Observed arrival · 2026-10-08

Much Inference’s tokens-per-dollar leaderboard

muchinference.com Visit website

Editorial interest 72/100 Selection signal · not a rating of the site

A comparison board ranks AI models and subscription plans by how many tokens each dollar buys.

Landing page captured for the 2026-10-08 issue.

For: People comparing model API and subscription costs
Worth noticing: Subscription rows are explicitly estimated; Google AI Ultra 20x is listed at about 889 million tokens per month.

Field notes

The page offers filters for plan type and model tier. API rows show separate input and output prices per million tokens, while subscription rows pair a monthly price with an estimated token allowance—for example, about 889 million tokens per month for Google AI Ultra 20x. A methodology link is provided, but the supplied extract does not include its explanation of assumptions.

Observed signals

Read the marks

Editorial observations of this landing page, not a rating.

○OpenPublic substance visible

◎NicheUnusually specific use

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