The traditional, linear handoff from product (PRDs) to design to dev is too slow for AI's rapid iteration cycles. Leading companies merge these roles into smaller, senior teams where design and product deliver functional prototypes directly to engineering, collapsing the feedback loop and accelerating development.

Embed engineers directly with customers to hear feedback and ship solutions, often on the same day. This radical structure eliminates layers of communication (Product Managers, Customer Success) and scales the 'founder energy' of talking to users and immediately building what they need.

Instead of a traditional product roadmap, give engineers ownership of a broad "problem space." This high-agency model pushes them to get "forward deployed" with customers, uncover real needs, and build solutions directly. This ensures product development is tied to actual pain points and fosters a strong sense of ownership.

The V0 team operates with minimal product management oversight, empowering product-minded engineers (often ex-founders) to make 95% of product decisions directly. This sacrifices potentially "perfect" choices for a dramatic increase in development velocity.

Sundial founder Julie Zhu intentionally avoids hiring product managers. This constraint forces engineers to take full ownership of the product definition and user value, preventing them from delegating critical product thinking and developing a stronger sense of customer empathy.

The traditional product management workflow (spec -> engineer build) is obsolete. The modern AI PM uses agentic tools to build, test, and iterate on the initial product, handing a working, validated prototype to engineering for productionalization.

In an organization still running in project mode, the 'Product Manager' title is misleading. The role is often relegated to organizing work and scheduling tasks for engineering. A true product model requires empowering these roles with the mandate, skills, and market access to make strategic decisions.

To maximize speed, V0 operates with a "no handoffs" philosophy. Everyone, including designers and product managers, is expected to contribute code and submit their own pull requests. This "full-stack PM" model minimizes the coordination costs and wasted cycles of explaining changes.

To avoid choosing between deep research and product development, ElevenLabs organizes teams into problem-focused "labs." Each lab, a mix of researchers, engineers, and operators, tackles a specific problem (e.g., voice or agents), sequencing deep research first before building a product layer on top. This structure allows for both foundational breakthroughs and market-facing execution.