AI product management
Use AI to move faster without skipping problem framing, customer evidence, or evaluation.
Specky Blog
AI product management for teams that build.
Practical guides for founders, first PMs, product engineers, and product builders: discover customer problems, decide what to build, and ship with AI.
Start with what you’re working on
Field guides for small teams building software, AI products, and better product habits.
AI-native product development
Go from a real customer problem to an AI feature you can evaluate, release carefully, and improve.
Product engineers and builders
Practical workflows for people close to the code: learn from users, choose a small bet, and give coding agents useful context.
Startup planning and product-market fit
Turn customer signals into a focused plan, and test whether people value what your team is building.
Jun 16, 2026Specky Team4 min
Do 95% of AI Pilots Fail? What the MIT Study Actually Measured
The widely quoted 95% figure is not a universal AI failure rate. Here’s what the 2025 MIT NANDA report measured, what it leaves out, and how product teams can evaluate AI work against real outcomes.
Read more
Get articles in your inbox.
Practical guides, product frameworks, and Specky updates — sent when it’s worth your time.