Why this matters now
Engineering teams are spending too much time writing and formatting documentation instead of solving real operational problems.
The practical shift
- Standardise recurring sections once
- Auto-populate evidence tables from structured inputs
- Keep human sign-off for final compliance submission
What to do this quarter
- Pick one recurring report type.
- Create a reusable template and quality checklist.
- Measure cycle time before/after for 4 weeks.
This is where AI is strongest: reducing repetitive effort while preserving accountable human review.