Posts tagged "Feedback Loop"

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The Feedback Loop Fallacy in AI Products

AI feedback loops can lie. Learn why engagement metrics fail and how product managers can rebuild truth-centered measurement systems.

For years, product managers have lived by a simple gospel: ship, measure, learn. The faster your feedback loop, the quicker your product improves. But AI is quietly breaking this law of motion. The feedback loops we’ve trusted for decades no longer tell the truth. When feedback starts lying In traditional software, user behavior is a reliable proxy for value. If conversion rates increase or churn decreases, the product has likely improved. With AI, that assumption...
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What Makes a Real Data Moat

Data moats are the key to AI defensibility. Tesla and Stripe show what makes them real and how product teams can build them.

The age of generative AI has created a strange paradox. On one hand, anyone can plug into models like GPT and build features quickly. On the other hand, defensibility has never been more elusive. If everyone has access to the same foundation models, what stops a competitor from copying your product? The strongest answer is the data moat. Done right, it’s the most durable form of AI advantage a company can build. Done wrong, it’s...
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