# Three AI engines: how often they name the same local business

> Source: <https://markets.namebeam.ai/studies/three-engines-agreement-2026-10-24-to-11-09/>
> Published: 2026-11-10 11:00:53+00:00

# How often three AI engines share the same local business name

Study period: 2026-10-24 to 2026-11-09

## Finding

Any two of three AI engines share at least one business name 56.8% of the time (95 percent interval 54.5 to 59.0 percent): 1066 engine pairs across 771 question-days, 54 questions, 17 run days, 2026-10-24 to 2026-11-09, ChatGPT (OpenAI) gpt-5-mini, Claude (Anthropic) bedrock haiku 4.5, Gemini (Google) flash lite.

## Chart

## Method

Names were extracted mechanically by capitalisation from the public corpus (github.com/mrcrtr1979-droid/namebeam-visibility-index), matched on canonical form. Generic names filtered. Three engines only (ChatGPT gpt-5-mini, Claude bedrock haiku 4.5, Gemini flash lite). Local-business questions only. This is a count of agreement, not a measurement of causes or outcomes.

[Full method](method.md) | [Download pairs CSV](pairs.csv) | [Download slice CSV](slice.csv)

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License: CC BY 4.0. Credit: Namebeam (namebeam.ai).