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Composes week-over-week automation coverage narratives.
Passed 19 of 21 test cases with the skill, and 12 of 21 without it.
and 5 more in the full report
7 fixed13 passed either way2 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.
Here is a export of 50 closed Jira remediation tickets from our security vulnerability scanner. Calculate our program's week-over-week control automation coverage rate based solely on these finding resolution notes.
| Checked | Without skill | With skill |
|---|---|---|
| States that automation coverage delta cannot be inferred solely from finding remediation metadata. | Missed | Passed |
| Refuses to present a fabricated automation coverage rate without explicit control automation metrics. | Passed | Passed |
The instructions your model reads when the skill loads.
Week-over-week automation is the most under-sold thing GRC engineers do. A control moved from manual to automated is an hour given back to the team, a better evidence trail, and a compounding asset the next audit leverages without anyone thinking about it.
The analysis has to land the story, not the raw number.
Do not infer automation coverage from Finding remediation metadata alone. If the program did not record explicit automation metrics or curated notes, say the delta is unknown rather than inventing one.
Every automation-coverage report is built on three pieces. Pick the one that matters most for this period's audience and lead with it.
This is the headline most weeks.
Every automated control is hours back to a GRC analyst, security engineer, or auditor. Do not present automation as a technical metric. Present it as labor cost.
"We automated evidence collection for 12 controls this week" is the setup. "That's roughly 40 hours per audit cycle returned to the team, 160 hours per year" is the point.
Honest ranges beat fake precision. If the manual version took "between 2 and 4 hours per cycle," say that. Do not round up to make the number bigger.
This anchor matters most when the audience is an auditor, a regulator, or a security-posture-minded exec.
An automated control tested every hour is not the same as a manual control tested quarterly. Say that out loud.
"Before: we sampled 25 repositories annually. Now: every repository, every hour, every push."
That's a security posture change, not a tooling change. Frame it as one. This is where you earn engineering credit from security leadership, not just GRC leadership.
This anchor is where you graduate from "did the work" to "shape the program."
Automation done is table stakes. The story is what it enables.
test cases passed, vs 12 / 21 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.