The situation
A QA organization held valuable test assets across documents and historic projects. The proposed workflow matched new needs to existing material, presented candidates with context, and prepared new content only for reviewed gaps.
Use case · QA reuse
Find and reuse existing QA evidence
Reuse what has already been reviewed, and prepare new test coverage only where a real gap remains.
- Sector
- Medical technology QA
- Starting point
- Representative engineering workflow
- Evaluation context
- Representative inputs and agreed acceptance criteria
The central constraint
The workflow reaches its limit when important context, review ownership, and acceptance criteria are not handled together.
The evaluation goal
A bounded pilot should determine whether the proposed workflow creates clearer, reviewable starting points without bypassing expert approval.
The challenge
Three conditions that limit the existing workflow
The evaluation must consider more than one isolated task. The important question is how inputs, context, ownership, and engineering decisions work together.
Historic tests were difficult to discover by keywords alone.
Teams recreated assets they could not find with confidence.
Approval and trace context were fragmented across files.
The proposed workflow
Four prepared steps, one controlled decision
Each stage produces a candidate, context, or review signal. Scope, rules, and target actions remain part of the agreed evaluation.
Normalize the request
Capture the new verification need and its relevant context.
Search by meaning
Retrieve potentially relevant tests across the approved source set.
Compare before reuse
Let reviewers assess fit, provenance, and required adaptation.
Prepare only the gap
Draft new candidates where no approved reusable asset is suitable.
Nothing prepared by this workflow becomes an approved engineering record on its own. Accountable experts review, correct, and approve every result.
See governed assistanceThe evaluation outcome
A clearer starting point—and evidence for the next decision
Better visibility of previously approved QA assets.
Less avoidable duplication in test preparation.
Reviewable provenance for reuse and adaptation decisions.
Evaluation pilot
Start with representative examples and explicit acceptance criteria
Agree the scope, sources, roles, and required evidence before the evaluation begins.
- Question to resolve
Which repositories and document types may be searched?
- Question to resolve
What evidence makes an asset reusable for the new context?
- Question to resolve
How are adaptation, approval, and provenance recorded?
Could this approach fit your engineering context?
Bring representative inputs, target systems, review roles, and acceptance criteria. Together, we can define a controlled evaluation scope.