Approve the data boundary
Agree one site, one CAPA/NCR workflow, usable fields, retention, access and the authoritative customer record.
RepeatProof adds a secure, fixed-scope search and review layer around your existing records. It finds and prepares evidence; your QMS remains the official record and your authorised people make the decisions.
Every step has a named owner, evidence requirement and review point. Progress never implies approval to integrate, automate or scale.
Agree one site, one CAPA/NCR workflow, usable fields, retention, access and the authoritative customer record.
Prepare approximately 250–1,000 approved historical records so different language and structures can be searched consistently.
Surface potentially related events, previous actions and available effectiveness evidence with the reasons each record appeared.
Authorised reviewers decide which AI-surfaced evidence to include, investigate further or exclude after inspecting sources, relationship scores, limitations and evidence gaps.
Compare preparation time, precision, recall, Top-K recall, false-negative rate and reviewer agreement before a proceed, change-scope or stop recommendation.
The boundary is simple enough to explain before data exchange and visible throughout the review.
Similarity is a retrieval aid. The authorised investigator decides what is relevant and what the evidence means.
RepeatProof cannot approve product disposition, corrective-action effectiveness, product release or CAPA closure.
The official quality record stays in the customer's controlled system and process.
Recurrence or scrap reduction may require a longer observation period. The Proof Sprint first tests whether retrieval and evidence preparation improve on an agreed labelled benchmark or known-relevant set.
Comparable evidence-pack preparation using agreed start and stop points.
Reviewer-accepted related records divided by all displayed records.
Known relevant records retrieved divided by the agreed known-relevant set.
Recall at the first 5, 10 and 20 results shows whether useful evidence appears early.
Known relevant records missed divided by all known relevant records.
Comparable reviewer decisions that agree, with disagreement reasons retained for review.
These are planning ranges for the default Proof Sprint. The proposal confirms people, records, review time, meetings and decision owners before work begins.
One site, one CAPA/NCR workflow and approximately 250–1,000 usable historical records.
45-minute kick-off, 30-minute progress review and 60-minute closeout. Up to 60 minutes from security or procurement when buyer due diligence is required.
Planning ranges are confirmed in the proposal. Data remediation, extra sites, live integration and validation work are separately scoped.
The free 30-minute Quality Memory Assessment ends with Fit, Possible Fit or Not Suitable Yet. A Founding Manufacturer Proof Sprint is proposed only when a credible scope can be agreed, and production follows only after measured proof.