The CLRA Blog

Field notes on product discovery - finding, framing, and building on real customer problems.

August 2, 2026 · 12 min read

Why a blank AI chat can't do your product discovery

PMs who write specs inside an AI agent keep hitting the same ceiling: the chat connects to nothing, remembers nothing, and can't say who actually said what. The fix isn't better prompting - it's grounding the agent in a research corpus it can cite.

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July 25, 2026 · 12 min read

How to tell a real pain point from a wishlist

Online research turns up two things that look identical on the page - a wishlist and a real felt pain. The discipline that tells them apart has to run at the moment you capture the quote, before an accumulating pattern makes you fall for it.

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July 18, 2026 · 11 min read

Why continuous discovery breaks down (and what to do instead)

Discovery happens at every kickoff, then delivery pressure wins and the calls go quiet. Why episodic discovery fails the strategic decisions that arrive between projects - and how to make every user contact compound instead of evaporate.

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July 12, 2026 · 9 min read

How to turn feature requests into real user problems

Sales talks to your customers more than you do, and what comes back is feature requests with the evidence stripped out. How PMs can keep the customer's verbatim words attached as requests travel to the roadmap.

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July 7, 2026 · 8 min read

How to synthesize user interviews when you don't have time

Deadlines don't wait for synthesis. Why the rigor-versus-speed dilemma is built on a false assumption, and how PMs under time pressure can turn a backlog of interviews into evidence-linked problems.

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June 8, 2026 · 9 min read

How to discover customer problems from online research

A field guide to Sales Safari: the worldview behind observing communities for raw customer language, and a step-by-step loop for capturing quotes with the CLRA extension and synthesizing them into problems worth building on.

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