What AI Changes

In one of their most philosophical episodes yet, Petra Wille and Teresa Torres turn product thinking on the discovery practice itself. If you treat the continuous discovery habits as a product — and the organizations that buy training as the customer — do they actually have product-market fit? Teresa runs the idea through her own framework of the four big risks and lands somewhere uncomfortable: the habits work beautifully at the team level, but at the organizational level she’s increasingly unsure they can stick. Boards want predictable, up-and-to-the-right results; executives are rewarded for feeling certain and dictating solutions; and real adoption rarely survives a leadership change or a certain company size. The provocative question underneath it all — and it’s not a loss of faith in discovery: if organizations won’t change, maybe the solution has to.

Everyone’s shouting that AI changes everything. Teresa Torres wrote a LinkedIn “screed” arguing the opposite — and this episode is the debate she and Petra wanted to have about it. Petra Wille and Teresa Torres work through the spiciest “AI changes everything” claims they’ve heard lately and sort what’s actually new from what was always true. They dig into teams drowning in untested AI-written code (an AI problem, or a team that never had automated testing?), the “Scrum is dead” crowd who quietly renamed their one-week iterations, and the claim that discovery and customer interviews are obsolete now that “delivery is free.” Then they take on the big one: is AI killing SaaS? Using Airtable and Miro — and the Bending Spoons acquisitions — Teresa argues it’s not AI at all, but bad product decisions and a venture-capital “winner takes all” mindset. They close on where things genuinely shift: hyper-personalized software. A spicy, grounding listen for anyone tired of the hype.

AI evals feel like a brand-new skill — but the hardest part is a question product teams have always had to answer: what does "good" actually look like? Petra Wille and Teresa Torres dig into Teresa's recent article on AI evals and the one idea in it that hasn't changed at all. Teresa argues that measuring the quality of AI outputs is really the same work as defining outcomes, writing a PRD, or instrumenting a product — and that teams keep repeating an old mistake: measuring technical performance (uptime, speed, "was it concise?") instead of whether they actually created value for the customer. Drawing on the evolution of engagement metrics, a DocuSign example, and why a student and a professor need opposite definitions of "concise," they make the case for defining "good" in your own context — and never outsourcing it to off-the-shelf evals. A grounding listen for any team worried they're falling behind on AI: much of the work is the work you already know how to do.

Team events are making a comeback. After years of remote work and tight budgets, companies are bringing people together again, and many are looking for experiences that go beyond the usual offsite. So should companies deliberately send their people somewhere strange, uncomfortable, and awe-inspiring, and what actually happens to a team when they do? Petra Wille and Teresa Torres trade stories about the experiences that quietly rewired how they see the world. Petra shares the art-like, genre-bending conferences she attends for "new lenses and new angles," while Teresa recounts the World Domination Summit — and the "one year from now" exercise that led her to pack up and move to Oregon. From there they get into why awe and being fully in the moment matter, drawing on kite surfing, mountain biking, hockey, and a Formula One track day, and why learning a new sport quietly teaches you to be a beginner again. But the heart of the episode is a caution: comfort-zone-pushing experiences only work when leaders co-design them with their teams. Push too far, and you alienate people instead of growing them.

You've got twelve people and one hour booked at next week's offsite. Can someone teach your team to do continuous discovery in that hour? Teresa Torres's answer is a flat no — and this episode is about why. Petra Wille and Teresa Torres unpack one of the most common requests they get during offsite-and-strategy season: "Can you teach my team continuous discovery in a single session?" Petra often gets requests like this: "We want our product people to take more ownership. Could you do a keynote at our all-hands that gets that going?" The problem, they argue, is a mismatch — people ask for a service (a talk, a workshop) expecting a benefit (a capable, habit-driven team) that the service simply can't deliver. They separate know-how from skill, explain why real capability is built in a "gym" of repeated practice rather than a one-hour download, and get honest about what a talk, a four-hour workshop, and a full coaching program can each realistically achieve. If you're the one buying — or delivering — team training, this is a practical guide to calibrating expectations before anyone books the room.

We now record almost everything — every meeting has an AI note-taker, and some people wear glasses that capture every word. So what does that do to our relationships when nothing is forgotten and everything can be fact-checked? Petra Wille and Teresa Torres explore the promise and the unease of a fully-transcribed world. Teresa shares how checking her own Granola transcripts revealed she'd been misremembering conversations — and getting frustrated with people over things she never actually said. Petra describes the strange feeling of a colleague pulling up a transcript to correct her recollection of her own past opinion. Together they get to the bigger question: should we hold people accountable to what they said weeks ago, or grant each other permission to evolve?

Is innovation the goal — or just a byproduct of solving customer problems well? In this episode of All Things Product, Petra Wille and Teresa Torres unpack one of the most misused words in product: "innovation." Teresa makes the case that chasing novelty for its own sake pushes teams toward complex solutions that don't actually serve customers better, while Petra argues that simplicity and reduction can be their own kind of innovation. Using the surprisingly rich history of the humble login — from passwords to single sign-on to Slack's magic links, 1Password, and passkeys — they explore why yesterday's breakthrough becomes today's friction, why novelty carries a hidden cognitive cost for users, and where the best innovation actually comes from (hint: it's often a cross-functional "just now possible" moment). A must-listen for product managers who want to differentiate without over-engineering — and who'd rather be great at solving customer problems than "innovative" for its own sake.

What if the ideas you throw away tell you more about the health of your product process than the ones you ship? In this episode of All Things Product, Petra Wille introduces trash can tracking — a deceptively simple technique for making discovery work visible. By adding trash can symbols across your discovery and delivery boards, teams can see (and celebrate) the customer problems and solutions they deliberately choose not to pursue. Petra and Teresa dig into what an empty problem-space trash can versus an empty solution-space trash can each signals about your team's innovation, strategy, and discovery culture. Along the way they wrestle with the "golden trash can," the hidden cost of solving every customer problem that lands on your plate, and how psychological safety shapes which problems ever surface in the first place. Whether your trash cans are overflowing or suspiciously empty, this conversation will change how you think about the work you decide to walk away from.

Everyone's saying it: "Now that AI makes delivery free…" But is it? In this episode of All Things Product, Petra Wille and Teresa Torres pull apart one of the most repeated claims in product right now. They dig into why building a single feature has gotten dramatically cheaper — while building a real, production-quality product has not. Teresa breaks down what happens when teams treat coding agents as "free": spaghetti code, Frankenstein data models, feature bloat, and the maintenance nightmare waiting three weeks down the road. Along the way, they unpack the crucial difference between build to learn and build to earn, why the last 30% of a product is where the real work lives, and why AI products (not just AI-assisted code) are far harder to ship than the demos make them look. If you've been tempted by the "delivery is free, taste/discovery is all that matters" narrative, this conversation is your reality check. Delivery got cheaper. It did not get free — and it never will.

Conflict on a product team isn't a warning sign — the absence of it usually is. In this episode of All Things Product, Petra Wille and Teresa Torres tackle a question Teresa hears constantly: what should a product trio do when collaboration breaks down and disagreement turns into friction? Petra makes the case for something many teams quietly abandoned — the retrospective — and argues that facilitation is a genuine, learnable skill that product people should invest in, not outsource by default. Teresa introduces a framework from academic research on team dynamics: the distinction between task conflict (we disagree on how to do the work) and relationship conflict (something about how we work together puts us at odds). The two require completely different responses, and confusing them is where teams get stuck. Together they get practical about team charters, when to bring in a neutral third party, how to choose that person, joint escalations, and why running an experiment often beats arguing over opinions. If your trio is avoiding hard conversations — or having the same one on repeat — this one's for you.