Worked examples

See how a review leaves an understandable record

Controlled examples show the method without presenting invented customer savings or accuracy claims. Focused on AI-assisted pipe-shop and fabrication workflows.

Published 2026-07-25Reviewed 2026-07-25By PipeShop AI technical editorial desk

Illustrative worked example

The figures below demonstrate the calculation and disclosure format. They are not customer results, performance promises, or evidence of product accuracy.

Example DECISION CHECK

Measure	Baseline sample	Review sample	Limitation
packets tested	3	1	Example only
outputs accepted	4	1	Controlled worksheet value
exceptions found	5	2	Controlled worksheet value
manual corrections	6	3	Controlled worksheet value
review minutes	7	4	Controlled worksheet value

A publishable case study should replace example values with a named method, sample dates, job type, reviewer, and permission to publish.

Collect a publishable case study (.csv)

01 · source file · packets tested

02 · proposed output · outputs accepted

03 · exception · exceptions found

04 · reviewer · manual corrections

05 · accepted change · review minutes

06 · shop instruction · packets tested

07 · release record · outputs accepted

08 · source file · exceptions found

09 · proposed output · manual corrections

10 · exception · review minutes

11 · reviewer · packets tested

12 · accepted change · outputs accepted

Scope · PipeShop AI

What this guide covers: Evidence Library

This page is for fabrication leaders evaluating AI-assisted shop work working on Evidence Library. Use it as a practical part of AI-assisted pipe-shop workflows with source review.

Confirm the work that must stay current

For evidence library, check source file and proposed output.

Name the people who review and release it

For evidence library, check exception and reviewer.

Test the final handoff before changing tools

For evidence library, check accepted change and shop instruction.

Reviewed by the PipeShop AI technical editorial desk. Published 2026-07-25; reviewed 2026-07-25. Coverage is limited to AI-assisted pipe-shop and fabrication workflows.