The returnable bottle washer starts to talk

The problem

The most critical machine on the floor is also the oldest.

Replacement costs a fortune and weeks of line downtime, so the sensible decision is to keep it. The price of keeping it is that its data vanishes the moment the screen changes. Today someone writes those parameters onto a sheet by hand every couple of hours, which is a very poor sample of a continuous process.

• Its screen holds everything that determines container safety: caustic soda concentration, temperature by zone, contact time, water and steam consumption.
• A proprietary panel with no network, fifteen or twenty-five years old. Replacing it costs a fortune and weeks of line downtime, so the sensible decision is to keep it.
• The price of keeping it is that its data is lost the moment the screen changes.
• Today somebody writes those parameters on a sheet every two hours: a very poor sample of a continuous process, and the only record you can show.

How it fits the IRIS system

Connect in photo mode on the panel — an external camera and nothing else.

An external camera and nothing else. Connect in panel-photo mode solves this without touching the machine: a fixed industrial camera aimed at the screen, periodic capture, and a grounded language model that reads each frame and structures the time series. No integration, no PLC to touch, no manufacturer warranty to void. The washer stays exactly as it is, but now it talks. And what it says can be cross-checked. iLEAN automatically links each stretch of the series to the batch and format running at that moment. That enables something impossible today: correlating a drop in caustic concentration with empty bottle inspector rejects, or with an off-taste complaint that will arrive days later.

The machine is not touched: no port is opened, nothing is installed on its control system and the warranty stands. That is the difference between a case approved in two weeks and an integration project that never rises up the list.

See the full IRIS architecture →

Before and after

Replacing the washer versus reading its panel

Aspect	Replacing it	With iLEAN Connect
Investment	Hundreds of thousands	Industrial camera and commissioning
Line downtime	Weeks	None: installed while running
Hygiene record	A note every two hours	Continuous series per batch
Correlating rejects with a parameter	Impossible	Direct, batch by batch
Water and steam consumption	Shows up on the bill	Attributable to the batch
The machine's control system	—	Untouched

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.

• Estimated payback 5-10 months, with three non-overlapping sources of return.
• Replacement capex in the hundreds of thousands deferred indefinitely.
• Reduced bottle rejects attributable to caustic or temperature drift.
• Complaints about poorly sanitized containers cut before they escalate.

The return has three legs: avoiding or indefinitely deferring a replacement CAPEX in the hundreds of thousands, reducing bottle rejects, and cutting container-related complaints before they escalate. Estimated payback between five and ten months. Estimate to be validated.

And the fair question from the production manager

«Does a camera watching a screen count as a hygiene record?» — here the task is anchored: fixed screen, fields in known positions and expected physical ranges, where the best models drop below 1.5% error [1]. And the system discards any frame whose value falls outside the possible range instead of accepting it, which is what would invalidate the series.

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