How product teams really use AI, past adoption and into the harder questions.



We surveyed 157 product professionals across 34 countries on how they actually use AI at work. The result is the clearest picture yet of AI in product management in 2026, past adoption and into the harder questions of pressure, access, and accountability.





By the metrics that mattered in 2024, the adoption argument is over. 99% of product teams use AI. The question for 2026 is whether that usage has shape, or whether budgets are just growing faster than goals.