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Cost & Infra22 August 2026·6 min read

API or self-hosted models? Finding the break-even honestly

Self-hosting looks cheaper per token and often isn't once people and idle capacity are counted. A fair comparison.

Hosted APIs charge by use. Self-hosting charges for capacity whether used or not, plus the people to run it. The right choice depends on volume, steadiness and constraints.

Include in the comparison

  • API: per-token cost at your real volume, rate limits and provider dependency.
  • Self-hosted: hardware or rental, utilization, engineering and on-call time, upgrades and security.
  • Constraints that override cost: data residency, latency, offline operation, regulatory rules.

How to decide

  • Measure your actual traffic pattern: steady or spiky.
  • Test candidate models on your task and compare quality first.
  • Price both options on the same workload, including staff time.

Many organizations land on a mix: hosted APIs for variable and complex work, self-hosted for steady, sensitive or high-volume tasks.

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