Inference providers barely break even: $10K revenue yields just $200 profit
metalvendetta · reddit · 2026-09-11
After talking with multiple LLM inference providers, a Reddit poster concludes the business is razor-thin: one provider with $10K monthly revenue kept only $200 in profit after GPU costs.
Key points:
- Customers negotiate prices down to competitors' rates, with major players effectively running a distribution game at low or negative margins;
- Despite the apparent billion-dollar market size, compute scarcity, cost, and competition make it unattractive to start;
- Software layers around inference, such as SLA optimization, continue to enjoy healthy margins.
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