I audit and harden automations, integrations, and retrieval systems — lost records, silent duplicates, missing retries, and retrieval that quietly returns the wrong evidence — then fix what I find and prove it with tests. Most of that work centers on CRM-driven lead pipelines — hands-on with Bitrix24 and amoCRM from real estate work, and the underlying process (capture, routing, dedup, follow-up) carries over to any CRM.
Selected work
A hands-on check of a real automation before trusting it with live leads — found where they could quietly go missing, and what to fix first.
Make · Airtable · HubSpot
Ask a question about a pile of documents and get a real, checkable answer — with the exact page it came from, not a guess.
Python · FastAPI · Qdrant · Postgres
No lead falls through the cracks between a form and a CRM — failures get caught, retried, and never processed twice.
Python · FastAPI · Postgres · n8n
Forward a client's email with photos and get a ready draft listing back in minutes — you just check it and hit publish.
Python · FastAPI · SQLite · DeepSeek API