Open equivalents

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

5 articles in Open equivalents

Articles

11 September 2026

DeepSeek V4 Pro vs Claude Opus 4.6: Agent Costs Compared

If you are weighing DeepSeek-V4-Pro against Claude Opus 4.6, this page gives the verified per-token comparison on your own token ratio. We show how agent workflows accumulate context and why you must evaluate cost at the finished task level before switching.

10 September 2026

MiniMax M3 vs Claude Sonnet 5: The Mid-Tier Cost Gap

If you are weighing MiniMax-M3 against Claude Sonnet 5, this page gives the verified per-token comparison on your own token ratio and what you would need to test before switching.

9 September 2026

GLM-5.2 vs Claude Opus 5: The Real Cost Gap

For enterprise teams comparing GLM-5.2 against Claude Opus 5, the true cost difference depends entirely on your token ratio. This guide breaks down the per-token math, where each model processes your data, and what to test before migrating your workload.

14 August 2026

Kimi K3 vs Claude Fable 5: The Top-Tier Comparison

Kimi K3 matches Claude Fable 5's top-tier reasoning with 2.8 trillion parameters and a 1-million-token context window, all at a lower list price. European AI teams can run Kimi K3 on Lyceum's eu-north1 infrastructure for full data sovereignty

2 September 2026

OpenAI & Anthropic Replacements: Open-Model Map

A task-by-task migration map for teams replacing OpenAI or Anthropic APIs with open-weight models. We cover the exact models, per-token prices, and hosting regions to match your specific workloads.

All articles

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