Bulk raw sugar receiving, in one photo

The problem

Receiving is where the traceability of everything else is born.

Receiving is where the traceability of everything else is born, and today it is the point with the most manual typing and the most time pressure in the whole plant. Everything downstream inherits the errors made here. Lot and shipment errors do not show up the same day: they reappear weeks later, the day you have to trace an incident and it does not add up which raw sugar went into which melt. By then, widening the scope of the investigation is the only way out. And there is a timing aggravator: this bottleneck becomes visible exactly when business is good. When bulk raw sugar import capacity grows, the number of daily receipts grows in steps and the administrative headcount cannot grow at the same rate. That is the definition of a process that does not scale.

• It is the point with the most manual typing and the most time pressure in the whole plant.
• Everything downstream inherits the errors made here.
• Lot and shipment errors do not show up the same day: they reappear weeks later, the day you have to trace an incident and it does not add up which raw sugar went into which melt.
• By then, widening the scope of the containment is the only available answer.

How it fits the IRIS system

A photo of the ticket, the note and the certificate — no supplier changes anything.

Connect in "photo of the analog" mode, into the ERP:

Vision recognises each document's format without asking any supplier to change theirs, and extracts the tabular structure: gross, tare, net, origin, shipment, lot.

• A phone photo of the weighbridge ticket, the delivery note and the shipment's certificate of analysis.
• Vision recognizes each document's format without asking any supplier to change theirs, and extracts the tabular structure: gross weight, tare, net, origin, shipment, lot.
• For pallet and big bag labels on process inputs (lime, phosphoric acid, activated carbon, diatomaceous earth, resins, packaging material): reading of GS1-128, QR, barcode or plain text by OCR.
• One-tap validation on the industrial tablet and posting to the ERP via API, with the photo of the original document linked as evidence.

See the full IRIS architecture →

Before and after

Receiving, before and after

Aspect	Today	With iLEAN Connect
Typing at the weighbridge	Line by line, under time pressure	A photo
Traceability of which raw sugar went into which melt	Rebuilt weeks later	Recorded at intake
Process inputs — lime, carbon, resins	Labels typed by hand	Labels read and matched
Supplier document formats	Each one different	No supplier changes anything
Receiving module licences	2-3 active	One, the lead who validates
Scope of a later containment	Widened by default	Bounded by the real record

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.

• Direct saving on ERP licences: the receiving and warehouse module typically requires 2-3 active licences — receiving lead, weighbridge support, warehouse supervisor.
• With Connect only the lead who validates needs one.
• Typing time at the weighbridge collapses, and with it the time pressure that causes the errors.
• And the traceability of everything downstream stops being rebuilt by approximation.

direct saving on ERP licenses. The receiving/warehouse module typically requires 2-3 active licenses (receiving lead, weighbridge support, warehouse supervisor). With Connect only the lead validates, without logging into the ERP: typical reduction of 50-70% in receiving/warehouse module licenses, plus the avoided cost of a mass-capture module and carrier demurrage. Estimated payback of 3 to 8 months. *Estimate to be validated*.

And the fair question from the production manager

"Our suppliers all label differently." — that is the normal case, which is why formats are recognised rather than imposed: reading a weighbridge ticket or a big bag label is an anchored task [1]. And none of it decides alone — what crosses into the ERP is what the lead confirms on the tablet.

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