2026-08-28·4 minModel ConsistencyGEO 2026ClaudeAuto-fix

Model Consistency Score — One Brand Story Across Every AI (GEO Aug 2026)

When ChatGPT, Gemini, Perplexity and Claude describe your brand differently, buyers get confused. Model Consistency measures alignment and auto-generates canonical FAQ fixes.

FORMULAConsistency % = how similarly all AI models describe your brand on the same query

August 2026 buyers ask four engines before they buy. If ChatGPT says you are an agency and Gemini says you are a SaaS tool, you lose trust. Model Consistency (07:11 daily) scores cross-model alignment and auto-deploys canonical FAQ when score drops below 40% — up to 2 fixes/day.

What the module does

›Measures the same query across ChatGPT, Gemini, Perplexity and Claude.
›Scores token overlap + positioning alignment (0–100%).
›Auto-fix — one canonical positioning sentence all models should echo.
›Deploy on next 06:30 GEO auto-fix cycle.

Live API

`GET /api/machine/consistency?client=1` · block `consistency` on machine status.

THIS IS NOT A PROMISE — THIS IS THE MACHINE

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