How to use discovered features, competitive gaps, and team capabilities to build data-driven roadmaps instead of opinion-driven ones.
How spec drift silently derails engineering teams and how to detect it before you ship the wrong thing.
Wikis are always stale. Auto-generated feature catalogs from code analysis are always current. Here's the difference.
Automated competitive gap detection that scans competitor features and maps them against your codebase. Real intelligence, not guesswork.
Most competitive analysis is guesswork based on marketing pages. Code-level gap analysis shows exactly what you have, what competitors have, and what it would cost to close the gap.
An honest review of the IBM AI Product Manager Professional Certificate.