Three engagements, one practice.
Start with Production AI when an agent, RAG system or AI workflow is moving toward real users. Start with AWS when the wider platform is under pressure. Each recommendation is prioritised by business impact, reliability, security, cost, maintainability and implementation effort.
| If this is your situation | Start with | Duration |
|---|---|---|
| The prototype works, but reliability, evaluation, guardrails, observability, cost and architecture are not production-grade. | Production AI Architecture Review | 7-10 business days |
| Architecture is hard to maintain, expensive, unreliable or hard to scale, and key decisions are unclear. | AWS Architecture Review | 5-7 business days |
| Architectural decisions are inconsistent, slow or made without senior judgement. | Fractional Principal Cloud & AI Architect | From 1 month |
We work with your engineering team as a senior architecture partner — your review is led by Rahul Ladumor directly. Example code or configuration can be part of a recommendation, but a review doesn't quietly turn into an implementation project.
Next step
Not sure which one fits?
Describe the situation on the qualification form and choose “Not sure yet”. I'll tell you which engagement fits, or whether none does.