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Card 098 of 10002026-09-05 issue

Observed arrival · 2026-09-05

Bufo Benchmark: Who Makes the Best Frog?

bufobench.com Observed source
Editorial interest 86/100 Selection signal · not a rating of the site

An interactive benchmark ranks image models by how convincingly they redraw Bufo across ten frog-themed tasks.

Landing page captured for the 2026-09-05 issue.

Field notes

Each model receives the same Bufo reference image and ten tasks, including prompts in which Bufo can hold or become a coffee. The site averages ten likeness scores into a rating out of 100 and places that beside measured USD-per-image costs. Visitors can make side-by-side picks, but those selections remain local to the browser and do not alter the leaderboard. The page also warns that small score gaps are inconclusive and that its learned scorer can miss the joke.

Observed signals

Read the marks

Editorial observations of this landing page, not a rating.

OpenPublic substance visible
$PaidCommerce or pricing visible
PrettyNotable craft visible
ProPolished or operationally mature
NicheUnusually specific use

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The Receiver Chooses a Memory

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bufobench.com

Landing page observed 2026-09-05. The live site may have changed.