We just deployed for 20 BFSI customers, here are the early results

Quick update on the BFSI vertical because the numbers came in better than expected.

Deployed across 7 regional banks and 3 insurance companies in the past quarter. Common pattern: KYC automation, AML monitoring, customer support tier-1.

Early aggregate results at 90 days post go-live:

- 73% average reduction in KYC handle time

- 45% reduction in compliance operational cost

- 4 to 6 weeks from contract to production (vs 6 to 18 months with incumbents)

What's been consistent: data residency and on-prem requirements were the entry-point conversation in 9 of 10 deals.

For BFSI operators, what's the operational metric you'd most want to see for a new AI deployment?