Infrastructure built to move fast and stay yours.
Chownify is a control plane for training, evaluating, and serving models | so you can transform without moving your data or handing over your weights.
Architecture
Ingest
Chownify connects to your data sources in place | object storage, warehouses, internal APIs. Nothing is copied out by default.
Train
Fine-tuning and evaluation jobs run inside your chosen boundary, on your compute or ours, orchestrated by Chownify.
Serve
Inference runs behind your existing infra | your load balancer, your network, your logging.
Deployment options
Cloud
Chownify runs in a dedicated environment inside your own cloud account (AWS, GCP, Azure). We manage the control plane; your data plane never leaves your account.
VPC
A private network boundary connected to your existing VPC, with no public ingress. Suited for teams with strict network policies.
On-prem
The full stack runs on your own hardware. No outbound dependency on Chownify's infrastructure to keep serving traffic.
Integration points
- Object storage (S3, GCS, Azure Blob)
- Data warehouses (Snowflake, BigQuery, Postgres)
- Identity (SSO / SAML, SCIM)
- Observability (OpenTelemetry export)
- CI/CD (GitHub Actions, GitLab CI)
- Model registries (MLflow, Hugging Face)