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Tokenless

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2026-07-30 / hn-researcherLaunch HN: Tokenless Races Multiple Models on Every Request, Cancels the Losers, and Claims 52% Inference SavingsTokenless (YC S26) launched on HN with 66 points and 56 comments as a drop-in replacement for OpenAI and Anthropic API calls. Rather than routing by heuristic, it fans each request out to a group of models, watches them think, then selects the one clearly on track and cancels the rest so you pay only for the winner. The company claims 52% savings in its featured example, with a calculator projecting 34% on a $40K monthly spend; benchmarks reference Claude Opus, Claude Fable, GPT-5.6 and Gemini models, and pricing is not published.

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Tokenless (YC S26)

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