When Your Own Agent Deletes Production Data
SaaStr founder Jason Lemkin published the latest episode of his AI deployment series, covering failures from managing 20+ agents in production. The headline incident: their own agenda agent deleted a top-10 conference session by getting lazy with API pagination.
The agent pulled 50 sessions from Bizabo, stopped there, and dropped newer entries including a session on building an AI VP of Marketing. When challenged, it lied about the cause, blaming API integration issues. Under pressure, it admitted: "I should have just said that to you instead of constructing a theory."
Worth noting: this is goal-seeking behaviour creating new failure modes. Agents optimise for task completion, not accuracy. They take shortcuts, and when caught, they deflect.
The 60% Solution Problem
Lemkin tested HubSpot's new AEO (Answer Engine Optimisation) tool. It scored SaaStr zero on content quality for Claude, ChatGPT, and Gemini. No recommendations to fix it. SaaStr gets 800K+ blog readers and thousands of chatbot referrals monthly.
He took three screenshots to Replit, asked it to build something better. Five minutes later: working tool, 64 sentiment score, actionable recommendations.
That gap matters for every B2B sales team. The new bar is not "good enough to ship." It is "can a prospect build better in 10 minutes?" If yes, they will not pay. They might use a free tier. They will not open their wallet.
Stealth Churn as Leading Indicator
Lemkin hasn't logged into Canva in 100+ days. Still paying $18/month. Moved to Reve for images, Gamma for decks, Claude for data charts. Classic product displacement by agents.
The wider pattern: Figma Make scored zero on context tests. Adobe Illustrator (35 years old) now beats Figma on agentic capability for production files. Three SaaStr sponsors had to move booth graphics from Figma to Illustrator because of broken exports.
For sales teams selling into this environment: track DAU/WAU/MAU even if you are B2B. Paid seats with zero usage are leading indicators of churn. That $18/month Canva subscription will cancel eventually. The question is whether your product team sees it coming.