Case Study · AI Implementation

From 820 pages of documentation to a validated AI assistant.

An AI that produces accurate, buildable custom-window orders in seconds. Work that once took a skilled hand days by hand.

Ital East Corp. / IEC Manufacturing · custom-window manufacturing

Book a Strategy Call Download the PDF ↓

The challenge

Every window built to order. No margin for a wrong number.

Speccing a single custom window could eat a day or more of skilled labor, poring over hundreds of catalog pages by hand. Every window Ital East Corp. makes is built to order, spec'd from the owner's hard-won experience and two dense manufacturer catalogs running to 820 pages.

One wrong calculation and the window would not open. One missed hole and it would not drain, surfacing as a costly field failure months later. The question: could AI comb the catalogs and the owner's knowledge to produce a complete bill of materials and the exact cut and hole calculations for each window, accurately enough to cut both the errors and the warranty work?

The approach

A proven, repeatable method.

The order it was built in is why it worked. Judgment first, catalog second, proof last.

1 · DiscoverSit with the owner and pull the judgment out of his head: the calls he makes without thinking, where jobs go wrong, what separates a good build from a callback. Most of it had never been written down.

2 · IngestWork through 820 pages of dense catalogs, including the image-only drawings and tables no tool can simply scrape. Knowing what actually matters in that pile is the work.

3 · Cross-referenceTrace every part and cut on a real finished window back to the exact page and rule behind it, separating what the manuals say from what the owner supplies from experience.

4 · Pressure-testWhere the manuals go silent, isolate each unknown one variable at a time until the real rule is proven, not guessed.

5 · Validate blindHand the AI only what a customer would give it, let it build from scratch, and check it against the shop's own proven output. No grading its own homework.

The result

It reset the economics of the shop.

Secondsto produce a full build sheetWas a day or more

820pages of manuals distilled into one reusable knowledge baseOwner + catalogs

Margins upfrom fewer errors, callbacks and reworkThroughput gain

“It's doing in seconds what my guys would spend a day or more on. The real gain is we can turn over more projects in less time.”

Owner, Ital East Corp. / IEC Manufacturing

Results are specific to this business and are not typical or guaranteed.

Why it matters

Owner-quality builds, without the owner in the room.

The AI was taught to think like the owner first, capturing the judgment that had only ever lived in his head, and only then turned loose on the 820-page catalog. From there it was acid-tested against real, completed jobs: given only the starting inputs, it built each order from scratch and was checked against the owner's own proven output.

Work that used to eat a day or more of skilled man-hours per job now takes seconds, standardized and correct every time. Fewer errors mean fewer callbacks and less warranty rework, and the real monetary gain is throughput: the same crew turns over more projects in less time.

Designed and delivered by an electrical engineer with 17 years designing the high-voltage power supplies inside hospital and airport X-ray systems, applying proven engineering principles to the creation of custom AI solutions.

Have a process trapped in one person's head?

That is exactly what this method is built for. A 15-minute call to see whether your business has an AI build like this one hiding in it. You keep the findings either way.

Book Your Free 15-Minute Call See all case studies →