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Soufi Esmaeilzadeh is product director for AI experiences in Google Search, where she leads AI Overviews and AI Mode. In 15 years at Google, she has watched search move from ten blue links to multi-turn conversation.
She joins Randy Silver to explain how her team prototypes and ships at Google’s scale, why she runs lean “SWAT team” pods, and how she balances speed against the quality bar users expect from search.
Key takeaways
Chapters
We're refreshing The Product Experience and want your input. Take our two-minute survey and help shape where the show goes next!
Our Hosts
Lily Smith enjoys working as a consultant product manager with early-stage and growing startups and as a mentor to other product managers. She’s currently Chief Product Officer at BBC Maestro, and has spent 13 years in the tech industry working with startups in the SaaS and mobile space.
Randy Silver is a Leadership & Product Coach and Consultant. He gets teams unstuck, helping you to supercharge your results. Randy's held interim CPO and Leadership roles at scale-ups and SMEs, advised start-ups, and been Head of Product at HSBC and Sainsbury’s. He participated in Silicon Valley Product Group’s Coaching the Coaches forum, and speaks frequently at conferences and events. You can join one of communities he runs for CPOs (CPO Circles), Product Managers (Product In the {A}ether) and Product Coaches. He’s the author of What Do We Do Now? A Product Manager’s Guide to Strategy in the Time of COVID-19. A recovering music journalist and editor, Randy also launched Amazon’s music stores in the US & UK.
Francois Lopitaux is SVP of Product at ThoughtSpot, the analytics company built on the premise that you should be able to search your data like you search Google. He began his product career 18 years ago, when Salesforce acquired his Paris company, and went on to lead customer service, analytics and AI products there before joining two startups and then ThoughtSpot. He joins Randy Silver to explain how building agentic products differs from shipping deterministic software, from designing without control of the user path to keeping an LLM trustworthy when the answer has to be the same every time.
Key takeaways
Chapters
00:00 Introduction
00:48 Meet François and ThoughtSpot
02:55 How AI is changing the product development lifecycle
05:18 Why discipline matters more in the AI era
08:00 Building probabilistic features
09:43 Why evals are the new PRD
13:57 Building an eval system for agentic analytics
17:15 Creating trust with a semantic layer
19:30 Measuring the success of AI products
22:12 Trust in embedded analytics
24:19 Go-to-market for white-label and OEM products
26:54 Rolling out at your customers' pace
28:37 Why AI features are never finished
31:20 Organising teams by product track
33:42 Pruning and sunsetting features
35:38 What to look for when hiring product managers
37:56 The future of team size
40:41 Managing AI costs and model flexibility
42:49 Wrap-up
We're refreshing The Product Experience and want your input. Take our two-minute survey and help shape where the show goes next!
Our Hosts
Lily Smith enjoys working as a consultant product manager with early-stage and growing startups and as a mentor to other product managers. She’s currently Chief Product Officer at BBC Maestro, and has spent 13 years in the tech industry working with startups in the SaaS and mobile space.
Randy Silver is a Leadership & Product Coach and Consultant. He gets teams unstuck, helping you to supercharge your results. Randy's held interim CPO and Leadership roles at scale-ups and SMEs, advised start-ups, and been Head of Product at HSBC and Sainsbury’s. He participated in Silicon Valley Product Group’s Coaching the Coaches forum, and speaks frequently at conferences and events. You can join one of communities he runs for CPOs (CPO Circles), Product Managers (Product In the {A}ether) and Product Coaches. He’s the author of What Do We Do Now? A Product Manager’s Guide to Strategy in the Time of COVID-19. A recovering music journalist and editor, Randy also launched Amazon’s music stores in the US & UK.
When you use an AI tool, how much time do you spend correcting it? And would your customers be willing to do the same?
Kendra Vant, Chief Product Officer at Tapi, joins Randy Silver to explore the “reliability layer”: the people, checks and engineering that make AI products dependable. She explains why enthusiastic AI users often provide that layer themselves, and why product teams can’t assume their customers will.
Kendra shares four questions to ask before building AI into your product, from who catches mistakes to what reliability costs at scale. They also discuss designing for failure, the technical literacy she expects from product managers, and why faster prototyping makes experienced judgement so valuable.
Chapters
00:00 Introducing Kendra Vant
02:51 The gap between an AI demo and a reliable product
06:12 Accuracy, consistency and the user as the reliability layer
13:31 Four questions to ask before building AI into your product
18:27 Sponsor: Jira Product Discovery
19:01 Planning for failure and protecting customer trust
24:06 Customisation, pricing and the cost of scaling
26:37 Do product managers need to learn to code?
31:40 How Tapi uses AI to experiment and build
33:25 Why small teams have an advantage
35:05 Product judgement and the experience gap
38:08 Using AI to maintain legacy code
39:41 Ask better questions, write down answers and test your thinking
43:11 Where to follow Kendra
Key takeaways
We're refreshing The Product Experience and want your input. Take our two-minute survey and help shape where the show goes next!
Our Hosts
Lily Smith enjoys working as a consultant product manager with early-stage and growing startups and as a mentor to other product managers. She’s currently Chief Product Officer at BBC Maestro, and has spent 13 years in the tech industry working with startups in the SaaS and mobile space.
Randy Silver is a Leadership & Product Coach and Consultant. He gets teams unstuck, helping you to supercharge your results. Randy's held interim CPO and Leadership roles at scale-ups and SMEs, advised start-ups, and been Head of Product at HSBC and Sainsbury’s. He participated in Silicon Valley Product Group’s Coaching the Coaches forum, and speaks frequently at conferences and events. You can join one of communities he runs for CPOs (CPO Circles), Product Managers (Product In the {A}ether) and Product Coaches. He’s the author of What Do We Do Now? A Product Manager’s Guide to Strategy in the Time of COVID-19. A recovering music journalist and editor, Randy also launched Amazon’s music stores in the US & UK.
Matt Feczko is director of product operations at Ocado, the UK grocery technology company whose warehouse robots and delivery automation now run for retailers including Kroger in the US and Coles in Australia. He spent the first half of his career as a customer-facing product manager, starting on SharePoint and Office at Microsoft before moving to the UK to join Skype and then four different startups over six years. A LinkedIn recruiter's typo — dropping a comma from his job title — led him to Ocado three and a half years ago, where his remit has since expanded to cover both product and engineering operations. Talking to host Randy Silver backstage at MTPcon London, he explains how he replaced Ocado's roadmap planning process, rebuilt its Jira taxonomy from scratch, and built a product management skills framework that other functions have since copied without being asked.
Key takeaways
Chapters
Referenced
We're refreshing The Product Experience and want your input. Take our two-minute survey and help shape where the show goes next!
We're refreshing The Product Experience and want your input. Take our two-minute survey and help shape where the show goes next!
Our Hosts
Lily Smith enjoys working as a consultant product manager with early-stage and growing startups and as a mentor to other product managers. She’s currently Chief Product Officer at BBC Maestro, and has spent 13 years in the tech industry working with startups in the SaaS and mobile space.
Randy Silver is a Leadership & Product Coach and Consultant. He gets teams unstuck, helping you to supercharge your results. Randy's held interim CPO and Leadership roles at scale-ups and SMEs, advised start-ups, and been Head of Product at HSBC and Sainsbury’s. He participated in Silicon Valley Product Group’s Coaching the Coaches forum, and speaks frequently at conferences and events. You can join one of communities he runs for CPOs (CPO Circles), Product Managers (Product In the {A}ether) and Product Coaches. He’s the author of What Do We Do Now? A Product Manager’s Guide to Strategy in the Time of COVID-19. A recovering music journalist and editor, Randy also launched Amazon’s music stores in the US & UK.
Jonathan Evens is a product lead at Google DeepMind, where he has spent more than a decade applying machine learning and AI across industries — from the smart grid at AutoGrid, to detecting roads and buildings from satellite imagery at Planet, to recommender systems, Google Search's AI Overviews and AI Mode, and now live avatars. He is also an advisor to the Evens Foundation, where he is building a "digital citizenry": a democracy sandbox that uses synthetic citizens to pre-test how the public might react to a policy before it is written.
Jonathan returns to The Product Experience, where hosts Lily Smith and Randy Silver pick up the conversation they started at MTPcon London, to dig further into what actually separates an AI product manager from a product manager who simply uses AI tools, why product principles have to come before evaluations, and how synthetic users can help — and mislead — at very different scales of product.
We discuss:
1. Why "AI product manager" has become a near-meaningless label, and the two distinct roles hiding underneath it: the modelling product manager working on core model capabilities, and the AI feature product manager building AI-powered products
2. Why using an LLM as a thinking partner or a coding assistant does not make someone an AI product manager — it makes them a product manager using AI tools, full stop
3. How Google Search's North Star metrics have stayed constant even as the proxy metrics beneath them — side-by-side win rates, user ratings, RLHF signals — have had to be rebuilt from scratch
4. Why product principles, not evaluations, are the real starting point for any AI feature, and how Google Search resolved the problem of trustworthy sources disagreeing on basic facts
5. How Google Search builds trust into its AI Overviews through sourcing, citation placement and UX cues such as highlighting, so users can judge at a glance what to verify
6. Where synthetic users genuinely help — cold-start problems, privacy-sensitive research, automated regression testing — and where they fall short
7. Building the Evens Foundation's "digital citizenry", and the core technical problem behind it: AI-generated personas that are less diverse and more extreme than real people
8. How team size and structure differ between a fully resourced lab like Google DeepMind and a resource-constrained non-profit team, and why Jonathan resists a single answer for the "right" team size
9. How the product manager's job is shifting as engineers absorb more of the evaluation work themselves through prompting and iteration
10. Jonathan's advice for product managers building AI features, and his case for following the Makers Manifesto
Key takeaways
Features links
- Evens Foundation — https://evensfoundation.eu
- Makers Manifesto — https://makersmanifesto.org
- Google DeepMind — https://deepmind.google
- AutoGrid — smart grid AI company where Jonathan began applying machine learning to industry
- Planet — satellite imagery company where Jonathan worked on automated road and building detection
We're refreshing The Product Experience and want your input. Take our two-minute survey and help shape where the show goes next!
Our Hosts
Lily Smith enjoys working as a consultant product manager with early-stage and growing startups and as a mentor to other product managers. She’s currently Chief Product Officer at BBC Maestro, and has spent 13 years in the tech industry working with startups in the SaaS and mobile space.
Randy Silver is a Leadership & Product Coach and Consultant. He gets teams unstuck, helping you to supercharge your results. Randy's held interim CPO and Leadership roles at scale-ups and SMEs, advised start-ups, and been Head of Product at HSBC and Sainsbury’s. He participated in Silicon Valley Product Group’s Coaching the Coaches forum, and speaks frequently at conferences and events. You can join one of communities he runs for CPOs (CPO Circles), Product Managers (Product In the {A}ether) and Product Coaches. He’s the author of What Do We Do Now? A Product Manager’s Guide to Strategy in the Time of COVID-19. A recovering music journalist and editor, Randy also launched Amazon’s music stores in the US & UK.
Kirsten Mann is a board director, product leader and, with this episode, a three-time guest on the podcast. Last time she was here, she was building Vizory, an AI tool that helps company directors get through board packs. This time she's back to explain why she isn't building it any more. Talking to Randy Silver, she walks through exiting Vizory, the friction tests she ran before writing a line of code, and why she now believes distribution, not the build, is where most AI products actually die.
We're refreshing The Product Experience and want your input. Take our two-minute survey and help shape where the show goes next!
Key takeaways
We're refreshing The Product Experience and want your input. Take our two-minute survey and help shape where the show goes next!
Our Hosts
Lily Smith enjoys working as a consultant product manager with early-stage and growing startups and as a mentor to other product managers. She’s currently Chief Product Officer at BBC Maestro, and has spent 13 years in the tech industry working with startups in the SaaS and mobile space.
Randy Silver is a Leadership & Product Coach and Consultant. He gets teams unstuck, helping you to supercharge your results. Randy's held interim CPO and Leadership roles at scale-ups and SMEs, advised start-ups, and been Head of Product at HSBC and Sainsbury’s. He participated in Silicon Valley Product Group’s Coaching the Coaches forum, and speaks frequently at conferences and events. You can join one of communities he runs for CPOs (CPO Circles), Product Managers (Product In the {A}ether) and Product Coaches. He’s the author of What Do We Do Now? A Product Manager’s Guide to Strategy in the Time of COVID-19. A recovering music journalist and editor, Randy also launched Amazon’s music stores in the US & UK.
April Dunford is the positioning expert behind Obviously Awesome and a former repeat vice-president of marketing across seven venture-backed startups, most of which were acquired. Over the past decade she has advised roughly 300 B2B technology companies, all with sales teams, on how to position themselves against the competition. In this episode she joins hosts Lily Smith and Randy Silver to explain why so many companies are repositioning at once, how a strong point of view on the future underpins good positioning, and why the story a company tells about itself is a decision for product and sales, not just marketing.
We're refreshing The Product Experience and want your input. Take our two-minute survey and help shape where the show goes next!
Key takeaways
Chapters
We're refreshing The Product Experience and want your input. Take our two-minute survey and help shape where the show goes next!
Our Hosts
Lily Smith enjoys working as a consultant product manager with early-stage and growing startups and as a mentor to other product managers. She’s currently Chief Product Officer at BBC Maestro, and has spent 13 years in the tech industry working with startups in the SaaS and mobile space.
Randy Silver is a Leadership & Product Coach and Consultant. He gets teams unstuck, helping you to supercharge your results. Randy's held interim CPO and Leadership roles at scale-ups and SMEs, advised start-ups, and been Head of Product at HSBC and Sainsbury’s. He participated in Silicon Valley Product Group’s Coaching the Coaches forum, and speaks frequently at conferences and events. You can join one of communities he runs for CPOs (CPO Circles), Product Managers (Product In the {A}ether) and Product Coaches. He’s the author of What Do We Do Now? A Product Manager’s Guide to Strategy in the Time of COVID-19. A recovering music journalist and editor, Randy also launched Amazon’s music stores in the US & UK.
Julia Barham leads a CX acquisition team at Progressive Insurance and is the author of The Product Management Playbook, published by Rosenfeld Media in July 2026. She wrote it to close what she sees as a coaching gap in the profession: a decade of product transformations has produced far more people with the title than people who have been taught end-to-end craft. In this episode she makes the case for treating ambiguity as a condition of the job rather than a problem to be solved, and walks through the things that quietly break when a product starts to scale.
We're refreshing The Product Experience and want your input. Take our two-minute survey and help shape where the show goes next!
Key takeaways
Chapters
Referenced
We're refreshing The Product Experience and want your input. Take our two-minute survey and help shape where the show goes next!
Our Hosts
Lily Smith enjoys working as a consultant product manager with early-stage and growing startups and as a mentor to other product managers. She’s currently Chief Product Officer at BBC Maestro, and has spent 13 years in the tech industry working with startups in the SaaS and mobile space.
Randy Silver is a Leadership & Product Coach and Consultant. He gets teams unstuck, helping you to supercharge your results. Randy's held interim CPO and Leadership roles at scale-ups and SMEs, advised start-ups, and been Head of Product at HSBC and Sainsbury’s. He participated in Silicon Valley Product Group’s Coaching the Coaches forum, and speaks frequently at conferences and events. You can join one of communities he runs for CPOs (CPO Circles), Product Managers (Product In the {A}ether) and Product Coaches. He’s the author of What Do We Do Now? A Product Manager’s Guide to Strategy in the Time of COVID-19. A recovering music journalist and editor, Randy also launched Amazon’s music stores in the US & UK.
Tiama Hanson-Drury is CPTO at Opus 2, the legal technology company behind the systems that run some of the world's largest and most high-stakes litigation. She started her career in sales, moved into product in 2010 and has spent the last 16 years split roughly evenly between individual contributor and leadership roles. Her verdict on AI in product organisations is neither evangelism nor scepticism: the tooling has removed software as a bottleneck, but the markers of quality that mattered before AI have not changed, and teams that forget them end up shipping slop and burning out. In this episode, we discuss:
We're refreshing The Product Experience and want your input. Take our two-minute survey and help shape where the show goes next!
Chapters
Referenced
Where to find Tiama Hanson-Drury
We're refreshing The Product Experience and want your input. Take our two-minute survey and help shape where the show goes next!
Our Hosts
Lily Smith enjoys working as a consultant product manager with early-stage and growing startups and as a mentor to other product managers. She’s currently Chief Product Officer at BBC Maestro, and has spent 13 years in the tech industry working with startups in the SaaS and mobile space.
Randy Silver is a Leadership & Product Coach and Consultant. He gets teams unstuck, helping you to supercharge your results. Randy's held interim CPO and Leadership roles at scale-ups and SMEs, advised start-ups, and been Head of Product at HSBC and Sainsbury’s. He participated in Silicon Valley Product Group’s Coaching the Coaches forum, and speaks frequently at conferences and events. You can join one of communities he runs for CPOs (CPO Circles), Product Managers (Product In the {A}ether) and Product Coaches. He’s the author of What Do We Do Now? A Product Manager’s Guide to Strategy in the Time of COVID-19. A recovering music journalist and editor, Randy also launched Amazon’s music stores in the US & UK.
Blaine Billingsley is a Member of Technical Design Staff at OpenAI whose path into the field ran through music composition, spare-change website work at college, and a decade across Gmail, Airbnb, YouTube and Slack. At OpenAI he was hired to work on Presence, then redirected to solve a more immediate problem: making ChatGPT genuinely useful as a daily tool for designers. Working with a single engineer, he built the ChatGPT product design plugin — a bridge between the raw power of Codex and the day-to-day workflow of product teams. In this conversation with Randy Silver, he talks about what design actually means when your interface is a text box, why volume beats perfection in an age of infinite iteration, and why the fundamentals of good product thinking are more durable than the tools used to apply them.
Key takeaways
— The designer's job at an AI company has shifted from pixels to outputs. Deciding what "good" looks like, building the criteria to evaluate it, and heuristically assessing results is now a core part of the role — one that didn't exist in the same form at Gmail or Slack.
— LLMs don't replace structured creativity techniques; they scale them. The crazy eights exercise squeezes eight ideas from a room of people in eight minutes. A well-directed ChatGPT session can return 80 in the same window, alone, while you're at lunch.
— Volume beats perfection. The best way to make a pot isn't to try to make the best pot — it's to make a thousand pots. That logic now applies directly to prototyping: generate at scale, stay unattached, and find the nugget in the noise.
— Evals are closer to synthetic user research than quality assurance. The hardest part isn't building the rubric — it's correctly anticipating what people will actually try to do. Show it to one more person and your assumptions will immediately break.
— The second 80% problem hasn't gone away. Getting to a working prototype is dramatically faster; getting that prototype to production is still gruelling — and becomes harder still when platform direction shifts mid-sprint.
— Small teams with AI assistance need to protect the rituals that keep them aligned. When two people can each produce a week's worth of work in an afternoon, parallel drift becomes the real collaboration risk.
— Role boundaries are dissolving, but specialisations still matter. The question is less "what is your title" and more "what does the band need right now, and can you play that part?"
— Experience brings judgment; freshness brings juice. The best work often comes from junior designers unconstrained by years of accumulated assumptions — and both things need to be in the room.
Chapters
Featured Links
We're refreshing The Product Experience and want your input. Take our two-minute survey and help shape where the show goes next!
Our Hosts
Lily Smith enjoys working as a consultant product manager with early-stage and growing startups and as a mentor to other product managers. She’s currently Chief Product Officer at BBC Maestro, and has spent 13 years in the tech industry working with startups in the SaaS and mobile space.
Randy Silver is a Leadership & Product Coach and Consultant. He gets teams unstuck, helping you to supercharge your results. Randy's held interim CPO and Leadership roles at scale-ups and SMEs, advised start-ups, and been Head of Product at HSBC and Sainsbury’s. He participated in Silicon Valley Product Group’s Coaching the Coaches forum, and speaks frequently at conferences and events. You can join one of communities he runs for CPOs (CPO Circles), Product Managers (Product In the {A}ether) and Product Coaches. He’s the author of What Do We Do Now? A Product Manager’s Guide to Strategy in the Time of COVID-19. A recovering music journalist and editor, Randy also launched Amazon’s music stores in the US & UK.
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