WED, OCTOBER 21, 2026
Independent · In‑Depth · Practitioner‑Tested
Claude Security

Vulnerability Backlog Triage Prompts

One AI scan reportedly flagged more than 23,000 potential vulnerabilities at a single bank, which then hired around a thousand contractors to work through them. Finding flaws at machine speed creates a backlog that can only be cleared at human speed. These prompts turn an unmanageable list into an ordered one. Paste in your scanner output.

⌨️ 6 prompts 🕐 Updated Oct 21, 2026
💡 How to use these prompts: Replace everything in [BRACKETS] with your specific details before sending. Click Copy to copy any prompt to your clipboard instantly.
1
Reachable or theoretical
Cutting a list of thousands down to the ones that matter
For each finding below, determine whether the vulnerable code is actually reachable from untrusted input in this application. Separate REACHABLE from THEORETICAL and show the path for every one you mark reachable.
2
Rank by blast radius
Replacing a generic severity score with real consequence
Order these findings by what an attacker would actually gain, not by the scanner severity label. For each one in your top ten, state concretely what access or data it would yield.
3
Find the duplicate root cause
Turning thousands of findings into dozens of fixes
Group these findings by underlying root cause rather than by occurrence. Identify any single fix that would close more than one of them, and say how many each fix clears.
4
The false positive pass
Not spending a quarter of contractor time on nothing
Review these findings and flag the ones most likely to be false positives, with the specific reason for each. Be explicit about your confidence and do not mark anything uncertain as safe.
5
Estimate the real effort
Budgeting the remediation, not just the scan
For the confirmed findings, estimate remediation effort in engineer-days and group them into quick wins, standard fixes and structural work. State which ones cannot be fixed without an architectural change.
6
What to tell the board
The conversation that follows every large scan
Summarise this backlog for a non-technical audience: how many findings are genuinely exploitable, what the worst realistic outcome is, how long remediation takes, and what risk remains in the meantime. No jargon.