The supplier alert that no longer gets lost in the inbox

The problem

The delay notice reaches the inbox hours before anyone reads it.

Critical supplier alerts — a resin, sheet metal or electronic-component delay — arrive by email or WhatsApp to people who can't watch the inbox constantly. By the time they're read, planning decisions have already broken down.

• Resin, pre-painted sheet metal, compressors and control boards each come from a handful of suppliers, and their delay notices arrive by email or WhatsApp to a buyer who is in meetings or on the floor.
• The message is written in plain language: "ABS natural, two days late". It says nothing about which washer, dryer or refrigerator orders depend on that material.
• Read two or three hours late, the decision is already broken: the molder has started the wrong color, the assembly line is sequenced against material that will not arrive.
• The planner learns about it when the hopper runs low, not when the supplier wrote. By then the only options left are expedited freight or a stopped line. Both are paid for, one way or another, by the plant. And the supplier's message was there the whole time, unread.

How it fits the IRIS system

Connect in chaotic-sources mode — a purchasing mailbox in silent copy, 24/7.

Connect chaotic-sources mode, a mailbox in silent 24/7 copy. An LLM extracts supplier, material and delay date, cross- references the ERP, and returns the planner a concrete recommendation on which order to reshuffle and which mold to bring forward.

Knowing earlier is only half of it. What changes the day is that the notice comes back already crossed with the ERP: which appliance orders it hits, which mold can be brought forward with material in stock, and which line sequence to change. The planner decides with that on the screen, not with a forwarded email.

See the full IRIS architecture →

Before and after

The delay notice today versus the delay notice crossed with orders

Aspect	Today, in the inbox	With iLEAN Connect
Time until someone reads it	2-3 hours	Seconds
Affected appliance orders	Worked out by hand	Listed with their due dates
What to do with the molder	Discovered at the hopper	A mold or color to bring forward
Channel	Email, WhatsApp, a phone call	All read the same way
Replanning basis	An email read hours later	Live order data
Final decision	The planner	The planner — iLEAN only suggests

2-3 hours of human latency → seconds. Replanning based on real-time data instead of an email read hours later.

Impact estimate

Impact estimate — to be validated with 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, depending on how often critical supply alerts arrive.
• From 2-3 hours of human latency to seconds between the supplier's message and the planner's screen.
• Fewer line stoppages for missing resin, sheet metal or components, and less expedited freight paid to recover from them.
• Replanning based on live order data instead of an email read after the fact, with the affected orders already listed. The buyer stops being the single point through which every delay has to pass.

Estimated payback 3-7 months depending on critical-alert frequency. *Estimate to validate*.

And the fair question from the production manager

"What if it misreads the material or the date?" — pulling supplier, material and new delivery date out of a short notice is an anchored task, where the best models drop below 1.5% error [1]. And nothing is replanned automatically: the suggestion lands on the planner, who accepts it, changes it or ignores it, with the original message one tap away. Over time, the planner sees which suppliers warn early and which warn late.

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