The quality module stops sitting empty

The problem

A module was configured, and the plant kept using paper.

A quality module was paid for or configured, but nobody feeds it.

• Almost every abattoir ERP ships a per-batch quality module: control point, criterion, result, observations, who signed.
• It was configured, maybe paid for as an extra, and it sits at close to zero real use.
• The reason is not resistance, it is arithmetic: typing there takes longer than filling the sheet the technician has used for years, and the sheet is what the shift allows.
• So the plant owns a module that would answer the official vet's questions in seconds and answers them by opening a folder instead. Meanwhile the license is renewed every year, the module appears in every system review as something to fix, and nothing changes because the obstacle was never the software.

How it fits the IRIS system

Connect in listen-inward mode — the sheet stays, the module gets fed.

Connect's "listen inward" mode — watches the real paper or folder, parses with a grounded LLM, validates on screen, pushes to the ERP's already-built module.

Nobody is asked to stop using the control sheet. iLEAN watches the real sheet or the folder it ends up in, parses it with a grounded model, shows it for validation and writes into the module that already existed. The technician's routine is untouched and no second quality system appears; what changes is that the module stops being empty and starts answering questions the folder never could.

See the full IRIS architecture →

Before and after

The quality control today versus the module fed

Aspect	Today	With iLEAN Connect
Real use of the module	Close to zero	Fed on every control
Where the control lives	A sheet in a folder	The sheet, and the module too
New licenses needed	The usual assumption	None: the module exists
Answering the official vet	Open the folder, hunt	One query by batch and species
A control that was skipped	Noticed much later	Missing where it should be
Technician's routine	—	Unchanged: the same sheet

module at 0% real use → fed at zero second on every control.

Impact estimate

Impact estimate — to be validated with 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 3-8 months, and part of it is simply monetizing a module already bought.
• From a module at zero percent real use to one fed at second zero on every control performed.
• No new licenses and no second quality system to maintain, which is what usually kills this kind of project in the second year, when the new tool has its own backlog and its own champion has moved on.
• And the plant stops carrying two versions of its quality history — the one in the folder and the one the system shows — which is the discrepancy an auditor finds fastest.

Monetizes an already-paid ERP module, no new licenses. Estimated payback of 3-8 months. *Estimate to be validated*.

And the fair question from the production manager

“Is this not just scanning our sheets into a drawer?” — no, and the difference matters. A scan gives you an image; here the fields are extracted, checked against the criterion defined for that control point and written as structured data into the module, which is what makes it queryable. Parsing a sheet with a fixed layout is an anchored task where the best models drop below 1.5% error [1], and the technician validates on screen before anything is posted.

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