MentionHub · Guides, research, glossary

How does AI decide which brands to recommend?

AI engines recommend the brands they can describe clearly, confirm with independent sources and match to the buyer's question. MentionHub brings together MentionX's guides, research and definitions on how that works and what to change. Every number names its source and date.

Where should I start?

Product

How MentionX turns any company URL into buyer prompts, stored engine evidence, and reproducible visibility metrics.

Guides

Playbooks for generative engine optimization — measurement first, no fabricated query volumes or vanity SEO.

Insights

Category definitions and strategic framing for marketers navigating AI discovery — evidence-backed, not hype.

Research

Original analysis from stored scan evidence — we publish only what the pipeline can prove.

Solutions

Three paths in — by team, by industry, and by problem — without mixing persona and vertical pages.

Glossary

Precise definitions for AI visibility, GEO, AEO, and share of voice — aligned with MentionX scoring.

What is new on MentionHub?

FeaturedProduct

MentionX Methodology

Published formulas, weights, and reproducibility rules.

12 min read
FeaturedInsights

What Is AI Visibility?

Four metrics that matter: mention, position, citation, share of voice.

9 min read

What do the key terms mean?

Open the glossary →
Term

AI Visibility

Measurable presence in AI-generated buyer answers.

Term

GEO

Generative Engine Optimization — mention, position, citation, SOV.

Term

AEO

Answer Engine Optimization — overlap and distinction from GEO.

Term

AI Share of Voice

Your mentions divided by tracked competitors on the same prompts.

Term

AI Citation

Sources engines attach when recommending vendors.

Quick answers

Common questions about how AI picks brands

Why does AI recommend some brands and not others?
AI engines favour brands they can describe clearly, confirm with independent sources and match to the question the buyer asked. A brand that is vague, unsupported or hard to place in a category is easier to leave out.
What is the difference between a mention and a recommendation?
A mention means your brand appears in an AI answer. A recommendation means the answer presents it as a suitable option for that buyer. MentionX measures them separately because each one needs a different fix.
Which AI engines does MentionX measure?
MentionX measures up to ten AI engines depending on plan: ChatGPT, Gemini, Google AI Overviews, Google AI Mode, Microsoft Copilot, Meta AI, DeepSeek, Claude, Perplexity and Grok. See the pricing page for which plan includes which engines.
Can anyone guarantee that AI will recommend my brand?
No. Answers change by engine, question and day. Better evidence makes a brand easier to pick, and repeating the same questions over time shows whether a change is working.

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