KYC AI agents

Right automation

Extract identity fields into schemas, run policy and screening steps, escalate with evidence.

High-risk segments stay human-required by configuration, not by hope.

See the deep page

We maintain a full curated workflow page on KYC and AML automation with FAQs and failure modes.

Evidence lists

Define required documents by customer type before extraction work starts. Missing lists produce incomplete files marked complete.

High-risk types stay human-required in config, not in tribal knowledge.

Screening integration

Call your approved screening vendors as tools. Do not reinvent sanctions lists inside a prompt.

Log vendor responses with case ids for the retention period compliance requires.

In practice

Map the workflow on a whiteboard before you open a framework: inputs, systems of record, humans, and irreversible writes. If that map is fuzzy, the agent will encode the fuzz.

Pick ten to fifty real historical cases as an eval set. Include the ugly ones. Run the agent offline against them until critical fields and hard rules are acceptable. Only then connect write tools.

Ship with a pause switch, a human queue, and a weekly review of override reasons. Promote repeated overrides into rules. That loop is how production systems improve—not another prompt brainstorm.

Common failure modes

• Treating a demo on clean samples as readiness for production volume.
• One shared service account with broad write access across systems.
• No owner for the exception queue, so failures pile up as noise.
• Changing prompts and models without regression gates on real cases.
• Measuring only model latency or thumbs-up, not completed-case cost and audit completeness.

What good looks like after ninety days

The first workflow is boring: stable override rate, known failure modes, operators who trust the queue. Config changes go through review. Traces answer "what happened to this case?" without archaeology.

At that point you can add a second document type or a second agent role. Expanding before the first path is boring is how programs stall with five half-built pilots.