI sells you a pre-trained, expert model; its value is in the domain intelligence it offers. If a vendor claims to do litigation prediction but is just sending your case facts to OpenAI with a generic prompt, you are buying a wrapper at a vertical AI price.  However, if that vendor has a database of 10 million past court verdicts and uses that proprietary data to predict your case outcome , they are offering expertise. That is an asset you should acquire. How to Vet the Vendors Whether you are buying a wrapper for speed or vertical AI for expertise, you must vet the vendor to ensure security. Ask these three questions in the first conversation: 1. “What is your data retention policy with the model provider?” You need a “zero-day retention” guarantee. This means that if the vendor sends your claim data to OpenAI/AWS/Azure for processing, the data is deleted immediately after the answer is generated. It must never be used to train the public base model. 2. “What is your proprietary IP?” This is the litmus test. Wrapper answer: “We have great prompt engineering.”  Vertical AI answer: “We have a proprietary consortium database of 50 million claims that trains our models (and/or grounds our predictions).”  3. “Are you model agnostic?” The AI landscape is constantly changing. A good vendor abstracts the model layer, allowing you to swap out the engine (e.g., GPT-4 to Claude to Llama) as technology advances. You want to buy their application and their data, not be locked into their specific choice of LLM. If they are selling “expert” prices but give “wrapper” answers, walk away. Stop Fighting, Start Sorting The tension between Claims Ops (“We need tools now”) and IT Security (“We need control”) disappears when you agree on this matrix. Shadow Procurement happens when Ops feels like IT is the “Department of No.” By adopting a “Build vs. Buy” strategy, IT becomes a partner. You can say: “We will buy this email tool because it’s a commodity. We will buy this litigation predictor because the vendor has better data than we do. But we will build the routing engine ourselves because that requires our internal logic.” It is not about avoiding vendors. It is about knowing the difference between renting a tool and hiring an expert. Chad Langford Chad Langford is the Data Science Vice President at CLARA Analytics. Share: Featured News Document Intelligence: Making OCR Work at Scale Chad Langford March 31, 2026 The Data Context Layer: Context Engineering for AI-Native Platforms Chad Langford March 25, 2026 AI-Native Engineering Leadership: The Six Forces Reshaping How We Build Chad Langford February 23, 2026 It's Easy To Get Started Optimize claims outcomes with the power of AI Request Demo Subscribe To Our Newsletter Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Litigation CLARA Treatment CLARA Fraud Lines of Business Workers Compensation Auto Liability General Liability Why CLARA AI Guide CLARA Benefits How It Works Who It’s For Our Partners Resources Blog ROI Calculators Case Studies About Us Company Press Releases CLARA in the News Careers Contact Us © Copyright 2026 CLARA Analytics, Inc. All Rights Reserved Site by Takeoff Terms Privacy We have updated our privacy policy and we are using cookies to give you the best experience on our website. By continuing to browse or by clicking "Accept", you agree to the storing of cookies to enhance your site visit. You can find out more about which cookies we are using or how to switch them off in our privacy policy . Close GDPR Cookie Banner Accept Close GDPR Cookie Banner Close GDPR Cookie Settings Privacy Overview Strictly Necessary Cookies Privacy Overview This website uses cookies so that we can provide you with the best user experience possible. Cookie information is stored in your browser and performs functions such as recognising you when you return to our website and helping our team to understand which sections of the website you find mos Press Releases | CLARA Menu Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Fraud CLARA Litigation CLARA Treatment Lines of Business Workers Compensation Auto Liability General Liability Why CLARA? AI Guide CLARA Benefits How It Works Who’s It For Our Partners Resources Doc Intel ROI Calculator Case Studies Blog About Company Press Releases CLARA in the News Careers Contact Us Request Demo Request Demo Press Releases CLARA Analytics Launches Data Engineering as a Service, Laying the Foundation for Agentic Reasoning in Insurance AI Team CLARA Analytics October 14, 2025 CLARA Analytics Launches First Intelligence-as-a-Service to Put Insurers in Control Team CLARA Analytics September 9, 2025 CLARA Analytics Introduces Triage Risk Notes and Claim Event Indicators to Advance Claims Management Team CLARA Analytics July 10, 2025 CLARA Analytics Expands AI Platform to Combat Bad Faith Claims and Social Inflation Team CLARA Analytics June 4, 2025 CLARA Analytics Study Reveals AI as Early Warning System for Insurance Fraud Team CLARA Analytics May 21, 2025 CLARA Analytics Unveils AI-Driven Subrogation Detection for Insurance Claims Team CLARA Analytics May 7, 2025 Integration of Guidewire Cloud and CLARA Analytics Boosts Claim Outcomes and Achieves Exceptional ROI Team CLARA Analytics April 8, 2025 Merchants Insurance Group Selects CLARA Analytics to Increase Operational Efficiency and Improve the Claims Experience Team CLARA Analytics February 5, 2025 Finance Veteran Eugene Wong Joins CLARA Analytics to Guide Company Through Its Next Phase of Hyper Growth Team CLARA Analytics October 31, 2024 1 2 3 … 10 Next » It's Easy To Get Started Optimize claims outcomes with the power of AI Request Demo Subscribe To Our Newsletter Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Litigation CLARA Treatment CLARA Fraud Lines of Business Workers Compensation Auto Liability General Liability Why CLARA AI Guide CLARA Benefits How It Works Who It’s For Our Partners Resources Blog ROI Calculators Case Studies About Us Company Press Releases CLARA in the News Careers Contact Us © Copyright 2026 CLARA Analytics, Inc. All Rights Reserved Site by Takeoff Terms Privacy We have updated our privacy policy and we are using cookies to give you the best experience on our website. By continuing to browse or by clicking "Accept", you agree to the storing of cookies to enhance your site visit. You can find out more about which cookies we are using or how to switch them off in our privacy policy . Close GDPR Cookie Banner Accept Close GDPR Cookie Banner Close GDPR Cookie Settings Privacy Overview Strictly Necessary Cookies Privacy Overview This website uses cookies so that we can provide you with the best user experience possible. Cookie information is stored in your browser and performs functions such as recognising you when you return to our website and helping our team to understand which sections of the website you find most interesting and useful. Strictly Necessary Cookies Strictly Necessary Cookie should be enabled at all times so that we can save your preferences for cookie settings. Enable or Disable Cookies Enabled Disabled Enable All Save Changes Why CLARA? | Insurance Analytics Platform Menu Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Fraud CLARA Litigation CLARA Treatment Lines of Business Workers Compensation Auto Liability General Liability Why CLARA? AI Guide CLARA Benefits How It Works Who’s It For Our Partners Resources Doc Intel ROI Calculator Case Studies Blog About Company Press Releases CLARA in the News Careers Contact Us Request Demo Request Demo Why CLARA ? With mature models and proven ROI the choice is easy. We are enthusiastic problem-solvers at our core and we strive to maximize value for our clients and their customers. Focus on Value Our #1 goal is to drive value for our customers in the form of reduced claim expenses and loss costs. Our #1 goal is to drive value for our customers in the form of reduced claim expenses and loss costs. Insurance acumen We are an insurtech built by insurance professionals, not just another tech startup looking to disrupt. We are an insurtech built by insurance professionals, not just another tech startup looking to disrupt. Constant Invention With CLARA our AI models are always learning and getting better. We consistently add valuable features and tools with feedback from our customers. With CLARA our AI models are always learning and getting better. We consistently add valuable features and tools with feedback from our customers. Core Systems Integration Leave the heavy IT lift to CLARA. We have prebuilt integrations with leading core systems including Guidwire ClaimCenter and Origami Risk. Leave the heavy IT lift to CLARA. We have prebuilt integrations with leading core systems including Guidwire ClaimCenter and Origami Risk. Cost Effective Our AI-as-a-Service subscriptions are a small fraction of the annual cost of building and maintaining a homegrown solution. Our AI-as-a-Service subscriptions are a small fraction of the annual cost of building and maintaining a homegrown solution. Industry Leading Claims Data Base Our contributory database of casualty claims provides our customers a broader view of claims across markets and drives deeper insights beyond what is possible alone. Our contributory database of casualty claims provides our customers a broader view of claims across markets and drives deeper insights beyond what is possible alone. Wondering where to start with augmented intelligence? AI is a game-changer for your claims management strategy. But with all the noise surrounding the technology, it can feel overwhelming to get started. Check out our ultimate guide to AI for casualty claims. Keep reading How It Works 1 1 Contribute: Customer provide historical claims data to our leading Contributory Database Model that enables insights that are difficult for sole carriers to replicate. 2 2 Analyze: Our AI models go to work daily looking at any new data coming in and analyzing claims for opportunities to prevent loss cost escalation. 3 3 Alert & Take Action: Claims teams receive alerts daily on which claims to focus on. Choose from a rich set of preset insights and alerts or work with CLARA to customize alerts that fit your workflows. Who’s It For? 1 1 Carriers Our carrier customers use CLARA to become data-informed for both in-house claims teams and with their TPA partners. CLARA’s tools work for claim leadership, adjusters, nurse case managers and defense counsel. 2 2 Self-Insured Enterprises Fortune 500 organizations use CLARA to manage their claims exposure. Our augmented intelligence solutions work for both in-house and TPA claims management. 3 3 MGAs/MGUs CLARA is the preferred casualty claims platform for MGAs/MGUs. Our AI platform grows with the MGA/MGU as they expand and take on more claims management responsibility. Grow market share with claims complexity modeling, TPA dashboards and improved collaboration, and industry benchmarking. 4 4 Third Party Administrators TPA’s use CLARA at the request of their clients and even independently to drive the best claim outcomes for their customers. Our Partners We have strategic partners that improve the user experience and help drive accelerated value to our customers. Key partnerships include: View Our Partners Native core system integration with Guidewire Cloud ClaimCenter AWS Certified and part of the Amazon Web Services Partner Network (APN) Two SaaS powerhouses come together with native integration of CLARA into Origami Risk's claims management platform. Partnership focused on driving litigation savings with augmented intelligence. It's Easy To Get Started Optimize claims outcomes with the power of AI Request Demo Subscribe To Our Newsletter Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Litigation CLARA Treatment CLARA Fraud Lines of Business Workers Compensation Auto Liability General Liability Why CLARA AI Guide CLARA Benefits How It Works Who It’s For Our Partners Resources Blog ROI Calculators Case Studies About Us Company Press Releases CLARA in the News Careers Contact Us © Copyright 2026 CLARA Analytics, Inc. All Rights Reserved Site by Takeoff Terms Privacy We have updated our privacy policy and we are using cookies to give you the best experience on our website. By continuing to browse or by clicking "Accept", you agree to the storing of cookies to enhance your site visit. You can find out more about which cookies we are using or how to switch them off in our privacy policy . Close GDPR Cookie Banner Accept Close GDPR Cookie Banner Close GDPR Cookie Settings Privacy Overview Strictly Necessary Cookies Privacy Overview This website uses cookies so that we can provide you with the best user experience possible. Cookie information is stored in your browser and performs functions such as recognising you when you return to our website and helping our team to understand which sections of the website you find most interesting and useful. Strictly Necessary Cookies Strictly Necessary Cookie should be enabled at all times so that we can save your preferences for cookie settings. Enable or Disable Cookies Enabled Disabled Enable All Save Changes CLARAty.ai | The AI Analytics Platform Built for in Insurance Menu Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Fraud CLARA Litigation CLARA Treatment Lines of Business Workers Compensation Auto Liability General Liability Why CLARA? AI Guide CLARA Benefits How It Works Who’s It For Our Partners Resources Doc Intel ROI Calculator Case Studies Blog About Company Press Releases CLARA in the News Careers Contact Us Request Demo Request Demo The AI Playbook for Claims Professionals Accelerate AI adoption with CLARAty.ai, CLARA’s mature AI platform with generative and predictive AI models developed specifically for casualty claims. CLARAty.ai offers modern insurers a robust casualty claims intelligence platform, leveraging cutting-edge predictive and generative AI technologies. It serves as a claims professional co-pilot, providing guidance and advanced risk analysis while seamlessly integrating with your claims or RMIS systems to proactively manage claims exposure and reduce losses. The CLARAty.ai Platform Provides a Complete Picture of Your Casualty Claims: Accurately segment claims ImproveTPA collaboration Decrease litigation Optimize legal strategies Industry benchmarking & settlement guidance Generative AI document review Reduce legal expenses Improve return to work KPIs Better treatment outcomes Solve Real Claims Problems With CLARAty Claims Document Intelligence Pro Save time and gain advanced insights to avoid claim escalation with an elegant combination of AI solutions that automatically reads and analyzes legal demands, medical records and bills. Learn more Save time and gain advanced insights to avoid claim escalation with an elegant combination of AI solutions that automatically reads and analyzes legal demands, medical records and bills. Learn more Triage Lower claim duration and indemnity expenses by predicting severity and detecting changes to proactively manage claims with powerful AI. Learn more Lower claim duration and indemnity expenses by predicting severity and detecting changes to proactively manage claims with powerful AI. Learn more Treatment Lower medical expenses and return to work faster by identifying medical providers consistently associated with positive outcomes with outcomes-based scoring. Learn more Lower medical expenses and return to work faster by identifying medical providers consistently associated with positive outcomes with outcomes-based scoring. Learn more Litigation Lower attorney involvement and litigation rates by detecting litigation risk, understanding attorney performance, and resolving claims with best-in-breed AI. Learn more Lower attorney involvement and litigation rates by detecting litigation risk, understanding attorney performance, and resolving claims with best-in-breed AI. Learn more CLARA Fraud Detect potential fraud in workers’ compensation claims and streamline the referral process to investigative units with the latest in generative AI. CLARA Fraud Detect potential fraud in workers’ compensation claims and streamline the referral process to investigative units with the latest in generative AI. CLARA Fraud CLARA MSP Compliance Save time over over 33% of the cost for Medicare Secondary Payer submissions. CLARA MSP Compliance Save time over over 33% of the cost for Medicare Secondary Payer submissions. CLARA MSP Compliance What does CLARAty.ai do for you? CLARAty.ai is your core claim intelligence platform. Accelerate your AI playbook and drive real loss cost savings and operational efficiencies with the leading casualty claim platform used by the most innovative insurers. What does CLARAty.ai do for you? CLARAty.ai is your core claim intelligence platform. Accelerate your AI playbook and drive real loss cost savings and operational efficiencies with the leading casualty claim platform used by the most innovative insurers. 1 1 It gives you CLARAvoyance. See where the claim is going with tree-based probabilities and cohorts analysis Process claims faster with automated document review and provider and attorney recommendations Help adjusters spot fraud with automated review Improve claims accuracy with predictive analytics, including claim severity with cohort analysis, attorney involvement and legal settlement guidance 2 2 It helps you CLARAfy claims. Understand claim risk by segment and where they are in the claim lifecycle Optimize your team with industry and internal benchmarking on operations and claim outcomes Track service provider performance on your past and current claims Understand where a claim is now with tree-based probabilities and cohorts analysis Gain confidence on what action to take including settlement guidance Real Results Our Products Have Saved Our Clients Millions Of Dollars Each Year, Generating ROls That Can Exceed 500%. By Using CLARA, A Mid-Sized Carrier Saved: $ 4.2 M $ 4.2 M Optimizing Providers & Lowering Claim Duration $ 16 M $ 16 M Lowering Litigation Rates & Medical Expenses $ 4.9 M $ 4.9 M Segmenting by Severity & Lowering Litigation 33 % 33 % Savings in MSP Compliance Costs Why CLARA? When you partner with CLARA you get a mature AI platform, growing since 2017. We trained our models on millions of closed claims from leading insurers for accurate, insurance-specific insights. See the CLARA difference It's Easy To Get Started Optimize claims outcomes with the power of AI Request Demo Subscribe To Our Newsletter Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Litigation CLARA Treatment CLARA Fraud Lines of Business Workers Compensation Auto Liability General Liability Why CLARA AI Guide CLARA Benefits How It Works Who It’s For Our Partners Resources Blog ROI Calculators Case Studies About Us Company Press Releases CLARA in the News Careers Contact Us © Copyright 2026 CLARA Analytics, Inc. All Rights Reserved Site by Takeoff Terms Privacy We have updated our privacy policy and we are using cookies to give you the best experience on our website. By continuing to browse or by clicking "Accept", you agree to the storing of cookies to enhance your site visit. You can find out more about which cookies we are using or how to switch them off in our privacy policy . Close GDPR Cookie Banner Accept Close GDPR Cookie Banner Close GDPR Cookie Settings Privacy Overview Strictly Necessary Cookies Privacy Overview This website uses cookies so that we can provide you with the best user experience possible. Cookie information is stored in your browser and performs functions such as recognising you when you return to our website and helping our team to understand which sections of the website you find most interesting and useful. Strictly Necessary Cookies Strictly Necessary Cookie should be enabled at all times so that we can save your preferences for cookie settings. Enable or Disable Cookies Enabled Disabled Enable All Save Changes CLARA Analytics Blog | Augmented Intelligence News and Articles Menu Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Fraud CLARA Litigation CLARA Treatment Lines of Business Workers Compensation Auto Liability General Liability Why CLARA? AI Guide CLARA Benefits How It Works Who’s It For Our Partners Resources Doc Intel ROI Calculator Case Studies Blog About Company Press Releases CLARA in the News Careers Contact Us Request Demo Request Demo CLARAfied Thoughts Welcome to CLARAfied Thoughts, our blog and repository of articles written by our subject matter experts. Check back here often for our latest perspectives on AI and the insurance industry and subscribe to our monthly newsletter. Subscribe to our newsletter Document Intelligence: Making OCR Work at Scale Doug Lawrence March 31, 2026 The Data Context Layer: Context Engineering for AI-Native Platforms Doug Lawrence March 25, 2026 AI-Native Engineering Leadership: The Six Forces Reshaping How We Build Doug Lawrence February 23, 2026 Shadow AI is a Governance Failure: How to Build a “Paved Road” for Safe Experimentation Chad Langford February 11, 2026 The “Build vs. Buy” Matrix for Claims AI: When Building is Actually the Right Choice Chad Langford January 29, 2026 Prompt Hacking Claims Guidelines: When Shadow AI Breaks Consistency Chad Langford January 26, 2026 Guiding Claims to Optimal Outcomes with CLARA Next Best Reasoning Team CLARA Analytics January 13, 2026 CLARA Control Tower: The Game-Changing Hub for Claims Intelligence Team CLARA Analytics January 13, 2026 Don’t Just Ban Shadow AI, Instrument It: Using Rogue Usage as Your Product Roadmap Chad Langford January 7, 2026 1 2 3 … 17 Next » It's Easy To Get Started Optimize claims outcomes with the power of AI Request Demo Subscribe To Our Newsletter Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Litigation CLARA Treatment CLARA Fraud Lines of Business Workers Compensation Auto Liability General Liability Why CLARA AI Guide CLARA Benefits How It Works Who It’s For Our Partners Resources Blog ROI Calculators Case Studies About Us Company Press Releases CLARA in the News Careers Contact Us © Copyright 2026 CLARA Analytics, Inc. All Rights Reserved Site by Takeoff Terms Privacy We have updated our privacy policy and we are using cookies to give you the best experience on our website. By continuing to browse or by clicking "Accept", you agree to the storing of cookies to enhance your site visit. You can find out more about which cookies we are using or how to switch them off in our privacy policy . Close GDPR Cookie Banner Accept Close GDPR Cookie Banner Close GDPR Cookie Settings Privacy Overview Strictly Necessary Cookies Privacy Overview This website uses cookies so that we can provide you with the best user experience possible. Cookie information is stored in your browser and performs functions such as recognising you when you return to our website and helping our team to understand which sections of the website you find most interesting and useful. Strictly Necessary Cookies Strictly Necessary Cookie should be enabled at all times so that we can save your preferences for cookie settings. Enable or Disable Cookies Enabled Disabled Enable All Save Changes AI-Native Engineering Leadership: 6 Forces Reshaping Build Menu Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Fraud CLARA Litigation CLARA Treatment Lines of Business Workers Compensation Auto Liability General Liability Why CLARA? AI Guide CLARA Benefits How It Works Who’s It For Our Partners Resources Doc Intel ROI Calculator Case Studies Blog About Company Press Releases CLARA in the News Careers Contact Us Request Demo Request Demo Back to Blog AI-Native Engineering Leadership: The Six Forces Reshaping How We Build Over the last decade, I have seen engineering organizations at every phase: early invention, rapid scale, and the messy middle where shortcuts begin to compound. I have built new products from zero and stepped into systems where accumulated tech debt was slowing momentum. Today, I lead engineering for an AI-native platform , where machine learning and AI operate directly inside claims workflows. In many startups, velocity dominates. Now, in AI-native regulated systems, explainability, traceability, and regulatory accountability are equals. You cannot optimize for one at the expense of the others. The leadership model built for transactional, deterministic platform teams does not cleanly map to non-deterministic, AI-native systems. When behavior is probabilistic and model output evolves over time, leaders must shift their focus from managing output to designing judgment and guardrails. Consequently, the leadership question changes from simply: “Did the code compile, pass tests, and deploy?” to “Is this system behavior acceptable within defined risk bounds?”  Our engineering leaders become far more engaged in defining product direction, delivery sequencing, and architectural tradeoffs than in prior operating models. When AI compresses execution time, defining the right problem and sequencing the work effectively becomes the real leverage. Six forces are converging, and together they are redefining how engineering teams must operate in AI-native environments. 1. Economic Pressure: Specialized Roles Are a Luxury You cannot staff a different specialist at every layer of the development team anymore. AI collapses boundaries across the stack and across ownership boundaries. Backend, data, infrastructure, machine learning, product, and program management are no longer cleanly separable lanes. Engineers who cannot navigate and contribute across all these cross-functional layers increase coordination cost. Specialization still matters. But system judgment matters more. In AI-native insurance systems, everything is a workflow, triggered by events and mediated by models. The constraint is no longer code production. It is decision latency across product definition informed by data, models, and system workflow orchestration. The engineers who create leverage are the ones who can operate across these layers and understand how technical decisions propagate through workflows. 2. Flatter Organizations: Decision-Making Moves Downward The organizational layers that once absorbed or managed ambiguity are disappearing. Ambiguity now lands directly on engineers, rather than being escalated. In production AI systems, ambiguity shows up as unclear model behavior, incomplete data, messy edge cases, and shifting inputs. If your team needs constant direction to move forward, you do not have a process problem. You have a hiring problem. AI-native systems require engineers who can create clarity under uncertainty. The reliable way to identify them is to test how they think, not just what they know. The old hiring model rewarded specialization. AI-native systems reward judgment, system-level reasoning, and comfort operating in ambiguity. 3. Wider Span of Control: Guardrails Over Oversight As teams grow, technical complexity compounds, and with AI-native platforms, you cannot effectively manage quality through human oversight. You must manage it through system instrumentation. In AI-native systems, instability rarely announces itself loudly: Data changes quietly. Model outputs drift . Scoring shifts. Workflow behavior diverges. No single change looks catastrophic. Over time, the system moves away from its original assumptions. In smaller, deterministic environments, leaders could rely on review cycles and escalation paths to catch issues. That does not scale in larger organizations running probabilistic systems. You cannot sit in every review. You cannot manually validate every change in model behavior. Instrumentation becomes the management layer. Clear evaluation standards, structured inputs, drift thresholds, and production-grade observability are not operational hygiene. They are the only scalable way to maintain quality when behavior evolves continuously. Without instrumentation, growth increases fragility. With it, growth increases leverage. In regulated environments, fragility is not theoretical. I have seen false velocity before. Lots of output. Very little leverage. The bill always arrives later. 4. AI-Assisted Development: Judgment Is the Scarce Asset The tools have arrived. Adoption is widespread and productivity gains are real . This is no longer experimental. It is table stakes. AI increases code production. It does not increase judgment. Senior engineers are facing an identity shift. When coding becomes partially commoditized, our leverage moves upstream to architecture, tradeoff calibration, and defining what should be built. The goal is better outcomes, not more code. Measure success by product velocity, quality, and business impact. Lines written are not a metric. We decide where AI adds leverage. Deploy it strategically to high-effort, well-defined work. Complex domain problems still require human context, system reasoning, and accountability. Validation is not, “It runs.” Code must meet operational requirements: security, observability, error handling, and maintainability. Functional output is the floor, not the standard. Guardrails are the multiplier . Naming conventions, structure, policy controls, review augmentation, and test generation are low-risk ways to increase leverage without increasing fragility. Accountability does not transfer to the model. If you cannot explain it, review it, and test it, you should not ship it. 5. Agile Is Dead: Ceremony Must Justify Itself The traditional sprint ceremony made sense when coordination was expensive. Now AI drafts specifications, summarizes context, and generates tests. If process consumes a meaningful percentage of engineering time and does not measurably improve product quality, explainability, or delivery speed, it will not survive. Process must earn its keep. In production AI environments, structure that increases traceability and confidence survives. Ritual that adds no leverage does not. 6. Learning Velocity and Ambiguity Tolerance: The Real Filter If AI changes the physics of engineering, which engineers thrive in that environment? Across zero-to-one builds, scale phases, and messy technical transformations, two traits consistently set strong engineers apart, and AI-native system builds amplify both: Learning velocity : Acquire new technical capability while shipping real outcomes. Ambiguity tolerance : Propose a direction, build a working version, and refine based on evidence. As AI reduces production friction, the advantage shifts from tools to traits. Execution becomes cheaper. Judgment becomes visible. When execution is cheap, engineers who excel at problem definition, architectural clarity, tradeoff selection, and disciplined evaluation accelerate. Those who rely primarily on narrow specialization or structured process stall. AI-native systems reward engineers who can create clarity under uncertainty and expand their range while delivering outcomes.  This is no longer a preference. It is the new hiring and promotion filter. The Adoption Roadmap Clarify the work → Prevent mistakes → Reduce development friction → Accelerate Start with code review aug The Data Context Layer: Context Engineering for AI-Native Platforms Menu Platform & Products CLARA Claims DocIntel Pro CLARA Triage CLARA Fraud CLARA Litigation CLARA Treatment Lines of Business Workers Compensation Auto Liability General Liability Why CLARA? AI Guide CLARA Benefits How It Works Who’s It For Our Partners Resources Doc Intel ROI Calculator Case Studies Blog About Company Press Releases CLARA in the News Careers Contact Us Request Demo Request Demo Back to Blog The Data Context Layer: Context Engineering for AI-Native Platforms Context engineering is the hottest term in AI right now. And the entire conversation is stuck on prompting, chatbots, and coding assistants. “ Context engineering is the delicate art and science of filling the context window with just the right information for the next step.” — Andrej Karpathy Karpathy’s talking about prompts. But the context window is only as good as what feeds it. For AI-native platforms, that’s your data infrastructure, and nobody’s engineering it with AI in mind. That’s the “ data context layer ”. Your Models Are Smart. Your Data Stack Isn’t Ready. Today’s foundational LLMs can parse your code, read your configs, and explain your logic with some clever prompts. They’re impressively capable and entirely missing the point. The models aren’t the bottleneck. The data context feeding them is. Data engineering is more nuanced than code and queries. Effective AI needs awareness of lineage, semantics, grain, dimensions, and downstream impact. It needs to understand not only how data is structured, but what it means . A customer ID that’s a string of numbers in one system and a UUID in another isn’t a schema difference. It’s a context gap that turns inference into guesswork. This is why we’ve built our data platform around shared data context from day one. Our data pipelines are designed so that every stage understands what upstream systems produce and what downstream consumers expect. When a document enters our system, the pipeline tracks its state, processing history, extraction, and dependencies across ingestion, transformation, and scoring layers. That shared understanding enables models to understand claim state rather than guess. Without it, you get context gaps where systems operate in isolation and nobody, human or AI agent, can trace the impact of a change. The Modern Data Stack Was Built for Humans Everything in the modern data stack was designed for human engineers and analysts. Staging tables, canonical data layers, BI dashboards. All layers optimized for how humans think. AI doesn’t work that way. It needs information structured for programmatic access, delivered at exactly the right moment. Not too much context. Not too little. Just enough, just in time. This is what I mean by the data context layer : a context graph spanning your entire data system, from source to reports. It encodes lineage, semantics, runtime signals, and business meaning into a form agents can traverse and reason over. In our world, that means models need to know how a claim entity connects to claimants, injuries, treatments, providers, and legal filings through defined relationships. We’ve invested heavily in building operational visibility across these stages precisely because, without it, neither humans nor agents can reason about the system. Architecture Patterns That Actually Work Here are the architecture patterns we’ve found that actually work in production. Deterministic first, LLM where needed. Not everything needs an LLM. SQL and rule-based engines handle grain, joins, and aggregations reliably. The LLM earns its keep on the 10% that’s genuinely unstructured and context-dependent: summarization and extracting meaning from claim documents and unstructured notes. We run deterministic pipelines for structured data processing and reserve LLMs for intelligent document extraction, data intelligence, and extracting meaning from unstructured notes. Many of our data operations never see an LLM, but connecting predictions and explainability to document evidence is something deterministic pipelines can’t do. Structure domain knowledge.  This is our foundation. We have encoded our domain knowledge in a structured, queryable, and reusable form. Our foundation for this is a multi-layered lakehouse and MDM architecture that encodes entity relationships through dimensional models, covering claims, claimants, injuries, treatments, providers, and legal filings, with semantic search over unstructured documents on top. That combination of structured and unstructured data foundations is what we’re building on as we move toward a domain knowledge graph that makes these relationships explicitly traversable. In a domain like insurance, where entity networks are dense and context-dependent, this is the only way to scale context delivery. Evals. Evals. Evals. You can’t build effective AI if you can’t evaluate its accuracy. And you can’t measure them without data context; knowing exactly what data fed the model, which pipeline version produced it, and what changed. We’ve built standardized evaluation frameworks for our predictive models, including classification and regression evaluators, shadow testing between pipeline versions, and bias detection across our product lines. Establish baselines, test for regressions repeatably, and treat evaluation as infrastructure, not an afterthought. Guardrails are data context. In AI-native systems, engineering is fundamentally about guardrails because the system is non-deterministic. Most guardrail conversations focus on prompt filtering and output safety. In production, guardrails are domain constraints: valid score ranges, required entity relationships, and business rules that define what a correct output looks like. Without a data context layer encoding those rules, guardrails are just string matching. This is the part most teams miss: your data engineers are already building guardrails. Every validation rule, every entity relationship, every business constraint in your data model is a guardrail. Context Starts in the Data Enterprises are data-rich and context-poor. We’ve spent years building the infrastructure that gives our models trusted, domain-specific context. The organizations that win in 2026 won’t only leverage the best models. They’ll have the data context layer underneath them. We’ve been building that way from day one. Doug Lawrence Douglas Lawrence is a CTO building AI-native platforms. This blog is part of CLARA Analytics’s series on engineering leadership, AI architecture, and the realities of shipping AI production systems at scale. 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