Audit-ready dossier on demand

The problem

Nothing went wrong, and the audit can still find a gap.

food safety audits on canned goods require sterilization and cleaning evidence that today gets rebuilt manually, risking a non-conformity from documentation gaps even when nothing actually went wrong.

• Food safety audits on canned goods ask for sterilization and cleaning evidence: retort curves, changeover records and sign-offs, all tied to batches.
• Today that evidence is rebuilt by hand before the visit, from paper cycle logs, spreadsheets and folders, and that takes weeks.
• Whatever was not written down at the time cannot be rebuilt, so a perfectly sterilized load with an incomplete log is still a non-conformity.
• And every customer or retailer that audits asks for the same evidence in its own order, so the reconstruction repeats.

How it fits the IRIS system

Edge captures in the moment; Agents files it by HACCP and GMP.

every critical cycle (sterilization, allergen changeover) automatically generates an auditable dossier: retort curve, before/after photo of each critical point, and a timestamped decision log, organized by certification standard (HACCP, GMP). The auditor logs into the web and downloads the evidence pack for the period.

The dossier is not prepared for the audit. It closes as each cycle ends: the retort curve, the before and after photo of each critical point and the timestamped decision log. Agents files it under the standard that asks, and the auditor downloads the period. What used to be a project before every visit becomes a download, and the plant's evidence stops depending on who remembers where each binder is. Quality reviews the dossier in hours instead of building it over weeks.

See the full IRIS architecture →

Before and after

Rebuilding for the audit versus a dossier that already exists

Aspect	Today	With iLEAN Edge + Agents
Pre-audit preparation	Weeks of reconstruction	Zero
Retort curve per batch	Paper log, sometimes incomplete	Complete, captured at the panel
Allergen changeover proof	A signed checklist	Before and after photos per point
Documentation gap on sauce and canning lines	Found by the auditor	Flagged when the cycle closes
HACCP and GMP views	Assembled separately	Same evidence, filed by standard
Auditor access	Binders in a meeting room	Web view of the period, downloadable

weeks of pre-audit reconstruction → zero. Non-conformity risk from incomplete documentation → eliminated.

Impact estimate

Impact estimate — to be validated with how often you are audited.

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, depending on how often you are audited.
• Weeks of pre-audit reconstruction go to zero, because the dossier exists before anyone asks for it.
• Non-conformity risk from incomplete documentation is removed: the gap is flagged when the cycle closes, not in front of the auditor.
• And the relationship with auditing customers and retailers is protected continuously, not only in audit week.

estimated payback 6-12 months depending on audit frequency, plus ongoing protection of relationships with auditing customers/retailers. *Estimate to validate.*

And the fair question from the production manager

"Isn't this just a document management system?" — a document system stores what someone uploads afterward, gaps included. Here each record is created at the moment of the cycle, from the retort panel and the changeover cameras, and Agents only reorganizes it. Reading the panel and comparing each point to its reference are anchored tasks where the best models stay under 1.5% error [1], and every decision in the log carries the name of whoever signed it. Nothing in the dossier is written after the fact.

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