Your AI prototype shows what you want to achieve.
We build the version you can genuinely rely on.
AI tools turn an idea into something tangible in hours or days, and that is a very good way to start.
We start from that material to build the MVP, the first genuinely usable version.
AI put into production, then kept running over time
Internationalising the B2B e-commerce catalogue runs on an LLM in production, with search rankings preserved and spend measured model by model.
Cordia (Rexel Group)
2,000+ product references translated, then maintained automatically
The catalogue is kept up to date continuously and only the delta is re-translated. English search rankings are preserved, URLs stay stable, and AI spend is measured model by model so it can be optimised. This is exactly the work that separates a demo from usable software.
2,000+ references created then maintained in English automatically
What industrialising it delivered
An English B2B e-commerce store, open to an international customer base
The whole catalogue translated then kept up to date automatically, only the delta re-translated
English search rankings preserved, URLs stable over time
Gaining productivity, automating a process, improving conversion or launching
a new service. You have seen where AI could create value in your business.
You have already made it tangible
Screens, journeys, automations: a prototype exists, and it says more than
a requirements document ever would. It made the idea concrete.
Real users are coming
Real data, several clients, integrations with your tools. At that point,
some decisions become structural.
We keep what deserves to be kept. We challenge the shortcuts the prototype took.
We make the choices that commit the rest of the project. Reusing the existing
code is not always the right answer. The value of your prototype often lies
elsewhere: the journeys, the business rules, the trade-offs already made.
Journeys & business rulesArchitecture & dataAPIs & multi-tenancyControlled iterationsCosts under controlSecurity & GDPR
Screens, journeys, automations, implicit business rules. We read the intent, flag the inconsistencies and question what was assumed.
02
Decide what becomes structural
Architecture, data model, tenant isolation, identities and permissions, APIs, infrastructure, dependencies on AI models. The decisions that commit the rest.
03
Build the first usable version
A deliberately narrow scope, but genuinely usable by real users. Enough to validate the value in the field and prioritise what comes next.
04
Iterate without loosening the frame
Every change goes through the same filter: architecture, data, security, performance, costs. We move fast with AI, without letting debt move just as fast.
05
Get ready for production
Monitoring, availability, backups and recovery, scaling, compliance. And usage costs measured then optimised, because AI software costs more the more it is used, and committing choices are best made early to keep risk and technical debt in check.
You end up with software you can build on
The point is neither to rewrite everything nor to keep everything. It is to make
the choices that commit the rest, then to hold them at every iteration.
★ The flagship asset
A usable MVP, and the frame that keeps it usable
A first version usable by real users, built from your prototype.
With the structural decisions made and documented, and a frame that holds
at every iteration that follows.
from 2 weeks
Delivered with it
A settled architecture, exposed through APIs and documented
Data isolation, identities and permissions handled from the start
CI/CD, automated tests and a staging environment
Usage costs measured, then made predictable
Source code delivered continuously, with no lock-in
The further software enters your reality, the higher the level of
engineering, commitment and risk climbs
These are not three sizes of the same software. They are three levels of demand
The prototype
The goal: make the idea tangible. Little time, little expertise required, and
plenty of decisions that can still be deferred without consequence.
The glass of water
The MVP
The first genuinely usable version, in the hands of real users. The scope can
stay small: it is the nature of the choices that changes.
Architecture, data, tenant isolation, permissions, APIs, infrastructure, costs.
The bucket
Production
The level of demand climbs again: monitoring, availability, backups and
recovery, performance, scaling, continuous security, compliance,
cost optimisation, maintenance.
The water tanker
Firefighters put it well: a glass of water in the first minute, a bucket in the
second, a tanker in the third. A decision corrected late rarely costs what it
would have cost early.
The choices the prototype could defer
become the foundations of the MVP
Some decisions carry a cost of reversibility that climbs very fast.
Spotting them at the right moment costs far less than catching up later.
Data and multi-tenancy
In a single-user demo, separating data looks secondary. As soon as several
clients use the software, it becomes fundamental.
The APIs
In a prototype, a direct call between two components is more than enough.
Once other systems start depending on the software, the interfaces become
structural.
The data model
Changing a schema with a handful of test records is easy. The same change
after months of use, plenty of volume and several integrations becomes
a project in its own right.
A good foundation is not enough.
Every change has to preserve it
Settling an architecture once does not settle what follows. A feature added very
fast can undo in one iteration what was decided at the start.
The shortcut that bypasses the frame
A change can short-circuit the intended APIs, duplicate a business rule or
break isolation between clients. Often with nothing to signal it.
The drift you only see later
Performance that degrades, one dependency too many, an AI model cost that
climbs, a future migration that becomes far harder.
Speed, but under control
We use AI to iterate fast. Every change is decided against the architecture,
the data, security, performance and costs.
The speed of AI is an advantage, provided it does not let debt pile up
at the same speed.
Cybersecurity
984/1000 CyberVadis Platinum medal · Mature level
An objective proof of cybersecurity maturity for your applications, B2B platforms and business-critical digital tools.
Source code and documentation delivered continuously, with nothing held back and no lock-in. Your teams can take over what we build.
02
Fast, and well built
Our developers work with AI coding agents, under human review and within a structured engineering framework: CI/CD, tests, development standards and documentation.
03
Security at the core
984 out of 1000 in the CyberVadis assessment. On projects: code and dependency analysis at every delivery, automated OWASP tests and OpenVAS scans.
A dedicated team, trained on your application and your ecosystem, that learns your context as the project progresses and records it in maintained documentation.
05
Your tools stay easy to evolve
A clear architecture, development standards and maintained documentation, so your application can evolve without starting from scratch with every new requirement.
06
Continuous accountability
Scoping, build, production, maintenance, evolutions and modernisation: GDN stays engaged over the long term, with no break in accountability and a one-year warranty included.
They trusted us with their projects
Francofa-Eurodis (Rexel Group)
B2B distribution / e-commerce
Business softwareDigitization
Application for digitizing B2B client registrations
From a scattered file-building process to a guided, secure, traceable registration journey, automatically integrated into the ERP.
Managing an entire consultant network, from secure onboarding to payroll
An end-to-end business system to support rapid growth, industrializing and securing the entire consultant lifecycle, from registration to payroll, and making financial flows reliable at scale.
Modernizing a critical payment application, without interruption
From a proven application to a modular, robust and secure web application, redesigned from mobile to desktop, where all business data flows through a single, validated, secured path.
B2B e-commerce platform and client self-service, backed by the ERP
From a commercial relationship carried by phone and branch to an online sales channel that extends the ERP, with each professional client's negotiated pricing.
A real estate platform, from public site to automated listings
From a fast-growing network across three territories to a single digital platform that carries the entire real estate business and multiplies the reach of every listing, with no re-entry.
A bespoke website, from technical catalog to lead generation
From a site already central to the sales relationship to a genuine commercial tool: a catalog detailed to an engineer's standard, enquiries that arrive already qualified, and every visitor pointed to the right contact, anywhere in the world.
Continuously internationalizing a B2B e-commerce site
From a French-only B2B e-commerce site to an internationalized shop, kept continuously up to date with the support of AI, with no new database to administer, preserved SEO and controlled cost.
B2B e-commerce platform and client workspace, backed by the ERP
From order taking carried by direct channels to a complete online workspace, where every professional client finds their pricing, their quotes, their outstanding balance and their invoices.
Orchestrating bulk sends, fair and resilient at scale
From a proven background engine to event-driven, prioritized, fair orchestration that absorbs spikes of massive sends without one merchant penalizing another.
Modernizing the legacy system toward an API-First architecture
From a proven monolithic foundation to a domain-oriented architecture, opened up via API and kept under in-house control, without any service interruption.
Turning an end-of-life B2B e-commerce platform into a modern, secure store
A B2B e-commerce platform rethought from the ground up, reliable and well protected, taking over from an end-of-life foundation without losing a single piece of data: a catalog open to search engines, a professional area reserved for approved accounts.
Integrating two-factor authentication (2FA) via a mobile app
From an already solid platform to a stronger level of access security, simple to activate and backed by a real safety net, right up to the most sensitive accounts.
From back office access protected by a password to flexible multi-factor authentication, enforceable on everyone, with no external dependency and without ever locking an administrator out.
Modernizing the Investors Department's business application
From standalone tools sitting side by side to a shared, centralized, manageable web system, bringing the three business units together around a single repository.
Online vehicle inspection booking platform, multi-center and multi-actor
From booking appointments by phone to self-service online booking, available around the clock, shared across several centers and open to partner garages.
A prototype, an automation, a few screens that show the idea: that is a far
better starting point than a requirements document. Show us what you have built,
and we will tell you how to build on it.