From two weeks reconstructing traceability to zero

The problem

It is not that evidence is missing. It is that it is not gathered.

It's worth being precise, because the issue isn't missing evidence: the evidence exists. It's on a paper log, in a photo on someone's phone, in a lab spreadsheet, in an email. What's missing is having it gathered, ordered and tied to the lot and the specific change the auditor will ask about. Reconstructing it is manual work against the clock that competes directly with production, and it repeats every time a different certifier arrives, because each standard wants the same information organised its own way. When a non-conformity appears, it's almost never because the plant did something wrong: it's a documentary gap. In a group with ten plants across different countries this happens several times a year, differently at each site. Which leaves corporate management without an answer to a basic question: which of my plants is actually ready for an audit? You find out when the auditor arrives, which is too late.

• The evidence exists: on a paper log, in a photo on somebody's phone, in a lab spreadsheet, in an email.
• What is missing is for it to be ordered and tied to the batch and the specific change the auditor is going to ask about.
• Rebuilding it competes directly with production, and it repeats with every certifier because each standard asks for the same information organized its own way.
• A nonconformity is almost never because the plant did something wrong: it is a documentary gap. And corporate cannot answer a basic question — which plant is ready? — until the auditor arrives, which is too late.

How it fits the IRIS system

Edge + Agents — evidence is captured where it happens and organizes itself.

Edge + Agents. The flow:

Every certifier asks for the same information organized its own way. It gets captured once and organized as many times as needed, with no duplicated work on the floor.

• Edge captures the visual evidence at the moment of each critical change: before and after photos of every point, time-stamped.
• Connect contributes what the other cases captured: logs, curves, lab sheets, goods-in records, human validations with their signatures.
• Agents organises that same data according to whichever standard is asking — each certifier its own way — without duplicating capture in the plant.
• It generates the evidence pack per period and per plant, downloadable by the auditor.
• It maintains a documentary completeness indicator per site, visible from head office in real time.

See the full IRIS architecture →

Before and after

Rebuilt evidence vs. evidence already composed

Aspect	Today	With iLEAN Agents
Preparation per audit	Two weeks	Zero
Where the evidence lives	Paper, phones, spreadsheets, email	Organized by standard
Several standards	One rebuild for each	One dossier per standard
Documentary gaps	Nonconformity	Eliminated
“Which plant is ready?”	You find out when the auditor arrives	Completeness indicator in real time
Bounding a claim	Over-contained	By batch and change, in minutes

two weeks of reconstruction before every audit → zero. "We'll know if the plant is ready when the auditor comes" → a per-plant completeness indicator in real time. Non-conformity risk from documentary gaps → eliminated.

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.

• Groups with plants in several countries and several standards per plant: retailer, gluten-free, green coffee sustainability, destination-market authority.
• Indicative payback between 6 and 12 months, depending on audit frequency and number of standards.
• Continuous protection of the certifications that grant markets and customers — the underlying argument, above the recovered time.
• Plus the plant time spent preparing audits, which today competes with producing.

continuous protection of the certifications that unlock markets and customers, plus recovered plant time spent preparing audits. Estimated payback of 6 to 12 months depending on audit frequency and number of standards per plant. *Estimate to validate*.

And the fair question from the production manager

“Isn't this just another document manager?” — a document manager stores what somebody uploads. Here nobody uploads anything: evidence is generated where the work happens — the changeover cameras, the tablet signature, the photographed log — and Agents' job is to order it by the standard that asks for it, which is exactly the part that eats the two weeks today.

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