Case study
Web5 Audit — security tooling
Industry: security tooling · infrastructure-heavy technical product
The Challenge
Audit cycles burned engineer time on repetitive packaging. Black-box prompts were a liability: untyped inputs, weak checkpoints, and no reliable trail when confidence dropped. Reliability mattered more than demo theater.
The NxFlowAI Solution
We built deterministic orchestration around typed inputs, explicit human gates, and monitoring—not one-shot model calls. Every production path requires approval before an unaudited inference can reach the assisted workflow.
The Hard Results
- Manual review prep: ~6 hours/cycle → ~90 minutes with structured orchestration and checkpoints
- 22 engineer hours/month recovered from repetitive audit packaging
- Defect escapes in the assisted path: ~40% → under 8% after guardrails and human gates
- 0 unaudited model calls in the production path