The certificate that appears in a second, not in a binder

The problem

Speed always wins at the dock, and the bill arrives three years later.

Two pressures pulling in opposite directions: speed — the carrier is running up demurrage outside — and a high documentary burden, because those certificates are the foundation of the mechanical integrity program. And speed always wins. The cost does not appear that day: it appears three years later, when an inspector asks for the certificate of a component that is already installed and it cannot be found. At that point the bill can be repeating a test, rejecting an installed component, or absorbing a finding in the mechanical integrity audit. In a plant with a critical spares warehouse bought years before start-up, this problem is not hypothetical: it is cumulative.

• Six-figure critical spares arrive with their material certificate and heat traceability, catalyst arrives with its lot and safety data sheet, piping arrives with its documentation. The lead signs in front of the carrier and also keys in line by line.
• Two pressures pulling in opposite directions: the carrier running up demurrage outside, and a documentary burden that is the foundation of the mechanical integrity program.
• The cost appears three years later, when an inspector asks for the certificate of a component already installed and it cannot be found: a repeated test, a rejected component, or a finding in the mechanical integrity audit.
• With a critical spares warehouse bought years before start-up, this is not hypothetical: it is cumulative.

How it fits the IRIS system

Connect in document photo mode — note, certificate and label, cross-checked before anyone signs.

Connect document photo mode.

The heat number, the tests and the applicable standard are extracted from the certificate and tied to the material and its warehouse location, searchable by equipment tag. That is what turns "we have it somewhere" into an answer in seconds when the inspector asks — and it is usually worth more than the license saving. The carrier, meanwhile, is gone in the time it takes to validate one summary.

• It recognizes the structure of a multi-line delivery note, reads barcodes and QR codes on the label, and performs optical recognition on the certificate, extracting heat number, tests, applicable standard and purchase order reference.
• It cross-checks automatically against the open order in the ERP and flags discrepancies before anyone signs.
• The lead validates with a single tap.
• Posting to the ERP with the certificate tied to the material and its warehouse location, indexed and searchable by equipment tag.

See the full IRIS architecture →

Before and after

Receiving today versus receiving by photo

Aspect	Today	With iLEAN Connect
Time per complex receipt	30-45 minutes	One validation tap
Material certificate	In a physical binder	Attached to the material, indexed by tag
Discrepancy against the order	Found later, if at all	Flagged before anyone signs
Inspector asks for a heat number	A search through binders	Seconds
Carrier demurrage	Recurring	Eliminated
Receiving and warehouse licenses	Four	One, the lead who validates

from 30-45 minutes per complex receipt with certificates in a physical binder, to one-tap validation with the certificate indexed and retrievable in seconds.

Impact estimate

Estimated impact — to validate with your own 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.

• 💰 CFO angle: direct license savings on the receiving and warehouse module, typically from 4 to 1 (−50% to −70%), recurring.
• Estimated payback 4-8 months.
• Carrier demurrage eliminated, receipt after receipt.
• And the document traceability recovered, which is usually worth considerably more than the license.

direct license savings on the receiving and warehouse module, typically from 4 to 1 (−50% to −70% range), plus the elimination of carrier demurrage. The document traceability recovered is usually worth considerably more than the license. Estimated payback 4-8 months. *Estimate to validate*.

And the fair question from the production manager

«Does it recognize every supplier's certificate?» — yes, and without asking any of them to change theirs: the model extracts the structure of a multi-line delivery note and the fields of a material certificate — heat number, tests, standard, order reference — without a per-supplier template. Barcodes and QR codes are read by symbology where present. It is an anchored task, where the best models drop below 1.5% error [1], and the lead validates before anything enters. A heat number that does not match the pattern of the mill that issued the certificate is flagged as uncertain rather than accepted.

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