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Does Self-Hosting DeepSeek Pay Off for Mid-Size Companies

Based on the operating details DeepSeek disclosed with its inference infrastructure release, this post estimates what it costs a mid-size company to run DeepSeek locally and where the break-even point against API pricing sits.
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MiniMax M3.1 Flash vs DeepSeek V4.1 Flash

MiniMax M3.1 Flash (formerly Space Bunny) and DeepSeek V4.1 Flash compared on official pricing, specs, vendor benchmarks, and 60 runs of the same 10 tasks. The two cost the same and both passed everything.
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We A/B tested a token-saving pi extension. It cost more

We measured the pi-rtk-optimizer extension with an isolated A/B test: extra compression was 0-0.7%, while turns and total cost went up by roughly 7%.
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