The build differs from what you meant
The requirement was clear to you but not in what came back, and nothing written down says which version was supposed to be correct.
Why Neo Carbone
We make sure AI does what you actually meant
Software built with AI often works and still does something other than what was asked. We call the fix coherence: keeping your intent, your specs and the shipped product in agreement, and detecting the moment they drift apart. It is the problem Neo Carbone is built to solve.
In coherence
Drift detected
What we believe
Why we focus on coherence between people and AI
As more software is built with AI, what people mean, what they ask for and what gets built have to stay aligned. When they drift apart, that is where systems collide and break.
This is the problem we work on: keeping intent, specs and the running system in agreement, and catching the moment they separate. The drift starts long before anything looks broken:
The code no longer matches the spec
The spec and the code agreed at one point. Then one of them changed without notice, and no check flagged the difference.
A working feature stops working
No one touched the feature, but a model, a dependency, a configuration or an assumption changed underneath it, and it no longer works.
When intent, specs and code agree, everything built on top of them is safer to change and to run.
Long run and today
Our long-term mission and today's product
What the company works toward over the long term, and the product we deliver today.
Long term
Neo Carbone, the company
Neo Carbone exists to bring humans and AI into coherence and to keep them there as both change. The mission reaches beyond any single product and sets the direction for all of our work.
Horizon · the whole company
Meet the team →
Today
Coherence & Security audit
Coherence & Security is a trust layer for AI-built software, available now. Because the product sells trust, we hold our own reporting to the same standard, and it is the first concrete application of the mission.
See the audit →
What that means for you
How each service applies coherence
Each engagement applies the same principle at a different stage: we bring intent, specs and the running system into agreement, then keep them aligned as your product changes.
Coherence & Security
We audit your AI-built app for security vulnerabilities, critical bugs and exposed data, then fix each issue and add checks so it does not come back.
Start with an auditDevStudio
A senior team builds your product from a written spec and checks the shipped result against it, clause by clause.
See how we buildUX/UI Design
We identify where users drop off and redesign the flows around how they work, so the interface behaves the way people expect.
See the design workBuild & Integrate
We connect the systems you already run so they share consistent data, and your team no longer copies information between them by hand.
Connect your systemsAI Transformation & Résidence IA
We bring AI into your operations and train your own staff on real projects, so they learn by shipping working tools.
Put AI to workMission & vision
Where the company is headed
Our mission is to bring humans and AI into coherence: to close the gap between what people mean and what machines do, and to keep it closed as things change.
Our vision is an organization whose people, policies, processes and AI systems stay consistent with one another as it grows, with any drift between them detected and corrected early.
We start with AI-built software, where the need is most urgent today, and build toward that vision.
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Now
A trust layer for AI-built software
A clear report of what is broken, what is exposed and what the fix requires, written so you can act on it and share it.
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Next
Continuous coherence monitoring
A layer that keeps checking intent against the running system as you make changes, instead of a one-time report that goes out of date.
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The horizon
The coherent company
People, policies, processes and AI that stay aligned with one another, so the whole organization keeps acting on what it decided.
How we behave
How we report bad news
Our business depends on clients trusting our findings, so every engagement follows these commitments.
We report problems plainly
If your app has a security hole or your plan will not hold, we tell you directly and in plain terms, even when it is not what you hoped to hear.
We state what we do not know
When we do not have an answer yet, we say so, and we do not present an estimate as a certainty.
We report only what we can support
Every finding and number we give you comes from the work itself, and we stand behind each statement we make.
These commitments apply to every engagement and to everyone at Neo Carbone.
Partners
Our partners
We work inside the tools our clients already build with, and we partner with a specialist firm for the people side of AI adoption.
Official partner
Lovable
As an official Lovable partner, we work directly in the tool many of our clients already build with, so an existing Lovable product can be hardened and extended without starting over.
People & change
Drouin RH
Coherence also depends on how teams adopt AI in their daily work. Drouin RH handles that people side as a specialist, so training and change management are part of the project from the start.
The people
The people on your project
A senior team of architects, developers, designers and an HR and change-management lead, working directly with the people who build and run your software. There is no account-management layer between you and the engineers doing the work.
Careers
Work on coherence with us
We are looking for an engineer with first-hand experience of the workflows our software automates.
Discuss your project with our team
Tell us about the product or operation you are running. On the call, we will assess where it stands and recommend the next step.
Free 30-minute call
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