The data that proves the product conforms stops being retyped

The problem

The proof that the product conforms lives in a folder the ERP cannot see.

Two parallel worlds coexist. The lab spreadsheet, where the live data is and where the technician actually works. And the ERP, where the organization believes the data is, weeks behind and carrying the transcription errors any manual copy brings. Somebody spends half a day a month — at best — copying and pasting. It is work that adds no quality and introduces error. When an auditor asks to cross-reference a test result with a production lot, it has to be done by hand. And when there is a field problem, that correlation is exactly what decides whether the containment covers one lot or a whole quarter.

• Every shift the test lab produces the data that is, literally, the proof of conformity: webbing breaking load, initiator resistance, deployment timing, behavior after climatic cycling. It lives in spreadsheets shaped by years of use, in a folder the ERP never sees.
• Two parallel worlds coexist: the spreadsheet where the live data is and the technician actually works, and the ERP where the organization believes the data is — weeks behind and carrying the transcription errors any manual copy brings.
• Somebody spends half a day a month, at best, copying and pasting. It adds no quality and introduces the errors that surface at the worst moment: in front of an auditor.
• When there is a field problem, the test-to-lot correlation is exactly what decides whether the containment covers one lot or a whole quarter — and today it has to be rebuilt by hand.

How it fits the IRIS system

Connect in listen-inward mode — the folder is watched, the people are not.

Connect in listen-inward mode.

The lab carries on working exactly as before: same sheet, same merged cells, same notes in the margin. iLEAN reads the file when it is saved, processes only the delta, presents the result to the lab manager and, after validation, inserts it into the ERP via API tied to the lot and the production order. The auditor's cross-reference between a deployment test and a lot stops being a manual afternoon.

• iLEAN observes the shared folder — the folder, not the people — and reads the file when it is saved, processing only the delta.
• A grounded LLM interprets the sheet without demanding it be restructured or normalized: lab sheets have the shape they have, with merged cells and notes in the margin.
• The result is presented to the lab manager for validation.
• After validation it is inserted into the ERP via API, tied to the lot and the production order.
• The lab carries on working exactly as before.

See the full IRIS architecture →

Before and after

Today's lab versus the connected lab

Aspect	Today	With iLEAN Connect
Lag between the test and the ERP	Weeks	Second zero after validation
Manual transcription	Half a day a month, at best	Zero
Test-to-lot correlation	Rebuilt by hand for the auditor	Automatic and queryable
Spreadsheet format	Has to be respected	Read as it is, merged cells included
Who validates	Nobody, or whoever retypes	The lab manager, before the push
Quality/lab module licenses	Four or five, used to key in	One: the person who validates

weeks of lag to second zero · half a day a month transcribing to zero · test-to-lot correlation rebuilt by hand to automatic and queryable.

Impact estimate

Impact estimate — to be validated against last year's license invoice.

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 4-9 months, on top of the license saving.
• 💰 CFO angle: the ERP bills per named active user. If four or five lab people hold a license purely to key in results, with Connect only the validator needs one: typically 50-80% fewer licenses on the quality/lab module, recurring annually.
• Half a day a month of an expensive technician recovered, and the transcription errors gone with it.
• The correlation that bounds a containment to one lot instead of a quarter exists before the field problem does.

CFO angle — direct saving on ERP licenses. The ERP is billed per named active user. If four or five lab people hold a license purely to key in test results, that is four or five licenses. With Connect only the person who validates needs one: typically 50-80% fewer licenses on the quality/lab module, recurring annually at the vendor's rate. Estimated payback 4-9 months. *Estimate to validate against last year's license invoice.*

And the fair question from the production manager

"That spreadsheet has merged cells and margin notes from three technicians — does it hold?" — that is the anticipated case: the model interprets columns, units, merged cells and notes without asking anyone to standardize anything. It is an anchored task, where the best models drop below 1.5% error [1], and there are two more nets: values outside the physical range of that test — a breaking load no webbing could give — are flagged, and the lab manager validates before anything reaches the ERP.

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