Polnor.
Health AI startups

Ship the model, not the plumbing, on sovereign, HDS-ready infrastructure.

Sovereign by design: hosted on OVHcloud, on infrastructure qualified SecNumCloud 3.2 and HDS-certified, your customers' data stays with them. On top, the full MLOps pipeline: ingestion, de-identification, GPU training, model registry and serving. You reach the market with compliance already handled.

Hosted on OVHcloudInfra qualified SecNumCloud 3.2HDS-certifiedData in FranceCLOUD Act immune
A worked case

How long to a model in production?

From raw data to a served endpoint, in your customer's cloud, without building the plumbing yourself.

app.your-startup.fr / ml● health-blind
ml › models › train_serve.py
▶ Run-- train then deploy, inside the customer cloud from polnor import mlflow mlflow.autolog() # train… mlflow.register_model("risk_v3") # deployed as a sovereign endpoint
results · served model0 rows exported ✓
steptimestatus
data → cohortdaysauto
model → endpointminutesserved

Illustrative interface and figures, shown to explain the workflow. Not results from a Polnor customer.

The features behind it

Everything up to usable data is automated.

By the time your team writes that query, the hard part is done: the platform has already ingested, de-identified, standardized and quality-checked your data. You start where the question starts.

Automated · MLOps

MLflow-compatible MLOps, in the customer's cloud

Keep your tools: notebooks, MLflow, Python. The platform provides GPU compute, the registry and serving, inside the customer's sovereign perimeter. No infra project, no compliance redo at every deployment.

mappingauto
source→ conceptstd
notebooksPython / SQL / Spark✓
registryMLflow-compatible✓
servingsovereign endpoints✓
Almost everything is automated

The platform does the infra. You do the model.

Plumbing and compliance run themselves, so your team spends time on the product science, not the infrastructure.

Automated by Polnor
Ingestion & refresh
GDPR de-identification
Standardization · mapping
Quality control
Materialization · lineage · access log
Your team decides
the product problem
features & the model
clinical evaluation
go-to-market
Governance

Compliance your customers can audit.

Customer data never leaves their cloud, every access is logged, and everything runs on infrastructure qualified SecNumCloud and HDS-certified. You sell to hospitals and insurers without hosting being a blocker.

Request a demo

From notebook to sovereign endpoint, without building the plumbing.

30 minutes on your model: we show training and deployment in a sovereign cloud, end to end.