TLDR Product

TLDR PRODUCT MANAGEMENT 2026-08-11

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01GENERAL

Sponsored

YOUR AI FEATURE IS GETTING USED. BUT IS IT PAYING OFF?

Most AI features don't fail because of pricing. They fail because the AI is not valuable enough to justify what it costs to deliver. Usage grows, costs scale, and margins start disappearing. See the patterns behind AI features that actually pay off [5]: the pros and cons of popular pricing models, the traps that thin your margins, and practical tips from Kyle Poyar, founder of Growth Unhinged, and Aakash Gupta, founder of Product Growth, based on their work with teams shipping AI at Atlassian, Bolt, Salesforce, Cursor, and dozens of other companies.

atlassian.comSponsor

03OPINIONS & TUTORIALS

A GOOD MOVE IS GROUNDED

Effective product work connects internal changes directly to external user activity. Validate initiatives like MVPs against specific hypotheses and behavioral goals. If a clear link is missing, use small probes or targeted adjustments to bridge the gap.

davesresearch.com4 min read

20 UNFILTERED OPERATING TAKES

Great product teams win through strong habits, small iterations, and continuous learning, not rigid frameworks. AI will amplify whatever operating system a team already has, good or bad.

cutlefish.substack.com7 min read

04RESOURCES & TOOLS

05MISCELLANEOUS