Agree the baseline
Record current evidence-preparation time, sample quality, reviewer roles and the definition of a relevant related event.
The flagship pilot tests one CAPA repeat-failure workflow on approved historical records over 4–6 weeks. It measures retrieval and preparation quality while every relevance, investigation and closure decision stays with named customer reviewers.
Each stage has an owner, evidence requirement and review gate. Progress does not imply approval to integrate or scale.
Record current evidence-preparation time, sample quality, reviewer roles and the definition of a relevant related event.
The customer data owner provides the agreed export. RepeatProof maps only the fields and records inside the signed boundary.
Normalisation, retrieval and calculation rules are tested against labelled examples before the controlled evaluation starts.
Quality reviewers accept, mark maybe or reject surfaced history and inspect evidence, confidence and limitations.
The outcome pack compares the agreed measures and records proceed, change-scope or stop - with no automatic production commitment.
Scrap or recurrence reduction may take longer than a 4–6 week historical pilot. The primary measures test whether the workflow finds relevant evidence and makes review work better.
Comparable manual and assisted evidence-pack preparation using the agreed start and stop points.
Accepted related events divided by displayed related events, using the named reviewer decision.
Required evidence present at first review divided by the agreed evidence checklist.
User decisions on prepared outputs, including reasons and any recurring correction pattern.
The final proposal records the expected hours, dates and decision owners. These are planning assumptions until both parties approve the pilot plan.
RepeatProof retrieves, groups, calculates and prepares. It does not decide related-event relevance, root cause, containment, corrective action, disposition, effectiveness or CAPA closure. The customer's QMS and authorised people remain authoritative.
Start with four details: work email, company, event volume and primary problem.