I review AI-enabled systems and automation architectures so you can make a clear decision about reliability, security controls, integrations, and the next implementation step.

This service is for founders, product teams, and technical owners who need an independent architecture review before building further, taking on technical debt, or trusting an agent with consequential actions.

The review connects architecture to actual behavior: inputs, validation, business logic, data persistence, external integrations, deployment boundaries, failure modes, observability, and recovery.

Scope boundaries: this is a technical architecture and control review, not a legal certification, penetration test, compliance attestation, or guarantee of production readiness. Implementation and remediation can be scoped separately.