The warning that arrives too late stops arriving too late

The problem

Two to four hours of latency. Exactly the hours when the decision still mattered.

That message lands on the personal phone of one person in purchasing, who reads it when they can. By then the bales are already in the yard, or the washing line has already run out of material to process. Typical latency is two to four hours, and those are precisely the hours in which the decision would still have been worth something.

• The message lands on one specific person's phone in purchasing, read when they can.
• By then the bales are already in the yard, or the washing line has already run out of material.
• Typical latency is two to four hours.
• Which are exactly the hours when the decision was still worth something: set aside, pull forward, resequence.

How it fits the IRIS system

Connect on silent copy — and it returns an action, not an alert.

Connect in chaotic-sources mode puts iLEAN silently in copy: a dedicated mailbox and a business messaging number, live around the clock. The moment the message arrives, the system extracts intent, entities and quantity, and cross-checks them against the live washing and pelletising schedule. And here is the difference that matters: iLEAN does not return an alert, it returns an action. It does not say you have a new message. It says set aside that supplier's bales for lab inspection, and pull the polypropylene order forward so the washing line does not run dry. The decision still belongs to the shift lead, but it gets made with the action already drafted in front of them.

It does not say "you have a message". It says "set that supplier's bales aside for lab inspection and pull forward the washing order for the next batch".

See the full IRIS architecture →

Before and after

The broker alert, before and after

Aspect	Today	With iLEAN Connect
Who sees it	One person, when they open their phone	The right role, as it lands
Latency to reaction	2-4 hours	Seconds
Cross-check with the washing schedule	In someone's head, if there is time	Automatic
What reaches the owner	The whole message	The suggested action, with its reasoning
Weekends and night shift	Nobody reads it	Read all the same
Who decides	The person	The person

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.

• Estimated payback 3-7 months, directly proportional to how often critical alerts arrive.
• From 2-4 h of human latency to a concrete action in seconds.
• Fewer washing-line stoppages from running out of material to process.
• And fewer bad bales entering the process, which is the cost that later shows up disguised as rework.

Payback 3-7 months · from 2-4 h of human latency to a concrete action in seconds. Estimated payback is three to seven months and it scales directly with how often critical warnings arrive. Two expensive things get avoided: line stoppages for lack of material, and contaminated batches caused by a doubtful bale entering the grinder because nobody had read the warning. An estimate to validate. Conservative ranges, an estimate to validate against the plant's real data.

And the fair question from the production manager

"Is the AI going to reply to our suppliers?" — no. It does not write, does not answer and confirms nothing outwards. Extracting intent and entities from a message already in front of it is an anchored task [1]; what it does with that is prepare the decision and put it in front of the right role.

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