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Insights

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

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Mar 26, 20269 min

ChatGPT for Product Managers: What It Can and Can't Do

ChatGPT dethroned Jira as PMs' top tool. But it has a blind spot: it can't see your codebase.

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Sahil SinghFounder & CEO
Mar 12, 20269 min

Product Manager AI Assistant: What to Look For in 2026

98% of PMs use AI but only 1.1% for strategic work. Here's what a real PM AI assistant should actually do.

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Sahil SinghFounder & CEO
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.

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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.

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Sahil SinghFounder & CEO

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