Sythe AI
case study
·Fintech· Valletta, Malta

KYC ops automation — 4-day review cycle compressed to under 6 hours

A Valletta fintech was scaling onboarding faster than its compliance team could absorb. We built the agent + workflow that did the review work, with humans gating every edge case.

6d → 6h
review cycle time
94%
auto-resolution rate
0
regulatory re-opens

The brief

Onboarding volume was up 4× year-on-year. The compliance team was reviewing every applicant manually, and the backlog kept growing — even after two new hires.

Off-the-shelf KYC vendors covered ID checks, but the real time sink was the secondary review: cross-checking employment history, sanctions, and corporate links. Nobody wanted to ship a black-box decision into a regulated workflow.

What we built

  • Workflow that pulls every application into a normalised review packet
  • Agent runs the secondary review checklist — sanctions, PEP, employment, address
  • Source-cited findings written to the case file (no hidden reasoning)
  • Human approval gate for every flagged case, every edge case, every exception
  • Per-step audit trail with timestamps, sources, and reasoning
  • Failure alerting to compliance ops Slack within seconds of an exception

Results

  • Median review cycle dropped from 4 days to under 6 hours
  • 94% of applications resolved without human intervention
  • Zero regulatory re-opens in the first 90 days post-launch
  • Compliance team reallocated 60% of their week to high-stakes case work

The audit trail is what sold us. Every decision the agent makes, we can trace back to the source data. That's the bar we needed for the regulator.

Head of Compliance · Fintech, Valletta
· Could be you next

Same problem,
different stack.

Tell us the workflow that should already be done by the time your team logs in. We'll come back with a one-page assessment.