Who Actually Pays Together, Fireworks and DeepInfra? A Reddit Debate

Azamat_Kuzdibay · reddit · 2026-09-12

A Reddit thread questions the business fundamentals of open-model inference providers. The poster observes that most teams just call OpenAI/Anthropic/Gemini APIs, and when cost becomes an issue they downgrade to cheaper closed models like Gemini Flash rather than switching to open weights. Commenters point to the real customer base: enterprises needing data compliance, private deployment, stable high-volume throughput, and hosting of fine-tuned open models — use cases closed APIs can't serve.

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