The audit evidence pack assembles itself

The problem

The evidence exists. It is spread across six systems and none of it is filed by the auditor's index.

The auditor asks for a specific traceability chain, the plant shows paper, and where there is a gap there is a finding. The evidence exists, but it is spread across six systems and four folders, and none of it is organised by the index the auditor actually uses. Worse still is the special audit after a customer incident. There the clock is running, the customer is watching, and the quality of the response decides whether the matter closes with an eight-discipline report or escalates to a new business hold.

• The auditor asks for a specific traceability, the plant produces paper, and where there is a gap there is a non-conformity.
• The evidence exists, but it lives spread across six systems and four folders.
• Worse is the special audit after an incident at the customer: there the clock runs and the customer is watching.
• The quality of the answer decides whether it closes with an eight-discipline report or escalates to new-business hold.

How it fits the IRIS system

The agents as an organising layer over the central memory.

With the agents as an organising layer over central memory, every critical event leaves its record with its visual evidence: board start-up, changeover, test result, rework, applicator change. The agents index it against the automotive standard's clause map and against each customer's requirement format, and compose the dossier for a period or for a single harness on demand. The control plan stops being a document and becomes something you can prove was executed, event by event.

The control plan stops being a document and becomes something you can demonstrate was executed, event by event.

See the full IRIS architecture →

Before and after

Audit preparation, before and after

Aspect	Today	With iLEAN's agents
Preparing an audit	1-2 weeks of the quality team	Minutes of generation
Where the evidence is	Six systems and four folders	One indexed central memory
Order of the pack	The plant's	The auditor's clause map
Each customer's format	Rebuilt by hand	Assembled on demand
Special audit after an incident	Against the clock	The harness's pack, already built
The control plan	A document	Something demonstrable event by event

see the impact section; the attached pool details the before and after for this case.

Impact estimate

Impact estimate — to validate against your numbers.

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 5-10 months, from recovering the quality team's time.
• From 1-2 weeks of preparation to minutes of generation.
• Fewer evidence gaps, which are the ones that turn into non-conformities.
• And in the special audit, an answer measured in hours rather than days — which is what decides whether it escalates.

Estimated payback 5-10 months · from 1-2 weeks of audit preparation to minutes From one or two weeks of preparation to minutes of generation. Estimated payback five to ten months through recovered quality and engineering time and, what really matters, through reduced risk of a major finding and of customer escalation. An estimate to validate.

And the fair question from the production manager

"Is the AI going to draft our answers to the auditor?" — no. The agents organise and index evidence that already exists and that the plant generated: board start-up, changeover, test result, rework, applicator change. Retrieving and ordering existing documents is an anchored task [1]. What gets said to the auditor is still said by the quality manager.

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