4 min read
How to tell if your company actually adopted AI (most haven't)
Using ChatGPT once isn't adoption. Real AI adoption is a habit embedded in how your team thinks, builds, and ships — and most companies are nowhere close.
Read →// 01 — The question
Has your company actually adopted AI?
Not “are you experimenting.” Adopted — embedded in how your team thinks and ships.
// 02 — The problem
Buying tools is not adoption.
Most teams have ChatGPT seats, a Copilot license, and a Slack channel full of half-finished experiments. What they don't have: AI embedded into how work actually gets done. The gap between “we're doing AI” and real adoption is where most companies quietly stall.
AI Adopt exists to close that gap — starting with a clear-eyed diagnosis of where your team actually stands.
// 03 — The tool
The AI Adoption Score.
60 seconds. 5 questions. You get a tier — Bystander, Dabbler, Operator, or Frontrunner — plus a breakdown across leadership, tooling, usage, process, and governance. Shareable. Concrete. Free.
BystanderAI isn't yet part of how you work.
DabblerExperiments happening, nothing sticking.
OperatorReal usage. Now make it systematic.
FrontrunnerAI is embedded in how your team ships.
// 04 — How it works
Three steps to clarity.
No sign-up required. No vague advice.
// 01
Score
Answer 5 questions across 5 dimensions of AI adoption. Takes about 60 seconds.
// 02
Get your tier
See exactly where you stand — from Bystander to Frontrunner — with a breakdown by dimension.
// 03
Level up
Read the blog, join the list, and take the course when it launches. Built for managers who want to lead this, not just watch it happen.
// 05 — The course
A course is coming.
A self-paced course on leading AI adoption for engineering managers and team leads. Join the founding-member list now — early access, best price, and direct input on what gets built.
Join the founding-member list.
Be first in line when the course launches.
// 06 — The blog
Read all posts →From the blog.
5 min read
AI adoption isn't a tool purchase — it's a habit change
Buying Copilot licenses doesn't make your team AI-native any more than buying gym memberships makes people fit. The bottleneck is behavior, not access.
Read →6 min read
The 4 stages of AI adoption: from Bystander to Frontrunner
Most teams think they're further along than they are. Here's a concrete framework for the four stages of AI adoption — and what it actually takes to move up.
Read →// 07 — Who's behind this
AI Adopt is a project by Pavel Bely, an engineering manager and ex-startup founder who has led and grown engineering teams — and spent a lot of time separating real AI adoption from the noise. He also publishes engineering-management content under the High Output banner.
More about Pavel →