GeoHero

Glossary

Engine Family

The split between chat engines (ChatGPT, Perplexity, Gemini, Claude) and Search-AI surfaces (Google AI Overviews, AI Mode, Bing Copilot). Never blended into one score.

Definition

Engine family is the split between two mechanically different kinds of AI surface: chat engines, where a direct question gets a conversational answer, and Search-AI surfaces, where an AI-written summary is embedded inside a familiar search-results page.

The two families behave differently enough, in sampling variance, in how they select sources, and in what a user actually sees, that reporting them as one blended number would hide which one actually matters for a given buyer journey. Every score on this site is labeled by the family, and the specific engine, that produced it.

Same ruler

See how this is measured

This term is part of the same declared methodology every score on this site follows: which prompts, which engines, how many runs.

Read it in the methodology
The Top AI Search Engines in 2026, Ranked by Who Actually Gets Cited
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