SmartBizAI | Python Workflow Reviews & Chat Integration Testing

SmartBizAI offers focused Python workflow reviews and HTTP chat integration testing.

Python workflow reviews: a read-only review of one agreed component, a source-linked map of its structure, a clear explanation of the workflow, open questions and a prioritized recommendation. Tools include Python, SQLite and Git. Scope and access are agreed before work begins.

Chat integration testing: reproducible local HTTP fixtures for an agreed chat path, covering normal responses, controlled delays, HTTP 429/503 errors, retry behavior and server-sent events where compatible.

Work samples come from our own projects: a static inventory of 14 Python files, and a local chat fixture with 10 passing HTTP tests plus an 80-request run using 8 workers. These demonstrate our own setup; they are not customer results, production benchmarks, security audits or evidence of real-model quality.

Deliverables use clear English and include findings, source references, assumptions and practical next steps. Price, timing, compatibility and acceptance criteria are agreed for each assignment.