TLDR Tech / Marketing
The AI era requires a different kind of experimentation
Experimentation is shifting away from small UI tweaks toward bigger, system-level bets. AI removes much of the need for manual personalization and surface optimization, while faster product cycles make incremental gains short-lived. Monetization and engagement become the highest-leverage areas to test, not quick conversion lifts. Tests need to run longer to capture downstream impact across the product. Minor changes can be handled by AI or skipped using proven defaults, freeing teams to focus on deeper product and pricing changes that drive real growth.
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