Identify the architectural risks in an AI concept, prototype, or workflow before committing more time and budget.

I will review one system, workflow, or proposed architecture and provide an independent assessment of its integration, scalability, reliability, security, observability, and operating risks.

You receive:

• A 60-minute technical stakeholder session • Review of one system, workflow, or proposed architecture • A concise architecture-risk assessment • Recommendations ranked by urgency and effort • A 45-minute findings review

This engagement is not penetration testing, formal security certification, a full codebase audit, or implementation of the recommendations.

The resulting plan can guide your internal team or become the foundation for a separately scoped implementation sprint.

If you need an independent architecture decision before investing further, purchase the review to get started.