Private AI infrastructure
Models, application services and data connections deployed in an environment that suits your operating and data requirements: managed APIs, privately hosted models or a mix, chosen for the project.
When you need this
- Your data cannot leave a particular cloud, region or network.
- You need predictable costs as usage grows.
- Customers or auditors ask exactly where data is processed.
- You want to avoid depending on a single model provider.
How we do it
1. Requirements
Data location, access, availability, cost and model needs, and who will operate the system.
2. Design the deployment
Choose managed, private or hybrid hosting, and design network, identity and data access around it.
3. Configure and connect
Set up the model runtime, application services and authorized data connections.
4. Monitor and document
Monitoring, cost tracking and operating documentation, with clear ownership of accounts and bills.
What you get
- Deployment design
- Configured model runtime and services
- Authorized data connections
- Monitoring and cost tracking
- Operating documentation and responsibility matrix
A firm whose contracts require data to stay in its own cloud account runs an open model inside that account for document search, and uses a managed API only for tasks involving public information.
Start with a project conversation
Scoped to your project
Tell us what you want to build. We reply to set up a short conversation. A clear project can be scoped directly; if the solution is not yet clear, solution design comes first.
Questions
Does private hosting mean offline?
Not necessarily. Each project defines where models run, what connects to the internet and who controls it.
Is a private model as good as the big APIs?
For some tasks yes, for others no. We test the options on your task before recommending one.
Often combined with
- Custom AI ImplementationTailored AI systems, agents and integrations connected to your data, tools and operating environment.
- AI knowledge systemsSearch and answers across your documents, with sources for every answer.
- Managed Hosting & Ongoing EngineeringKeep your software running and improving after launch.