If you're building AI into your product roadmap, ask yourself: would this feature still deliver value if we stripped out the AI? If the answer is no, you might be solving for the wrong problem. What's one AI feature you've seen that actually changed how users work?
They ship fast and iterate faster. AI products need feedback loops. Build the minimum viable intelligence, test it with real users, and refine based on behavior.
The teams that move fastest aren't the ones with the best project management tools. They're the ones where a designer can challenge a pricing decision and an engineer can rewrite a go-to-market plan.
Run it in parallel first. Test your predictive model alongside your current process for 30 to 60 days. Compare what it recommends against what actually happens. Most teams skip this and lose credibility when the first live prediction misses.