What changes when the prompt is project-specific
Generic prompts optimize for plausibility. Project-specific prompts optimize for your current bottlenecks.
When the model sees your latest score and ranked issue list, it can sequence work by impact instead of repeating best-practice boilerplate.
Execution differences in real teams
Generic outputs create broad backlogs and owner confusion: too many ideas, weak ordering, no stop conditions.
Project-specific outputs are easier to assign because each action can map directly to one finding from the report.
Teams also close the loop faster because the next audit confirms whether that exact fix moved the score.
Where quick scores fit
Homepage and compare scores are intentionally quick and can differ from full project runs when scans are limited or a site blocks deep checks.
Use quick mode for triage. Use project mode for decision-grade execution plans and trend tracking.
Operational playbook
1. Run quick audit to screen opportunities.
2. Create project and run full audit.
3. Copy the generated AI fix prompt.
4. Execute the 24h and 7-day tasks first.
5. Re-audit and refresh the prompt from the new findings.