In a regulated environment, the team needed every hiring decision to be defensible — but legacy tests offered no evidence trail when a result was questioned.
Transparent prompt logs, paste-tracing, and a single integrity score gave compliance an auditable record behind every shortlist decision.
Regulated fintech hiring carries a burden most teams don't: every decision may need to be explained later. Legacy coding tests scored a final answer and left no trail.
The problem: decisions without evidence
When a hiring outcome was challenged — by a candidate or an internal auditor — the team had nothing but a number to point to.
- No record of how a solution was produced
- Integrity concerns were hard to substantiate
- Compliance reviews slowed every req
The shift: an evidence trail by default
Prompt logs, paste-tracing, and a single integrity score created an auditable record for every candidate — the raw material for a defensible decision.
- Full, timestamped session evidence
- Integrity flags with reviewable context
- One score compliance could sign off on
The outcome
Every decision became auditable, disputed results dropped to zero, and screening time fell 34% — rigorous and faster at the same time.