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
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.
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

"Stellar's tool is a valuable resource for pre-Series B tech startup CEOs. In under 10 minutes, it identifies your biggest product challenges and provides a clear foundation for maximizing the impact of your product teams."

Sylvain Grande
CPO Payfit

"The Stellar Product Health Check is exactly the kind of tool I wish I'd had to structure and strengthen my reporting routines with our CEO and executive leadership team. It provides immediate clarity on our key performance indicators, helping us align more quickly on strategic priorities and communicate the overall health of our product organization with confidence."

Nathalie Edlinger
Product Leader

“L'audit a révélé des différences de perception que je n’aurais pas soupçonné au sein de l'équipe dirigeante sur le rôle du Product. Les mesures concrètes données dans les résultats nous ont permis de nous poser les bonnes questions, d’aligner nos attentes et de prioriser nos prochaines actions pour optimiser la performance de notre organisation.”

Matteo Bordin
VP Product Oyster HR

"The Stellar Product Health Check helped me showcase our progress in improving efficiency and business impact to other teams across the company. It also gave me confidence by confirming that the rest of the executive team recognized and appreciated the value of our work."

Julien Perrier
CPO Japan Experience

"A simple, clear, and easy-to-share assessment. Having it in this format helped accelerate decision-making with the executive team and sparked actionable discussions quickly."

François Lopitaux
CPTO Odaseva

"The Stellar Product Health Check is a yearly benchmark for your Product performance. It allows us to track our progress, share results with other leaders, and adjust our priorities accordingly. It’s a long-term tool for monitoring and maintaining transparency."

Aurélien Georget
CPO Strapi

"In less than 30 minutes, this assessment highlighted the differences in vision between Product and myself as CEO. These insights sparked crucial discussions that helped us realign our strategy and priorities."

Yoann Lopez
CEO Snowball

"The assessment helped me clarify my action priorities and better define my product strategy. It gave me a clear view of where to focus my efforts to drive quick and meaningful impact."

Xavier Lonjon
Lead PM Exaion

"Simply completing the assessment allowed me to reflect on our current situation. It helped me identify our internal friction points and the concrete actions needed to help the team grow and develop its skills."

Matthieu Willaime
Head of Product Wecasa

"Being able to benchmark ourselves against market best practices was a real advantage. I was able to identify where we were ahead and where we needed to improve, particularly in terms of feature delivery speed and the balance between major and minor iterations."

Rafael
Co-fondateur et CPO Groover

"Stellar's tool is a valuable resource for pre-Series B tech startup CEOs. In under 10 minutes, it identifies your biggest product challenges and provides a clear foundation for maximizing the impact of your product teams."

Sylvain Grande
CPO Payfit

"The Stellar Product Health Check is exactly the kind of tool I wish I'd had to structure and strengthen my reporting routines with our CEO and executive leadership team. It provides immediate clarity on our key performance indicators, helping us align more quickly on strategic priorities and communicate the overall health of our product organization with confidence."

Nathalie Edlinger
Product Leader

“L'audit a révélé des différences de perception que je n’aurais pas soupçonné au sein de l'équipe dirigeante sur le rôle du Product. Les mesures concrètes données dans les résultats nous ont permis de nous poser les bonnes questions, d’aligner nos attentes et de prioriser nos prochaines actions pour optimiser la performance de notre organisation.”

Matteo Bordin
VP Product Oyster HR

"The Stellar Product Health Check helped me showcase our progress in improving efficiency and business impact to other teams across the company. It also gave me confidence by confirming that the rest of the executive team recognized and appreciated the value of our work."

Julien Perrier
CPO Japan Experience

"A simple, clear, and easy-to-share assessment. Having it in this format helped accelerate decision-making with the executive team and sparked actionable discussions quickly."

François Lopitaux
CPTO Odaseva

"The Stellar Product Health Check is a yearly benchmark for your Product performance. It allows us to track our progress, share results with other leaders, and adjust our priorities accordingly. It’s a long-term tool for monitoring and maintaining transparency."

Aurélien Georget
CPO Strapi
Confidential

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
16 questions
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