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 weld-log generation with source-linked human review.

Published 2026-07-25Reviewed 2026-07-28the Piping Tools Limited research and editorial team

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
fields proposed	3	1	Example only
fields accepted	4	1	Controlled worksheet value
exceptions raised	5	2	Controlled worksheet value
corrections made	6	3	Controlled worksheet value
minutes to review	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 location · fields proposed

02 · proposed field · fields accepted

03 · confidence note · exceptions raised

04 · exception · corrections made

05 · reviewer · minutes to review

06 · correction · fields proposed

07 · issue decision · fields accepted

08 · source location · exceptions raised

09 · proposed field · corrections made

10 · confidence note · minutes to review

11 · exception · fields proposed

12 · reviewer · fields accepted

Scope · AI WeldLog

What this guide covers: Evidence Library

This page is for QA teams reviewing machine-assisted weld records working on Evidence Library. Use it as a practical part of AI-assisted weld-log preparation with an explicit human check.

Confirm the work that must stay current

For evidence library, check source drawing and extracted field.

Name the people who review and release it

For evidence library, check confidence and exception.

Test the final handoff before changing tools

For evidence library, check reviewer and correction.

Published by the Piping Tools Limited research and editorial team. Published 2026-07-25; reviewed 2026-07-28. External practitioner review is credited only when consent and scope are recorded. Coverage is limited to AI weld-log generation with source-linked human review.