I review a small AI, OpenAI, API, or backend workflow and turn the current uncertainty into a clear technical action plan.

This service is for founders, small teams, and developers who already have a workflow, prototype, API integration, automation, or AI feature, but something is unclear, fragile, slow, or blocked.

Typical cases:

OpenAI or other AI API integration behaves unreliably.

A FastAPI/backend workflow has unclear errors, weak logging, or unstable behavior.

An automation flow works manually but is hard to repeat.

You need a second technical review before spending more money on implementation.

Process:

I review your current workflow, code snippets, API docs, logs, screenshots, or reproducible issue.

I identify blockers, risks, unclear requirements, and the shortest useful fix path.

I deliver a concise written plan. If the scope is small and access is enough, I can also include a tiny proof-of-fix or patch direction.

The goal is not to sell a huge rebuild. The goal is to make the next step obvious, testable, and realistic.