Production Proves with Alexander Lipanov

Pilots promise. Production proves.

AI, computer vision and complex software matter only when they move business numbers: lower costs, higher efficiency, faster time to market, minimum fails on production. Here: how to get there, and how to tell a real result from a convincing demo.

With Alexander Lipanov: PhD in Applied Mathematics, 35 years of engineering, research, and software development, including 25 years as an IT entrepreneur who built international engineering teams, CTO at SOFYCOD, author of Verification-Driven Delivery (VDD) Methodology.

Inside:
- Business case first: how to estimate ROI before writing code
- Pilot to production: systems that survive real data, real load and real users
- Complex systems: architecture choices that cut cost and risk instead of adding them
- VDD: paying for verified results, not billed hours
- Audits and second opinions before budget is committed

For founders, CTOs and Product leaders who need results, not hype.