How AI-mature is your Product and Engineering organization?

Answer 16 questions and find out whether the AI your teams adopted is actually moving your business

Built by the 50+ CPOs and CTOs who run AI transformations inside software companies today.
Across these 7 dimensions:
Adoption
Velocity
Product Quality
Org readiness
Governance
Strategic Alignment
Business Impact
Get my AI maturity score
16 questions
8 minutes
Free
The teams already running
their AI Maturity Check

What's inside the AI Maturity Check

In 2023, adopting AI was the win. In 2026, 7 dimensions decide whether that adoption shows up in your business, or only in your ticket count.

Adoption

How your organization rolls out new AI tools, and what share of your Product and Engineering team actually uses them every day.
  • The real gap between the licences you pay for and the licences your teams open
  • Recommendations to turn scattered enthusiasm into a shared way of working

Velocity

How AI is wired into your delivery process, your average time from idea to shipped feature, and how exposed your product is to LLMs and agents.
  • A clear view of where your speed is real and where it is only a feeling
  • Recommendations to move the bottleneck instead of moving the queue

Product Quality

How decisions and knowledge travel across your organization, and how your product and operations teams use AI in their workflow.
  • Where shipping faster is quietly costing you quality
  • Recommendations to keep the bar high while the pace goes up

Org Readiness

How you build AI skills, how roles have shifted over the past 12 months, and how your teams collaborate on AI initiatives.
  • An honest read on whether your organization can absorb the change you are asking it to make
  • Recommendations to grow the skills and the structure at the same speed

Governance

How you handle security, compliance and AI-related risk, how you manage your data strategy, and how you control tool and token spending.
  • What you are exposed to, and what you are actually paying for
  • Recommendations to put guardrails in place without slowing your teams down

Strategic Alignment

Your company's AI culture, and whether your leadership has a formal AI transformation strategy.
  • Where the top of the company and the teams on the floor stop describing the same reality
  • Recommendations to align your leadership on where the return will come from

Business Impact

What share of your team's AI prototypes and POCs reach production within 90 days.
  • The single number that tells you whether any of this is landing
  • Recommendations to close the gap between what you prototype and what you ship

Three ways to use your AI Maturity Check

A clear read on where your teams stand, and what to fix first.
Start my AI Maturity Check
01
Give your board a straight answer on AI
Most leaders can feel their teams are faster. Very few can prove it. The AI Maturity Check gives you a score per dimension you can put in a board deck and defend.
02
Stop paying for AI you cannot see
95% of enterprise GenAI pilots show no measurable P&L impact (MIT Media Lab, 2025). The check tells you which side of that number you are on, and where the value is leaking
03
Track how far you have actually moved
Run it again in six months. You get a before and an after on the same seven dimensions, instead of an impression

What top leaders are saying,
no BS

"Answering the AI Maturity Check took us a minute, but it helped us objectively assess where we really stood on AI maturity, beyond our impressions."

Pierre Maréchal
CTO Digitaleo

"The AI Maturity Check put its finger on exactly the right thing. Since then, we have launched a project to structure our data company-wide, so we can finally make decisions based on it."

Elise Applanat
Cofounder and CPO MerciYanis

"The AI Maturity Check was useful, with no major surprise against our intuitions. What struck us most was how roles are evolving, which was clearly our reddest area."

Axel Poitral
Cofounder and CPO Qobra

"Even before getting the results, filling in the AI Maturity Check made us think differently about our AI maturity. It forces you to ask the right questions."

Maxence Bruyas
CEO Forest Admin

"We are a team of three, and we have automated almost all of our bug handling: it runs overnight, and in the morning we simply validate the proposed fixes. The AI Maturity Check confirmed that we had come a long way on AI, even at our size."

Olivier Issaly
Cofounder and CTO Zenride

"We felt we were behind on AI. The AI Maturity Check showed us we were not, and that was a genuinely good surprise about where we stand."

Hadrien Lejard
VP of Engineering Lefty

"At Snowball, the AI Maturity Check was one of the triggers for our AI Reset: a two-week sprint to collectively rethink how we work with AI, and to come out of it with concrete use cases rather than just intentions."

Pierre-Marie Mogenet
Founding Product Snowball

"Answering the AI Maturity Check took us a minute, but it helped us objectively assess where we really stood on AI maturity, beyond our impressions."

Pierre Maréchal
CTO Digitaleo

"The AI Maturity Check put its finger on exactly the right thing. Since then, we have launched a project to structure our data company-wide, so we can finally make decisions based on it."

Elise Applanat
Cofounder and CPO MerciYanis

"The AI Maturity Check was useful, with no major surprise against our intuitions. What struck us most was how roles are evolving, which was clearly our reddest area."

Axel Poitral
Cofounder and CPO Qobra

"Even before getting the results, filling in the AI Maturity Check made us think differently about our AI maturity. It forces you to ask the right questions."

Maxence Bruyas
CEO Forest Admin

"We are a team of three, and we have automated almost all of our bug handling: it runs overnight, and in the morning we simply validate the proposed fixes. The AI Maturity Check confirmed that we had come a long way on AI, even at our size."

Olivier Issaly
Cofounder and CTO Zenride

"We felt we were behind on AI. The AI Maturity Check showed us we were not, and that was a genuinely good surprise about where we stand."

Hadrien Lejard
VP of Engineering Lefty
Show more reviews
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Know where you actually stand.

Most teams rate their AI maturity higher than the evidence supports. This shows you where the gap actually is.

Get my AI maturity score
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