Why your product needs an AI product manager, and why it should be you — James Lowe, i.AI

Original: Why your product needs an AI product manager, and why it should be you — James Lowe, i.AI

6.6K views · Jul 28, 2025 · 18:36 min · Watch on YouTube ↗

Takeaway

For AI products, resolve the AI capability uncertainty with evals and real-user tests before product building — then go wide on features and ruthlessly strip back.

Summary

UK government's Incubator for AI (i.AI), created by 10 Downing Street, builds products serving 70M citizens across services and PM-level workflows
Argues classic PM (business × tech × user) needs a 4th axis — AI capability — because feasibility, evaluation, guardrails and probabilistic behavior are different
Lesson 1 (Consult): consultations attract 100Ks of free-text responses; jumping into product mode with BERTopic failed legal threshold — pivoting to AI-first with themefinder package made it 1000x faster, 400x cheaper than humans
Lesson 2 (Minute transcription tool): built many AI features wide with coding assistants then stripped back to what worked; AI-generated features are easier to delete because there's no sentimental attachment
Recommends combining product and engineering in as few people as possible (à la Brett Taylor) and adopting an AI-PM mindset rather than a strict role

ai-pmevalsproduct

Original description

So you've built another cool demo. Now what? You have hype, but not impact. You have kudos but no users. Ultimately you have a demo, but not a product.

The unique uncertainty of AI technology demands a new approach – beyond traditional product management. You need an AI Product Manager. This talk explains why this role is essential for building real AI products, using real case studies from the incubator for Artificial Intelligence in the UK Government.

More importantly, it reveals why your technical depth makes you uniquely suited to step into this critical leadership gap. Discover why could be the ideal candidate to be the AI Product Manager your product needs, and how to step into that role.

About James Lowe
James Lowe has been a data scientist in public sector for 8 years, including working at 10 Downing Street. He is now the Head of AI Engineering for the Incubator for AI, a small team of experts in the centre of the UK Government building AI products that are delivering public good.

Recorded at the AI Engineer World's Fair in San Francisco. Stay up to date on our upcoming events and content by joining our newsletter here: https://www.ai.engineer/newsletter