CPO Rising Series: Suno CPO on Why the Old Product Rules Don’t Apply When You’re Building on Frontier AI

What does it mean to build a truly AI-native product rather? In this episode of the CPO Rising series hosted by CentralSquare Technologies CPO Denise Hemke, Suno CPO Jack Brody will be speaking on why the old product rules don’t apply when you’re building on frontier AI, and now AI music has shaped a completely different approach to product thinking. Jack shares why retention is the only metric that really matters, how he creates space for ideas that seem crazy, and why two of product management’s most sacred rules don’t apply when you’re building on frontier AI models.

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Show Notes:

1. Jack came to product leadership through design, not a traditional PM track. Being an “adaptive generalist” who could do many things reasonably well felt like a disadvantage until he found design, where being interdisciplinary was exactly the point.
2. The best product leaders aren’t the experts; they’re the people who know they’re surrounded by experts and whose job is to bring those experts together so the whole is greater than the sum of its parts. Never confusing yourself for the smartest person in the room is a genuine competitive advantage.
3. Vibe coding is collapsing the lines between disciplines in ways that weren’t possible before. Designers at Suno are now building fully functional prototypes, which means conversations between designers and engineers happen through working software rather than through the inexact medium of language.
4. The CPO role has shifted from roadmap focus to systems building. Jack’s biggest evolution as a product leader has been moving up the stack from directing what gets built to building the organization, frameworks, and culture that ensure the right things get built consistently.
5. Suno’s operating culture is mission-driven rather than product-led in the traditional sense. Ideas come from everywhere across research, design, and engineering, and the product team’s job is to synthesize those ideas into something cohesive that moves the mission forward.
6. AI should expand human creativity, not substitute for it. The difference between a creative partner and a creative replacement comes down to whether the human still feels like the source of the idea and the final arbiter of what comes out the other side.
7. Suno is doing for music what the iPhone and Instagram did for photography, and what YouTube and TikTok did for video: dramatically lowering the barrier to entry. Jack argues the music barrier was actually higher than either of those, making this an even more significant unlocking moment.
8. Suno is built as a creative rabbit hole: a simple entry point that invites everyone in, followed by increasingly powerful tools that give users more control as they develop confidence and skill. The goal is to pull people from first-time experimentation all the way to professional-level production.
9. Jack runs an 80/20 structure: 80% of a team member’s time is deep expertise in their area, and 20% is holistic thinking beyond it. One shared team meeting creates context that prevents siloed thinking and local maxima from setting in.
10. Teams that are too rigidly organized around their own areas tend to optimize for local maxima. They make incremental gains but lose sight of the broader vision, and when that’s replicated across many teams you get drift rather than cohesion.
11. Ideas are fragile, and the ideas that seem craziest are often the ones that change the world. Jack’s rule: everyone is expected to solicit feedback on their ideas, but nobody is required to incorporate all of it. If you have extreme conviction despite pushback, you’re allowed to keep going.
12. Being right most of the time can actually be a trap. It’s easy to kill ideas because most of them fail, but the one in ten that works is worth more than all the incremental work you could have done instead. Creating space for that one in ten requires deliberately resisting the urge to always be right.
13. When joining a new company, don’t over-index on the best-articulated opinions. Well-spoken people get disproportionate signal, but idea quality has nothing to do with how well it was delivered. Look for patterns across many conversations instead.
14. The north star should be held with strong conviction and loosely at the same time. You need it to give the team direction, but you have to let it evolve as you learn. Product leaders who latch onto their north star too tightly will miss the opportunities that reveal themselves over time.
15. Suno’s north star is a complete music ecosystem where creation, consumption, discovery, and social connection come together in one experience. Music has been fragmented across instruments, DSPs, and social platforms, and bringing it together makes music bigger than it’s ever been.
16. Retention is Jack’s most important metric because it’s the truest measure of product-market fit. Acquisition shows you can get attention; retention shows you’re delivering sustained, durable value that people keep coming back for.
17. Retention is an output metric, and moving it requires deep focus on input metrics like create satisfaction rate and listening time. Breaking retention into the things most causally related to it gives teams clear, actionable goals they can act on in days rather than waiting weeks for top-line signals.
18. Two sacred product rules don’t apply when building on frontier AI. The first is “don’t build technology in search of a problem” — training runs at Suno produce unexpected capabilities that lead to genuinely new features. The second is “hyper-focus on one customer type” — AI’s flexibility lets Suno build for both novice creators and Grammy-winning producers at the same time.
19. Building for both extremes often means you build for everyone in between. Suno serves someone who has never made music and professionals using it for hours a day, and by building for both ends, the entire spectrum in between is served naturally.
20. Jack is most excited about the people who will discover music for the first time through Suno. The future stars who wouldn’t have found their creative voice without the barrier dropping are out there, and every professional musician using the platform makes it more aspirational and legitimate for everyone else.