Trigger
Release readiness check before a narrow deployment window.
Case studies
Proof, not posturing.
The public proof stays anonymized until a client approves a named story. The useful shape is still concrete: trigger, evidence, handoff, and decision.
Representative workflow
From first scan to first fix window
Trigger, issue, handoff, decision. That is the minimum useful shape.
Top issue
A hardcoded credential plus a shell-risk path surfaced in the same pass.
Handoff
The ranked fix list and payload moved straight into the remediation workflow.
Decision
The team left the scan with a concrete fix window instead of a vague cleanup backlog.
Anonymized proof slice 01
Trigger
A team wanted to know which AI-generated changes still had release-stopping risk.
Evidence
The scan grouped a credential exposure and shell-risk path ahead of lower-signal style findings.
Outcome
The operator left with a narrow fix window and a payload ready for the remediation agent.
Anonymized proof slice 02
Trigger
A prototype had moved from demo code into a production-adjacent workflow.
Evidence
The first pass separated code risks from process gaps, including missing owner notes and unclear rollback steps.
Outcome
The team converted vague hardening work into a short release checklist.
Anonymized proof slice 03
Trigger
A content and ops pipeline needed a cleaner handoff between LLM output, review, and publishing.
Evidence
The review surfaced the artifacts that carried source context and the ones that forced manual interpretation.
Outcome
The next pass focused on payload shape, not another generic dashboard.