Turning an AI prototype into a user experience

Generated a prototype with AI?

We take care of turning your concept into a structured, intuitive and effective user experience (something AI doesn't do)

Need help? Let's talk What we concretely do

An idea, a prototype and quite a few questions

You had an idea, you prototyped it quickly with a generative AI (ChatGPT, Lovable, Claude, etc.), and now you're asking:

How do I organize the interface to make it truly usable?
Does my prototype actually meet my users' needs?
How do I move from an AI concept to a structured product that fits my ecosystem and gets adopted by the business teams?
Where do I start to turn this first attempt into a real tool?

The takeaway

Generative AI is great at materialising an idea quickly, but it doesn't know your users, their context of use, or the business stakes of your project, let alone the expertise of a UX Researcher, a UX Designer or a UI Designer.

The limits you quickly run into

Generic interface design

Inconsistency in user journeys

Lack of an overall strategy

Generative tools produce isolated screens, with no overall view of the user journey and no grounding in the product's business stakes.

Creative limitations

A result that's functional but lacks polish

Lack of adaptation

Unlocking the potential of your ideas

Understand what's there

We factor in everything you've thought through and the prototype built with AI. We also take the time to understand your organisation, your stakes and your constraints, to work in a systemic way.

Build the experience

AI shows a possible rendering of your future solution, but it doesn't define a solid architecture based on actual user behaviour. We take care of placing the right information in the right place at the right time, to build it all together.

The final mockups

We design the visual universe in line with your identity and present you with a concrete solution. Every visual element is justified by a goal of readability and usability. Finally, we deliver all the final mockups along with specifications for development and ensure the handoff to your technical teams, human to human.

What you walk away with

These are examples, of course; we always tailor our deliverables to your needs

Co-design

A key stage of the project, the co-design workshop brings together experts and designers to shape solution paths.

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Benchmark

We analyse best practices in your industry and identify opportunities to differentiate your product.

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Prototyping

We turn validated concepts into high-fidelity interactive prototypes, testable with your users.

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User testing

We put your prototypes in the hands of real users to validate design choices before development.

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Design system

We build a reusable, documented and consistent component system to industrialise your production.

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Specifications

We provide detailed specifications and ensure the handoff to your technical teams for smooth development.

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Discover our case studies

Bordeaux.fr: A website redesigned for a city in motion

Discover the city of Bordeaux

Improving the purchasing experience of a cashback offers app

See all our case studies

Benefit from the Innovation Tax Credit (CII)

Thanks to our official approval, you can claim a 20% tax credit by investing in innovation, on the part of the project covered by our services: improving usability.

Learn more about the process

An expert, close-knit agency

Our multidisciplinary team (ergonomists, PhDs, designers and engineers) combines the rigour of scientific expertise with the flexibility of a small, close-knit agency, around three areas of expertise: UX research, UX design and UI design.

Meet our team

What else do we offer?

Our take on AI

We understand both the possibilities and the limits of generative tools. We know how to make the most of your AI prototype while making it actually user-centred.

Sharing our industry watch

We talk with you to understand your business, your vision, your constraints and your goals, and also why you used AI to materialise your idea, and how to build on all of that thinking.

The twice-monthly projects review

The support we offer is something AI won't deliver in full, and certainly not with this depth of thinking. The aim is to give you concrete deliverables as well as the perspective to develop your ideas.

Design review and research review

Because often a simple conversation with your teams or your users, or paper-based tests, can unblock a complex situation and help you step back (which was fashionable in the pre-AI world).