Whose model, hosted where, grounded on what.

    Hosting is the smallest of three levers. Routing and retrieval quality move cost more, and retrieval permissions move risk more. We help you set all three.

    The Decisions We Help You Make

    API, your cloud tenancy, or self-hosted

    Self-hosting is a utilization question, not a price question. We model the break-even on your volumes, including the staffing most spreadsheets leave out.

    Retrieval or fine-tuning

    Retrieval is for knowledge. Fine-tuning is for behavior. Most "teach it our business" requests are retrieval problems.

    How to build a knowledge store that does not leak

    Access metadata captured at indexing and enforced inside the query, so permissions survive the trip into a vector store.

    Which model for which task

    A routing policy with evaluation sets, so you can swap models without breaking quality.

    Start with a clear picture of what you are running

    See the AI Deployment Readiness Review