Bogdan Ivanov
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Moving AI from prototype to production Moving AI from prototype to production
April 8, 2026

Moving AI from prototype to production

A readiness checklist and troubleshooting guide for taking an AI prototype past the demo and into a system that runs unsupervised.

Production AI Systems
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Building a Self-Correcting PDF Extraction Engine Building a Self-Correcting PDF Extraction Engine
April 2, 2026

Building a Self-Correcting PDF Extraction Engine

How I built an agentic AI system that extracts financial data from portfolio PDFs — and a rule engine that catches when it's wrong.

Claude AI Python Pydantic Data Extraction
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Consultant or agency: which model fits AI production work Consultant or agency: which model fits AI production work
March 24, 2026

Consultant or agency: which model fits AI production work

When you need AI added to an existing system, the choice between an independent consultant and an agency comes down to who owns the failure boundaries.

Hiring AI Systems
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What you're actually paying for in an AI project What you're actually paying for in an AI project
March 12, 2026

What you're actually paying for in an AI project

Building production AI in Romania or anywhere else means paying for pipeline engineering, not for the model. Here's where the work actually is.

Pricing AI Systems
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© 2026 Bogdan Ivanov

Bucharest, Romania