AI Products At Scale - How to Manage Core Product AI at Scale and Embrace Fast Prototyping

At Photoroom, shipping AI at scale hinges on a fast prototyping culture, where ideas are tested quickly in code before detailed specs. This rapid iteration draws on real data from A/B tests and user evaluations, refining AI features more efficiently. Progressive rollouts then collect qualitative feedback from early adopters and allow reverting to prior versions if needed. As AI grows more pervasive, the product manager’s role is evolving: tools like the Cursor or a simple prototype show PMs must embrace hands-on experimentation and engage closely with AI and users. Ultimately, agility, iterative design, and data-driven decisions remain key to delivering impactful AI solutions.