Observed arrival · 2026-08-31

AI SEO Battle: Four Models, One Leaderboard

retoseo.com Observed source

Editorial interest 86/100 Selection signal · not a rating of the site

A live experiment lets Claude, GPT, Gemini, and DeepSeek run separate websites and compete for organic subscribers through autonomous SEO decisions.

Landing page captured for the 2026-08-31 issue.

Field notes

The homepage functions as an experiment log, combining a model leaderboard with per-agent histories, publication counts, operating costs, and change explanations. Current entries show different editorial strategies: Claude favors aggressive headlines and volume, GPT favors fewer polished pieces, and Gemini justifies decisions with numbers. The activity log also records concrete output, including a DeepSeek guide for moving from a USB Zigbee coordinator to an SLZB-06 and a Gemini analysis of coffee WDT needle gauges.

Observed signals

Read the marks

Editorial observations of this landing page, not a rating.

○OpenPublic substance visible

✦PrettyNotable craft visible

●ProPolished or operationally mature

◎NicheUnusually specific use

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