AI Visibility Software

AI visibility, the topic hub

A working hub for AI visibility: the ranking, glossary, comparison engine, and our framing of how the discipline works in 2026.

FAQ

What is AI visibility?
AI visibility is the measurable share of AI-generated answers in which a brand appears as a recommended option, a cited source, or a named comparison. As of 2026, it is the metric that has replaced ranked-link clicks for the share of buyers who research through ChatGPT, Perplexity, Gemini, and Google AI Overviews instead of through traditional search.
How is AI visibility different from SEO?
SEO targets ranked-link position on a results page. AI visibility targets being inside the answer the model writes. Strong SEO foundations (crawlability, technical health, authoritative content) are prerequisites for AI visibility, not a replacement. The work that closes an AI visibility gap is content-shaped: structured Q&A, primary-source citations, schema markup, and presence on third-party domains AI engines weight.
What is share of model?
Share of model is the percentage of generated answers, in a defined prompt cluster, that name or link to your brand. It is closer to a primary KPI than a position number ever was, and reads naturally to executives familiar with PR and brand metrics.
How do I start an AI visibility program?
Pick the door that matches your team. Marketing teams acting today: start with the ranking and pricing pages. SEO teams adding AI visibility on top: read the share-of-model glossary and the SaaS vertical. Procurement teams with strict requirements: start with the Bluefish profile and the methodology page. Underneath all three is the same loop.

AI visibility

AI visibility is the measurable share of AI-generated answers in which a brand appears as a recommended option, a cited source, or a named comparison. As of 2026, it is the metric that has replaced ranked-link clicks for the share of buyers who research through ChatGPT, Perplexity, Gemini, and Google AI Overviews instead of through traditional search.

What sits in this hub

This page links the four working surfaces of the AI visibility editorial program:

  • The ranking. Our continuously-updated comparison of the AI visibility tools we have tested. Available at /rankings/ai-visibility-tools.
  • Tool detail pages. One profile per tool, Temso AI, Profound, Peec AI, and the rest, each with verdict, pros and cons, alternatives, and a structured fact sheet.
  • Head-to-head comparisons. Every pairwise comparison of tools in the catalogue, generated automatically. Index at /compare.
  • The glossary. Plain-language definitions of the terms used across these pages, citation, mention, share of model, prompt, answer engine, AI Overview, and more. Index at /glossary.

How AI visibility differs from SEO

SEO targets ranked-link position on a results page. AI visibility targets being inside the answer the model writes. Strong SEO foundations, crawlability, technical health, authoritative content, are prerequisites for AI visibility, not a replacement. The work that closes an AI visibility gap is content-shaped: structured Q&A, primary-source citations, schema markup, and presence on the third-party domains AI engines weight (Reddit, Quora, G2, industry publications).

Where to start

Most teams arrive at AI visibility through one of three doors: a marketing team that just noticed competitors winning AI answers, an SEO team adding the next layer to their stack, or a procurement team evaluating the new category for a Fortune 500 brand. Each starts on a different page:

Underneath all three is the same loop: track the prompts your buyers ask, identify the gaps, ship the content that closes them. The tools differ in which step they own, measurement, action, or both. Pick by where your bottleneck is.

Bottom line

AI visibility is the measurable share of AI-generated answers in which a brand is named or cited. The work runs as a loop: track the prompts your buyers ask, identify the gaps, ship content that closes them. Tools differ in which step they own, measurement, action, or both.