The audit dossier organizes itself

The problem

The cost of the audit is the weeks before it.

WRAP and customer-program audits require evidence that today gets rebuilt manually, risking non-conformities from documentation gaps.

• WRAP and customer-program audits ask for evidence of how the plant works: changeovers, traceability, records, sign-offs. The audit asks what happened months ago, and the plant has to prove it.
• The evidence exists, but it is scattered across paper, sign-off sheets, photos on personal phones, spreadsheets, the ERP and people's memory. Some of it is in the head of someone who has since changed shift or left.
• So someone spends weeks rebuilding traceability before the auditor arrives, and repeats it for every program that audits. The audit itself takes a couple of days; the rebuilding before it takes weeks.
• Whatever nobody wrote down at the time shows up as a gap, and documentation gaps are where non-conformities come from.

How it fits the IRIS system

Edge captures, Agents organizes by standard.

Edge captures photo + data per changeover/bundle; Agents organizes it by certifying standard and generates a period-structured dossier. Zero post-hoc human work.

Every critical changeover leaves its dossier closed at the moment it happens, on the line and on the shift where it happened, with before/after photos, the decision log and the sign-offs. Agents only reorders that evidence for whichever standard or customer program asks. The work of the week before the audit simply stops existing. Nothing is assembled the week before, so there is nothing to forget the week before.

See the full IRIS architecture →

Before and after

Pre-audit rebuilding versus the standing dossier

Aspect	Today	With iLEAN Agents
Pre-audit preparation in workwear sewing	Weeks of rebuilding	Zero post-hoc work
Each customer-program audit	Rebuilt again	Same evidence, another index
Changeover evidence	A signed sheet	Before/after photos and sign-offs
Documentation gap in workwear sewing	Found by the auditor	Flagged when it occurs
Where the evidence lives	Paper, spreadsheets, ERP, memory	One dossier per period
Certification	Defended audit by audit	Protected continuously

weeks of pre-audit rebuilding → zero. Documentation-gap non-conformity risk → eliminated.

Impact estimate

Impact estimate — to be validated with your audit calendar.

The block below is an estimate to be validated against your plant's actual data. We put it forward so the committee has an order of magnitude; we refine it during the assessment.

• Estimated payback 6-12 months. Counting the rebuilding time saved and the non-conformities avoided.
• Weeks of pre-audit rebuilding go to zero. The quality team spends that time on improvement instead of archaeology.
• Documentation-gap non-conformity risk eliminated, because the gap is flagged when it happens. The plant fixes it while the people involved still remember what happened. The dossier is reviewed continuously, not discovered incomplete in front of the auditor.
• And continuous protection of the WRAP certification and the customer programs that require it.

continuous protection of the certification and the customer programs that require it, estimated 6-12 month payback. *Estimate to validate*.

And the fair question from the production manager

“Isn't this just a document manager?” — no: a document manager stores what someone uploads after the fact, with the same gaps. Here Edge captures at the moment of the changeover, not days later from memory, and classifying each piece of evidence against the clauses of a known standard is an anchored task, where the best models drop below 1.5% error [1]. And the quality lead reviews and signs the dossier before any auditor sees it. Agents assembles; a person answers for what is presented.

^[1] OpenAI paper "Why Language Models Hallucinate", 2025 — on the reliability of AI in anchored tasks.