KPI
Accuracy: AI benchmark
Share of outputs that are correct on a checked sample.
How to measure it
Human review of a random sample of outputs against a written standard.
Across the library
Median 91% across 33 deployments, reported range 42% to 100%, plus 2 "up to" values not pooled.
Higher is better. Unit: percent.
Reported values by use case
AI document intelligence for unstructured forms and documents
- HM Revenue and Customs99% · vendor claim
- Hirschbach Motor Linesabout 98% · vendor claim
- Ancineat least 90% · vendor claim
AI for IT incident triage and root cause analysis (AIOps)
- Mizuho Financial Group98% · vendor claim
- Microsoft90% · organization claim
- Meta42% · organization claim
AI assistant for benefits eligibility questions and applications
- Department for Work and Pensions97% · organization claim
- Leeds City Council83% · organization claim
AI clinical trial patient matching and prescreening
- Cleveland Clinic100% · organization claim
- Advocate Healthat least 94% · organization claim
AI for inbound correspondence triage and routing
- Irish Life95% · vendor claim
- Travelers91% · vendor claim
Real time AI assist for contact centre agents
- DBS Bankabout 100% · organization claim
- Porto Seguro80% · organization claim
AI agent for complaints recognition, investigation and response
- Crédit Agricole Bank Polskaabout 95% · vendor claim
AI agent for first notice of loss claims intake
- DOMCURA90% · vendor claim
AI agent for IT service desk resolution
- Equinix96% · vendor claim
AI assistant for citizen information and government services
- Foreign, Commonwealth and Development Officeat least 76% · organization claim
AI assistant for tax questions and filing support
- HM Revenue and Customs83% · organization claim
AI assistant for telecom retail stores, from associate copilot to digital human kiosk
- Bouygues Telecom95% · vendor claim
AI copilot for plant operators and maintenance technicians
- Daikin Industriesat least 90% · organization claim
AI for business onboarding (KYB) and beneficial ownership discovery
- Incore Bankup to 99% · vendor claim
AI for commercial underwriting submission intake and triage
- Paragon Insurance Groupabout 98% · organization claim
AI for employee attrition prediction and retention analytics
- IBMabout 95% · organization claim
AI for health insurance prior authorization and claims adjudication support
- AdvanceCare98% · vendor claim
AI for non emergency service requests and 311 routing
- City of Kelowna80% · vendor claim
AI for permit and licence application processing
- Leeds City Councilat least 85% · organization claim
AI for pharmacovigilance adverse event case intake
- Boehringer Ingelheimup to 90% · vendor claim
AI for photo based damage assessment in insurance claims
- Ping An Insurance (Group) Company of China95% · organization claim
AI for product feedback and bug report triage
- Gelato90% · vendor claim
AI for public consultation response analysis
- Department for Transportat least 92% · organization claim
AI for voice of the customer and feedback analysis
- SBF Group84% · vendor claim
AI income and document verification for mortgage underwriting
- Nations Direct Mortgage90% · vendor claim
AI medical coding for clinical encounters
- Your Health98.3% · organization claim
AI product content and catalog enrichment for online retail
- Zalandoabout 75% · organization claim
AI that turns requirements into user stories, acceptance criteria and test cases
- BrowserStackat least 90% · vendor claim
Use cases that should track accuracy
- AI agent for card dispute intake
- AI agent for complaints recognition, investigation and response
- AI agent for corporate credit analysis and credit memo drafting
- AI agent for first notice of loss claims intake
- AI agent for IT service desk resolution
- AI agent for source of wealth due diligence in private banking
- AI agent for travel insurance claims and assistance
- AI answer engine for readers built on a publisher's own journalism
- AI assistant for benefits eligibility questions and applications
- AI assistant for citizen information and government services
- AI assistant for deal sourcing and M&A due diligence
- AI assistant for investment suitability assessment and reports
- AI assistant for procurement and supplier contract review
- AI assistant for Shariah compliance screening and review
- AI assistant for tax questions and filing support
- AI assistant for telecom retail stores, from associate copilot to digital human kiosk
- AI assisted proctoring and integrity monitoring for remote exams
- AI clinical trial patient matching and prescreening
- AI copilot for insurance pricing and actuarial analysis
- AI copilot for model risk validation and monitoring
- AI copilot for plant operators and maintenance technicians
- AI copilot for underwriting risk assessment
- AI document intelligence for unstructured forms and documents
- AI drafted explanations for credit declines and adverse actions
- AI enterprise knowledge search for employees
- AI examination of trade documents under letters of credit and collections
- AI for business onboarding (KYB) and beneficial ownership discovery
- AI for claims triage and straight through processing
- AI for commercial underwriting submission intake and triage
- AI for complaints root cause and systemic issue analysis
- AI for court and case file summarization
- AI for customs classification and declaration preparation
- AI for employee attrition prediction and retention analytics
- AI for fee and interest leakage detection
- AI for freedom of information request processing
- AI for health insurance prior authorization and claims adjudication support
- AI for immigration and visa applications, from applicant questions to case preparation
- AI for inbound correspondence triage and routing
- AI for insurance claims fraud detection
- AI for IT incident triage and root cause analysis (AIOps)
- AI for non emergency service requests and 311 routing
- AI for parametric insurance claims triggering
- AI for PEP and adverse media screening
- AI for permit and licence application processing
- AI for pharmacovigilance adverse event case intake
- AI for photo based damage assessment in insurance claims
- AI for policy drafting and policy gap analysis
- AI for product feedback and bug report triage
- AI for public consultation response analysis
- AI for risk based inspection prioritization in food safety, workplace and environmental regulation
- AI for sanctions screening alert adjudication
- AI for security alert triage and investigation in the SOC
- AI for settlement fail prediction and post trade exception management
- AI for supervisory exam and information request responses
- AI for tax compliance risk scoring and audit selection
- AI for voice of the customer and feedback analysis
- AI generated live sports commentary and data storytelling
- AI home loan assistant with pre qualification
- AI income and document verification for mortgage underwriting
- AI knowledge assistant for wealth advisors and relationship managers
- AI lease abstraction for commercial real estate
- AI medical coding for clinical encounters
- AI meeting notes and CRM update for wealth advisors
- AI product content and catalog enrichment for online retail
- AI quality and compliance monitoring of every customer interaction
- AI quality inspection on the production line
- AI quote and estimate generation from customer requirements
- AI scoring of essays and written answers in assessments
- AI sign language avatar translation for public information
- AI spend classification and spend analytics for procurement
- AI storm outage prediction and restoration staging for power grids
- AI summaries of investment research and the house view
- AI summarization of medical evidence for life and health underwriting
- AI support for emergency call triage (112 and 911)
- AI support for property valuation and appraisal
- AI system and model inventory with shadow AI discovery
- AI that turns requirements into user stories, acceptance criteria and test cases
- AI transcription, subtitles and captions for audio and video
- AI translation and interpretation for multilingual public services
- AI triage for case admissibility and selection at supreme and constitutional courts
- AI visitor and tour guide for cities, museums and events
- Governed text to SQL analytics assistant
- Real time AI assist for contact centre agents