AP-HPPublic health institution · Live application
AI-powered pre-medical consultation for AP-HP
An anonymous patient journey that turns waiting room responses into a structured medical report, directly accessible to the doctor via QR code.
Public & Parapublic Sector
Sovereign AI and application modernisationfor the public sector.
Leverage your corpora, modernise your business applications, automate instruction preparation. Hosted in France, aligned with the "Cloud at the Core" doctrine.
AP-HP
ProtectUs
01 — The daily reality of public sector CIOsLegacy systems still hold.
Legacy systems still hold.
Those who know how to keep them running are leaving.
Ageing business applications, AI mandates, non-negotiable sovereignty and accessibility requirements, tight budgets: four pressures bearing down on the same teams at once.
An ever-present legacy, departing experts
Fifteen-year-old business applications, often undocumented, with knowledge held by just two or three agents. Every retirement removes a piece of the puzzle, and no one dares touch it.
The AI mandate, zero tolerance on data
AI results are expected quickly, yet no citizen data can leave the European Union. These two demands only conflict if the wrong architecture is chosen.
GDPR, RGAA, ‘Cloud at the Core’ doctrine
These are not optional trade-offs to be made at the end of a project but entry requirements. An inaccessible e-service or poorly located hosting cannot be fixed after delivery.
Tight budgets, long cycles
Established vendors, maintenance costs rising faster than budgets, and procurement cycles that make reversibility difficult—hence every decision carries even more weight.
02 — What we build
Four projects, depending on what’s holding you back.
A dormant corpus, a legacy business application no one masters anymore, a workflow bogged down by document handling, or an online service to open to users.
Sovereign RAG on your internal corpora
Deliberations, procurement documents, procedures, internal memos: a natural language search engine over your own documents, with systematic source citation. The agent checks the reference—no trust in an unsourced answer.
AI assistants connected to your dataGradual modernisation of business applications
Legacy mapping, non-regression testing, perimeter-by-perimeter migration with old and new systems coexisting until the switch. The service keeps running throughout the project.
Application modernisationAutomation of repetitive tasks
Incoming mail to qualify, supporting documents to verify, files to prepare for processing: n8n workflows handle the document workload and free up agent time.
AutomationsOnline services and accessible applications
Online procedures and internal tools designed for accessibility from the wireframe stage, not fixed after an RGAA audit. Accessibility is a design constraint—it costs little when addressed early.
Business application03 — Discipline & sovereigntyAI in public service requires a framework.
AI in public service requires a framework.
Here is ours.
Who decides, where does the data go?
Public officials always decide
No administrative decision is made by a machine. AI assists with processing: it gathers, summarises, flags missing documents or inconsistencies. The decision, its reasoning, and its signature remain the official’s.
Hosting in France, on-premise available
OVH, Scaleway, or on-premises deployment when your IT department prefers it. Mistral models or open models run locally. The architecture aligns with the "Cloud at the Core" doctrine.
Explainability and traceability
Every process is logged: which data, which model, which source cited, which human validation. The audit trail is exportable and legally defensible — a prerequisite for withstanding inspection.
Your texts and procedures take precedence
We provide no legal doctrine or regulatory interpretation. Your deliberations, regulations, and internal procedures are the sole reference; the tool complies with them and cites the relevant passage.
Full reversibility
Code and documentation are delivered to the authority, data is exportable in open formats, and hosting is transferable. Ending the service must never mean losing the tool.
Accessibility by design
Contrast, keyboard navigation, semantic structure, text alternatives: RGAA criteria are embedded in wireframes and continuously verified, not discovered in a final audit.
04 — Evidence
Public systems already in production.
A public healthcare institution and a critical system deployed across a dozen facilities.
Your organizationBounded pilot · 4 to 6 weeks
A process or a corpus, not a program.
Local authority, public institution, state operator, or GIP: we focus on a single scope—a defined document corpus or a step in a process—and measure the time saved for agents before scaling. We respond to public tenders: specifications, technical memos, MAPA and formalized procedures.
05 — Stack & Method
A lean, sovereign, and transferable stack.
Proven, recruit-friendly technologies, deployable on-premise or on sovereign cloud, with code and documentation delivered to the organization.
06 — FAQ
Frequently asked questions
Your questions, our answers.
In France, on OVH or Scaleway, or on your own premises if your IT department prefers on-premise deployment. The models used are Mistral or open models running locally. No citizen data is transmitted via an API outside the European Union. The architecture is compatible with the "Cloud at the Core" doctrine; we do not claim SecNumCloud qualification.
Yes. We respond to consultations, including under adapted procedures, and provide the required documents: technical memorandum, price breakdown, schedule, quality assurance plan. We can read a DCE and tailor a response to an existing CCTP rather than proposing a standard catalogue.
Accessibility is addressed from the design stage: contrast and sizes verified in mockups, full keyboard navigation, semantic structure, text alternatives, explicit error messages.
Yes, entirely, along with the technical and functional documentation. Data is exportable in open formats, and hosting is transferable. Reversibility is a project deliverable, not an exit clause negotiated at the end of the contract.
Never. Neither yours nor your citizens'. The models used are for inference only, on infrastructure you control or whose hosting is contractually governed. This is a written commitment, not just a best practice.
Let’s discuss
An outdated business tool, an untapped corpus, a public service to build? Let’s talk sovereignty, scope, and timeline.
Contact details
20 Rue des Taillandiers
75011 Paris
75011 Paris
Response within 24 business hours.