Enterprise AI where data never leaves.
A fine-tuned SQL model on the client's own servers, with field-level masking and every query logged.

Private language models on your servers or private cloud — so sensitive data never leaves your control.
Open-weight models on your hardware, VPC or air-gapped network.
Compact domain models that are fast and efficient to run.
Ask your databases in plain English — inside your firewall.
Role- and field-level policies on every answer.
Who asked what, what they saw, and which policy applied.
Each stage ends with a tangible output — so progress is visible, not promised.
Technology used
Classify data sensitivity and review your infrastructure.
Benchmark models on your data and size the hardware.
Install, fine-tune and integrate inside your boundary.
Apply access policies, masking and audit logging.
Monitoring, updates and runbooks for your team.
A fine-tuned SQL model on the client's own servers, with field-level masking and every query logged.

For focused tasks a well-tuned model often performs comparably. Models are benchmarked on your data before you commit.
It is sized to your workload — from a single GPU server to a cluster.
Yes, air-gapped deployments are supported.
Your team, with runbooks and training provided — or it is supported for you.

Let's design a private deployment that fits your security requirements.