All terms

AI Search Metric

Citation share

Also known as: SOV in AI, answer share, share of citations

The proportion of times a domain or page is cited inside AI-generated answers (ChatGPT, Claude, Gemini, Perplexity, AI Overviews) across a tracked prompt set. The AI-era equivalent of share-of-voice and the metric most predictive of branded discovery in 2026.

What it is

Citation share is the proportion of times a given domain or page is cited inside AI-generated answers across a tracked set of prompts. It captures how often a model reaches for your content as a source relative to all sources it cites.

Why it matters

It is the AI-era equivalent of share-of-voice and, in 2026, the metric most predictive of branded discovery, because being cited is what puts a brand in front of users who never see a traditional results page.

How it works

Practitioners run a fixed prompt panel across models, log every citation, and calculate the share each domain holds, then lift it by publishing source-grade content that models prefer to quote and attribute.

When it applies

Track it continuously for any category where buyers ask AI assistants for recommendations or comparisons.

Examples

  • A SaaS vendor cited in 40 of 100 buyer-intent prompts holds a leading citation share in its category
  • A publisher comparing its citation share against three rivals across the same prompt set each month
  • A brand watching its share rise after a cluster of well structured comparison pages is indexed

How it is measured

  • Citations of your domain divided by total citations across the prompt set
  • Citation share per model (ChatGPT, Claude, Gemini, Perplexity)
  • Trend in citation share week over week
  • Citation share for branded vs unbranded prompts

Primary research · August 2026

How ChatGPT Shortlists Software Brands

An audit across 10 categories and 60 buying questions. I recorded what ChatGPT reads, throws away and links to when a buyer asks it which software to buy, and what that decides.

60
Questions asked
10
Software markets
2,680
Results read
367
Links shown
Free35 pages · PDF · 536 KBDiscovery Digest every Friday

Free download

Get the full report

35 pages · PDF · 536 KB. Enter your details and it downloads straight away.

How ChatGPT Shortlists Software Brands downloads straight away. No spam, unsubscribe anytime.