Migration plan

Topic: Switch models safely
All topics334

Inference

Keep your coding tools14Lower inference cost23Model library39Run models without infra work35Scale without limits17Switch models safely24

GPU compute

Keep GPU jobs running32Lower GPU cost34Pick the right GPU25Secure GPU capacity30

Both

Avoid vendor lock-in15Meet EU requirements46

4 articles in Migration plan

Articles

9 October 2026

What Switching Inference Providers Actually Costs

Estimate a provider switch across evaluation, prompt changes, integration, parallel traffic and review work. The extra API bill depends on the new provider’s rates and actual mirrored tokens.

21 August 2026

OpenAI Compatible APIs: What Breaks When Switching Models

Switching inference endpoints is a one-line code change, but prompt behavior rarely transfers perfectly

18 September 2026

Switching the OpenAI SDK to an Open-Model Endpoint

Changing the base URL in the OpenAI SDK takes a minute, but a true migration requires checking five critical behavioural differences underneath the compatible interface. This guide covers how to repoint the SDK and verify structured output, tool calls, and ignored parameters.

20 April 2026

OpenAI Compatible API Self Hosted: A Guide for EU AI Teams

Relying on proprietary US-based APIs creates significant risks for European AI teams, from GDPR non-compliance to unsustainable scaling costs. By adopting a self-hosted, OpenAI-compatible architecture, you can maintain full control over your data residency while moving to per-second and per-token pricing you can model directly against your own traffic.

All articles

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