KPI benchmark
What automation rate does AI reach in practice?
Across 45 public AI deployments, the median automation rate is 75%, and the middle half of them report between 70% and 92%. Share of cases, documents or transactions processed end to end without human touch.
75%
Median automation rate
70% to 92%
Middle half of deployments
45
Public deployments pooled
17 of the 45 values are claims by the organization itself, a regulator or an independent study; 28 come from the AI vendor. One value per organization; "up to" claims are listed but not pooled. Data as of 11 November 2026. Methodology
Automation rate by industry
| Industry | Median | Deployments |
|---|---|---|
| Insurance | 79.5% | 6 |
| Healthcare | 92% | 5 |
| Banking | 76% | 4 |
| Technology and software | 71% | 4 |
| Travel and hospitality | 88.5% | 4 |
| Logistics and transportation | 80% | 3 |
| Manufacturing | 96% | 3 |
| Payments and cards | 70% | 3 |
Automation rate by use case
| Use case | Median | Deployments |
|---|---|---|
| AI for cash application and remittance matching | 96% | 5 |
| AI for supplier invoice processing in accounts payable | 70% | 4 |
| AI agent for travel and expense report audit | 72% | 3 |
| AI for inbound correspondence triage and routing | 70.4% | 3 |
| AI medical coding for clinical encounters | 92% | 3 |
| AI travel and hotel booking concierge | 88% | 3 |
How to measure it
Cases completed without any manual step divided by all cases entering the process.
Across the library
Median 75% across 45 deployments, reported range 18% to 100%, plus 2 "up to" values not pooled.
Higher is better. Unit: percent.
Reported values by use case
AI for cash application and remittance matching
- Keurig Dr Pepper98% · vendor claim
- L'Oréal96% · vendor claim
- ResMed96% · vendor claim
- Sysco80% · vendor claim
- Express Employment Professionals70% · vendor claim
AI for supplier invoice processing in accounts payable
- Octopus Energy85% · organization claim
- Adyen70% · vendor claim
- Fugro70% · organization claim
- Georgetown University66% · vendor claim
AI agent for travel and expense report audit
- Owens Corningat least 74% · vendor claim
- Databricks72% · vendor claim
- Takeda63% · vendor claim
AI for claims triage and straight through processing
- Allianz Partnersup to 70% · organization claim
- Lemonadeabout 55% · organization claim
- ZhongAn Online P&C Insuranceat least 45% · organization claim
AI for inbound correspondence triage and routing
- Encova Insurance99% · organization claim
- INPS (Istituto Nazionale della Previdenza Sociale)70.4% · organization claim
- Irish Life70% · vendor claim
AI medical coding for clinical encounters
- Your Health95.5% · organization claim
- University of Colorado Medicine92% · vendor claim
- Oregon Health & Science University92% · vendor claim
AI travel and hotel booking concierge
- GHT Hotels89% · vendor claim
- AutoCamp88% · vendor claim
- Booking.com30% · organization claim
AI agent for IT service desk resolution
- Broadcom88% · vendor claim
- Mercari USat least 74% · vendor claim
AI for ledger and payment reconciliation
- Capital Area Food Bankabout 95% · vendor claim
- Doximityat least 75% · vendor claim
Agentic AI for autonomous, intent based network operations
- stc groupat least 99.9% · organization claim
AI agent for autonomous RFQ and tail spend sourcing
- Snowflake31.8% · vendor claim
AI agent for first notice of loss claims intake
- Lemonadeabout 55% · organization claim
AI agent for flight disruption and rebooking
- Air India97% · vendor claim
AI agent for telecom bill explanation and billing disputes
- BT Groupup to 50% · organization claim
AI agent for travel insurance claims and assistance
- Allianz Partnersup to 70% · organization claim
AI assistant for telecom order to activation and eSIM onboarding
- Singtel76% · organization claim
AI credit scoring with alternative data for thin file applicants
- Upstart Holdingsat least 90% · organization claim
AI document intelligence for unstructured forms and documents
- Banorte91% · vendor claim
AI for AML transaction monitoring alert triage
- Nexo57% · vendor claim
AI for business onboarding (KYB) and beneficial ownership discovery
- BNY25% · organization claim
AI for customs classification and declaration preparation
- United Parcel Service90% · organization claim
AI for insurance renewal processing and customer retention
- JAGADIRI100% · vendor claim
AI for payment investigations and exceptions
- BNYat least 10% · organization claim
AI for photo based damage assessment in insurance claims
- ZhongAn Online P&C Insuranceat least 45% · organization claim
AI for sanctions screening alert adjudication
- Emirates NBDabout 33% · organization claim
AI for software vulnerability triage and remediation
- AMDabout 70% · vendor claim
AI for statement, tax certificate and confirmation letter generation
- Crédit Agricole Bank Polska62% · vendor claim
AI loss prevention at self checkout and store exit
- Krogerat least 75% · organization claim
AI underwriting and verification for auto loans
- Westlake Financial70% · organization claim
Real time fraud scoring for card and instant payments
- Visa98.7% · organization claim
Use cases that should track automation rate
- Agentic AI for autonomous, intent based network operations
- AI aerial imagery risk scoring for property insurance underwriting
- AI agent for autonomous RFQ and tail spend sourcing
- AI agent for autonomous supplier negotiation
- AI agent for B2B sales order capture from email, WhatsApp and PDF
- AI agent for card dispute intake
- AI agent for cloud cost optimization and FinOps
- AI agent for contract obligation tracking and compliance
- AI agent for first notice of loss claims intake
- AI agent for flight disruption and rebooking
- AI agent for fraud alert confirmation with cardholders
- AI agent for fraud alert triage
- AI agent for IT service desk resolution
- AI agent for payment initiation within a customer mandate
- AI agent for telecom bill explanation and billing disputes
- AI agent for travel and expense report audit
- AI agent for travel insurance claims and assistance
- AI assistant for digital account onboarding and KYC
- AI assistant for money transfers and bill payments by chat or voice
- AI assistant for procurement and supplier contract review
- AI assistant for telecom order to activation and eSIM onboarding
- AI cash flow underwriting for small business loans
- AI credit scoring with alternative data for thin file applicants
- AI document intelligence for unstructured forms and documents
- AI examination of trade documents under letters of credit and collections
- AI for AML transaction monitoring alert triage
- AI for application and identity fraud detection
- AI for back office account servicing execution
- AI for business onboarding (KYB) and beneficial ownership discovery
- AI for cash application and remittance matching
- AI for chargeback and representment operations
- AI for claims triage and straight through processing
- AI for commercial underwriting submission intake and triage
- AI for continuous controls testing and control self assessment
- AI for customs classification and declaration preparation
- AI for customs risk targeting, container selection and valuation checks
- AI for health insurance prior authorization and claims adjudication support
- AI for inbound correspondence triage and routing
- AI for insurance renewal processing and customer retention
- AI for ledger and payment reconciliation
- AI for merchant underwriting and risk monitoring
- AI for payment investigations and exceptions
- AI for perpetual KYC and event driven customer due diligence
- AI for pharmacovigilance adverse event case intake
- AI for photo based damage assessment in insurance claims
- AI for sanctions screening alert adjudication
- AI for settlement fail prediction and post trade exception management
- AI for software vulnerability triage and remediation
- AI for statement, tax certificate and confirmation letter generation
- AI for supplier invoice processing in accounts payable
- AI loss prevention at self checkout and store exit
- AI medical coding for clinical encounters
- AI mortgage underwriting decision engine
- AI scoring of essays and written answers in assessments
- AI screening of trade finance transactions for trade based money laundering
- AI spend classification and spend analytics for procurement
- AI straight through underwriting for small business cyber insurance
- AI summarization of medical evidence for life and health underwriting
- AI support for property valuation and appraisal
- AI travel and hotel booking concierge
- AI underwriting and credit risk decisioning for buy now pay later
- AI underwriting and verification for auto loans
- AI voice agent for freight carrier sales and driver calls
- Conversational AI for insurance quote and buy
- Conversational AI for loan application intake
- Real time fraud scoring for card and instant payments
Frequently asked questions
- What automation rate does AI reach in practice?
- Across 45 public AI deployments, the median automation rate is 75%, and the middle half of them report between 70% and 92%. Share of cases, documents or transactions processed end to end without human touch.
- How do you measure automation rate?
- Cases completed without any manual step divided by all cases entering the process.
- How does automation rate differ by industry?
- The median automation rate is 79.5% in insurance (6 deployments), 92% in healthcare (5 deployments), 76% in banking (4 deployments), 71% in technology and software (4 deployments), 88.5% in travel and hospitality (4 deployments), 80% in logistics and transportation (3 deployments), 96% in manufacturing (3 deployments) and 70% in payments and cards (3 deployments). Industries with fewer than 3 reported values are not shown.
- Which AI use cases report the best automation rate?
- Among use cases with at least 3 reported values: AI for cash application and remittance matching (median 96%, 5 deployments); AI medical coding for clinical encounters (median 92%, 3 deployments); AI travel and hotel booking concierge (median 88%, 3 deployments); AI agent for travel and expense report audit (median 72%, 3 deployments).
- Do AI vendors report a different automation rate than the organizations themselves?
- Claims by the organizations themselves, regulators or independent studies have a median of 75% (17 values); claims by the AI vendor have a median of 77.5% (28 values). The page lists both, and every value links to its source.
- Where do these automation rate numbers come from?
- From public AI deployments in the Blits.ai AI Use Case Library. Every value is quoted from a named source, each organization counts once, and "up to" claims are listed but left out of the median. Data as of 11 November 2026.