Scan the source
Keep the source drawing, revision, and detected context visible before anyone treats an output as engineering evidence.
Compare text extraction with a controlled piping review workflow for drawings, exceptions, and release.
AI can surface a relationship. Engineering still needs the source, exception, reviewer, and release decision in view.
Keep the source drawing, revision, and detected context visible before anyone treats an output as engineering evidence.
Make uncertainty, conflicts, and missing information visible to a named reviewer instead of hiding them in a chat thread.
Export a record that shows what was reviewed, what changed, and who accepted the release decision.