# Onchain Inference Markets Post Record Token Usage

*Author: David Christopher*
*Published: Oct 20, 2026*
*Source: https://www.bankless.com/read/news/onchain-inference-markets-post-record-token-usage*

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Onchain inference is scaling fast. Base-based Surplus Intelligence's [dashboard](https://www.surplusintelligence.ai/analytics) shows daily tokens climbing from 133.6B on Sep 23 to 312.6B on Oct 18 (UTC), and 0xJeff [says](https://x.com/0xJeff/status/2112382956300022032) Dolphin "hit 32.2B after 1 week of API going live," up from "~14B tok/day" he [cited](https://x.com/0xJeff/status/2111085417391120851) three days earlier. The open question, [again](https://www.bankless.com/read/fearing-frontier-labs-longing-inference-markets), is how much of it is paid demand. 

## What's the Scoop?

- **Pushback:** AntSeed co-founder Amos Meiri, whose inference marketplace is a competitor, [wrote](https://x.com/AmosMeiri/status/2112412187998470220) "Token count say almost nothing!" and [said](https://x.com/AmosMeiri/status/2112432722618540261) "at minimum, we should ask for transparent USD spend." Surplus's dashboard reports user savings, not spend. 

- **Dollar Bar:** As an example, Meiri [held up](https://x.com/AmosMeiri/status/2112063552588505097) Venice "with 500b tokens daily and $150m ARR." Onchain dollars elsewhere stay small: AntSeed has [settled](https://x.com/0xMetaLight/status/2108176180507508781) about $310K on Base since launch, keeping roughly $12K in fees. 

- **Bigger Picture:** Inference has [emerged](https://www.bankless.com/read/why-stripe-wants-openrouter-analysis) one of the most dominant intersections of AI and crypto, with the latter offering advantages like [discounted](https://www.surplusintelligence.ai/analytics) model access and [some pseudonymity](https://www.bankless.com/read/fearing-frontier-labs-longing-inference-markets), paying from a wallet rather than an account tied to an email, card, or KYC profile.
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