Codebase intelligence, product management, engineering leadership, and the future of software understanding.
65% of PMs say roadmapping is their hardest task. The problem isn't your process — it's your visibility into the codebase.
70% of projects experience scope changes. The root cause isn't poor discipline — it's poor visibility.
49K people search this monthly. The answer: AI won't replace PMs — it'll replace PMs who can't see their product.
98% of PMs use AI but only 1.1% for roadmap ideas. Here's how AI should actually help product leaders think, not just produce.
$109M wasted per $1B invested. 70% of failures trace to requirements. The root cause: nobody knows how the whole system works.