| Evidence traceability | Manual links, file names, copied values, and reviewer memory. | Source-linked evidence records with dates, units, asset identity, and review states. |
| AI assistance | Usually disconnected from approved evidence and difficult to audit. | Bounded drafts tied to approved evidence and kept subject to engineer review. |
| Work-package quality | Depends on manual formatting and individual discipline. | Repeatable evidence-pack structure for gaps, rationale, reviewer notes, and approvals. |
| Pilot measurement | Hard to baseline search time, rework, missing evidence, and approval delays. | Pilot scorecards can measure preparation effort, traceability, and review quality. |