Case study
Web5 Audit, security tooling
Context: infrastructure-heavy product where deterministic behavior beats flashy AI demos.
The war
Security audit workflows need rigor: typed inputs, explicit checkpoints, and human review when confidence drops. Black-box prompts are a liability in this domain.
Our approach
Process oriented around audit-style discipline: orchestration layers, guardrails, and monitoring rather than one-shot model calls. Built for founder-led execution loops where reliability is the product.
Fit
Strong match for technical products that need workflow automation without sacrificing traceability. Reference details available on request.