Read-only access to your ML infrastructure. Nothing more.

Veille connects to your existing ML platforms to discover and monitor AI systems without disrupting production. All connectors are read-only: no write access, no data extraction, no agent running inside your environment. Connector credentials are encrypted at rest and never logged.

Available nowREST API, Manual intake

BetaMLflow, Databricks, GitHub, SageMaker

PlannedAzure ML

Connector roadmap

Current and planned integrations.

Integration	Status	What it reads	What it never reads
REST API	Available	Any system data you push programmatically	N/A, you control the payload
Manual intake form	Available	System metadata entered by your team	N/A, structured interview only
MLflow / Databricks	Beta	Registered model names, run metadata, production flags	Experiment data, feature tables, raw datasets
AWS SageMaker	Beta	Endpoint names, model metadata, tags, deployment status	Model weights, training data, inference logs
GitHub	Beta	Repository and Actions metadata for model artifacts and ML workflows	Source code, secrets, private repository contents
Azure Machine Learning	Q4 2026	Workspace model registry, endpoint names, deployment config	Model weights, training data, inference results

Integration roadmap is shaped by design partners. If your ML platform is not listed, contact us. The next connector is chosen based on what the founding cohort needs most.

Integration principles

How we think about access.

Read-only, always

Veille never requests write permissions to your ML infrastructure. The connector reads model metadata, endpoint configuration, and tags. It does not access model weights, training data, or inference logs.

Metadata only, not model content

The discovery connector reads system names, deployment status, API endpoints, and tags. It does not download or analyze model weights, inference results, or the data your systems process.

Least-privilege credentials

Each connector is documented with the minimum required IAM permissions. We provide a Terraform module for each integration that creates a scoped read-only role, so your security team can review exactly what access is granted before approving anything.

Starting point

Already using Veille manually? Switch on the beta connectors when you're ready.

Start manual, then switch on the beta connectors when you're ready. The guided intake form covers everything the beta connectors discover, at the cost of a few hours of manual work upfront. Most organizations start manual and add connectors once the registry is established.

Book a call →