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Self-hosted LLM vs cloud API — without the false binary

It is not all-or-nothing. Here are the real trade-offs on control, compliance, cost, and maintenance — and how Bee lets you start on a managed API and move to a sovereign deployment when a workload demands it.

The trade-offs, stated plainly

  • Control — self-hosting maximizes data control but you own the GPUs, scaling, and upgrades. A managed API removes that burden but runs in someone else's environment.
  • Compliance — some regulated data cannot leave a controlled environment at all; there, a private/sovereign deployment is the only option, not a preference.
  • Cost — self-hosting has fixed GPU cost regardless of use; a metered API bills per token. Which wins depends on your utilization.
  • Maintenance — models, serving stacks, and security patches move fast; self-hosting means you track them.

How Bee spans both models

Bee is a managed, OpenAI-compatible API by default — scale-to-zero serving, per-token billing, and no infrastructure to run. For workloads that cannot use a shared endpoint, the same platform deploys as Bee Enclave into a private or sovereign environment.

That means you do not have to choose the deployment model before you know the workload: prototype on the managed API, and move the specific workloads that need it into a controlled deployment without re-writing against a different API.

When each choice makes sense

  • Managed API (Cell–Swarm) — most teams, variable load, fastest to ship, no ops.
  • Sovereign Enclave — regulated data, data-residency mandates, air-gapped or single-tenant requirements.

Frequently asked questions

Do I have to self-host to keep data private with Bee?
No. The managed API already does not train on prompts and wraps stored data with post-quantum encryption. Self-hosting via Bee Enclave is for workloads that must run in your own controlled environment.
Can I move from Bee's API to a private deployment later?
Yes — Bee Enclave uses the same platform and API surface, so moving a workload into a private/sovereign environment does not mean re-integrating against a different API.
Is self-hosting always cheaper?
Not necessarily. Self-hosting carries fixed GPU cost regardless of utilization; a metered API bills per token. Low or bursty utilization often favours the managed API.

Related

Start on the free tier

Bee Cell is free — no card. Scale to paid tiers, the API, or sovereign deployment when you are ready.