Product Management

How product teams make decisions that compound. Pricing architecture, feature adoption curves, activation gaps, and the strategic trade-offs behind products from Figma, Stripe, and Intercom.

17 articles

The Pi Day Problem: Why AI Still Can't Do Math (And What That Means for Your Product) — LLMs can write poetry, generate code, and pass the bar exam — but they still stumble on basic arithmetic. On Pi Day 2026
Daylight Saving Time Just Broke Your Analytics (Again): The Hidden Cost of Time Zone Bugs in SaaS — DST hit on March 8. A week later, product and growth teams are discovering gaps in their data, phantom spikes in their d
The Activation Gap: Why 73% of AI Features Die After Week Two — We tracked 14 AI feature launches across B2B SaaS products from 2024–2026. The data tells a brutal, consistent story: sp
Intercom's $400M Bet: There Is Exactly One Way SaaS Survives AI — Eoghan McCabe came back, fired the roadmap, and rebuilt Intercom around an AI agent that now resolves 67% of support con
First-Mover Advantage Is Dead. Copilot Had 20 Million Users and Still Lost. — GitHub Copilot pioneered AI coding assistance. First to market. Backed by Microsoft. 20 million users. Then Claude Code
Subscriptions Will Survive in Exactly Two Places — The subscription model was the greatest recurring revenue invention in business history. Now it's breaking. Subscription
Your Net Dollar Retention Is a Lie. Here's the Metric That Actually Predicts Churn. — Tomasz Tunguz analyzed 374 quarterly NDR observations from 25 public software companies. The trend is clear: NDR is decl
AI Agents Don't Make Money Yet. The Math Is Worse Than You Think. — Agents consume 3–10x more tokens than chatbots. Most run at negative margins. The 'agentic economy' is a subsidy story d
The Return of the Boring Business: Why Vertical Software for Plumbers Beats AI Wrappers — ServiceTitan hit $950M revenue selling scheduling software to HVAC companies. Meanwhile, 90% of AI wrapper startups will
What Polymarket Got Right About Growth That Most AI Products Still Get Wrong — They didn't build a referral program. They built a format that spread itself. A product, growth, and AI breakdown of the
ChatGPT Has 200 Million Users. Its Retention Problem Is Getting Worse. — OpenAI's flagship product is the fastest-adopted technology in history. But week-four retention is declining, power user
AI Vision Is Replacing Human Eyes Faster Than Anyone Predicted — Radiology. Quality control. Autonomous vehicles. Satellite imagery. Computer vision accuracy now exceeds human performan
Duolingo's AI Bet: $1 Billion in Revenue, 81% Stock Decline, and the Most Aggressive Automation Play in Consumer Tech — Duolingo replaced contractors with AI, built 148 courses in 12 months, crossed $1 billion in revenue, and then watched i
Retention Curves Don't Lie: What 18 Months of AI Coding Tool Data Actually Shows — Developers believe AI makes them 20% faster. Controlled studies say they're 19% slower. Inside the perception gap, the c
Apple Intelligence Is Late, Slow, and Probably the Right Strategy — Siri delayed 12 months. Notification summaries pulled for hallucinations. The AI chief forced out. $900 billion in marke
Prediction Markets Called the Iran Escalation Before CNN Did. Here's Why That Matters for Product. — Polymarket and Kalshi had Iran conflict probabilities spiking days before mainstream media caught up. Prediction markets
Oil at $107: How the Iran Conflict Is Stress-Testing Every Supply Chain SaaS Dashboard — The US-Israel strikes on Iran have sent Brent crude past $106 and thrown Strait of Hormuz shipping into chaos. For suppl