KPI
Cycle time: AI benchmark
Elapsed days from request to outcome after the change.
How to measure it
Median elapsed days from intake to outcome.
Across the library
10 reported values (days), listed per use case below. Absolute volumes depend on organization size and are not pooled.
3 reported values (hours), listed per use case below. Absolute volumes depend on organization size and are not pooled.
3 reported values (minutes), listed per use case below. Absolute volumes depend on organization size and are not pooled.
Lower is better. Unit: days.
Reported values by use case
AI for claims triage and straight through processing
- MAG Seguros8 days · organization claim
- Allianz Partnersup to 4 days · organization claim
AI agent for source of wealth due diligence in private banking
- Bank of Singapore1 hours · organization claim
AI assistant for employee onboarding
- American Addiction Centers12 hours · organization claim
AI assistant for employee onboarding
- Derivabout 7 days · vendor claim
AI cash flow underwriting for small business loans
- Fora Financialup to 1 days · organization claim
AI copilot for insurance pricing and actuarial analysis
- Europ Assistanceup to 2 days · vendor claim
AI copilot for marketing content with compliance pre review
- Klarna7 days · organization claim
AI for claims triage and straight through processing
- NN Groupabout 6 minutes · organization claim
AI for commercial underwriting submission intake and triage
- American International Groupup to 1 days · organization claim
AI for photo based damage assessment in insurance claims
- Porto Seguroup to 2 days · organization claim
AI for recruitment screening and interview scheduling
- Gojobup to 15 minutes · vendor claim
AI for synthetic test data generation
- Merkur Versicherung AG1 days · vendor claim
AI for voice of the customer and feedback analysis
- Majid Al Futtaim Retail3 hours · vendor claim
AI for voice of the customer and feedback analysis
- Mattel1 minutes · vendor claim
AI orchestration of corporate account opening and channel setup
- Standard Chartered8 days · organization claim
Use cases that should track cycle time
- AI agent for ATM and self service device assistance
- AI agent for source of wealth due diligence in private banking
- AI assistant for digital account onboarding and KYC
- AI assistant for employee onboarding
- AI cash flow underwriting for small business loans
- AI copilot for insurance pricing and actuarial analysis
- AI copilot for marketing content with compliance pre review
- AI for business onboarding (KYB) and beneficial ownership discovery
- AI for cash application and remittance matching
- AI for claims triage and straight through processing
- AI for commercial underwriting submission intake and triage
- AI for freedom of information request processing
- AI for litigation and recovery triage
- AI for payment investigations and exceptions
- AI for permit and licence application processing
- AI for perpetual KYC and event driven customer due diligence
- AI for photo based damage assessment in insurance claims
- AI for recruitment screening and interview scheduling
- AI for synthetic test data generation
- AI for voice of the customer and feedback analysis
- AI generated client portfolio reports and commentary
- AI orchestration of corporate account opening and channel setup
- AI portfolio drift monitoring and rebalancing proposals
- AI sales call coaching and CRM update
- AI summarization of medical evidence for life and health underwriting