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Insights

Codebase intelligence, product management, engineering leadership, and the future of software understanding.

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Mar 22, 20269 min

Product Roadmap Keeps Slipping? Here's the Real Reason

65% of PMs say roadmapping is their hardest task. The problem isn't your process — it's your visibility into the codebase.

SS
Sahil SinghFounder & CEO
Mar 20, 20269 min

Scope Creep: Why It Happens and How to Stop It

70% of projects experience scope changes. The root cause isn't poor discipline — it's poor visibility.

PS
Priya ShankarHead of Product
Mar 11, 20269 min

Can AI Replace Product Managers? Wrong Question.

49K people search this monthly. The answer: AI won't replace PMs — it'll replace PMs who can't see their product.

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Sahil SinghFounder & CEO
Feb 27, 202612 min

AI for Product Management: What Actually Helps You Think (Not Just Produce)

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.

SS
Sahil SinghFounder & CEO
Feb 25, 202612 min

The Real Cost of Nobody Knowing How the System Works

$109M wasted per $1B invested. 70% of failures trace to requirements. The root cause: nobody knows how the whole system works.

SS
Sahil SinghFounder & CEO

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