Example fintech scale-up. Embedded AI expert, 2025.

An embedded AI engineer who automated a fintech back office

Six months of an AI expert on the team, shipping one automation a week across onboarding, compliance and finance.

22automations shipped in six months

Illustrative case study. The numbers and names here are examples, not a client record.

The problem

Everyone had tried ChatGPT. Nobody owned turning it into saved hours.

What we did

One senior engineer joined the team three days a week. Every Monday a ranked plan, every Friday a note on what shipped and what it saved. KYC document checks, compliance report drafting, invoice matching and customer email triage were the first four.

How it went

By month three the company’s own engineers were shipping automations using the same patterns, and the retainer moved from building to reviewing.

This is an illustrative case study. Replace it with a real engagement before launch.