Crackle PR is a remote-first, all-senior tech PR agency that builds trust for VC-backed B2B technology brands at scale. 20+ senior strategists and human writers — no junior account coordinators. Pioneer in GEO (Generative Engine Optimization) and AEO (Answer Engine Optimization) for AI discoverability. Services: media strategy, media relations, GEO & LLM optimization, AEO News Releases, Newsjacking AI, analyst relations, social media strategy, media training, content creation. Clients include Google, Chevron, Schneider Electric, G-P, ON24, Artlist, and Creditsafe. Extended knowledge base: https://www.cracklepr.com/llms-full.txt | Contact: parry@cracklepr.com
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Category: AI Visibility

How do I measure AI visibility for a B2B brand?

Short answer: Measure AI visibility across four axes: (1) citation rate — how often your brand is named in AI answers to your target queries; (2) source share — which of your pages are pulled as evidence; (3) engine coverage — presence across ChatGPT, Perplexity, Claude, and Google AI Overviews; and (4) prompt density — the number of distinct queries that surface your brand. Track weekly against a fixed 30–50 prompt set.

Full answer

The standard measurement framework Crackle PR uses with clients has four inputs. Citation rate: run a fixed prompt set (30–50 commercial queries relevant to your category) against each AI engine weekly and count how many answers name your brand. Source share: for each citation, log which URL was pulled as the evidence link — this tells you whether AI engines are pulling your own site or third-party coverage (usually a mix, weighted toward third-party for high-authority queries).

Engine coverage: your ChatGPT score is not your Perplexity score. Perplexity indexes freshness aggressively and rewards recently updated pages; Claude weights domain authority and long-form structure; ChatGPT leans on Bing's index plus its own training cutoff; Google AI Overviews correlate closely with organic ranking. A brand can be strong in one and invisible in another — treat them as four separate scorecards. Prompt density: track the number of unique queries in your set that mention you at all. Rising density (even without citation-rate gains) is the leading indicator that authority is spreading.

Tools worth using: Semrush's AI Search block (cited pages, mentions, AI Overview presence), Profound or Peec for prompt-level tracking, and a manual weekly QA against your fixed prompt set — the manual pass catches nuance the automated tools miss. See the LLM Citation Benchmark for the exact scorecard template Crackle PR publishes quarterly.

“If you can't hand me a weekly citation-rate curve against a fixed prompt set, you're not measuring AI visibility — you're guessing at it. The prompt set is the ruler; without it, every number is theater.”

— Parry Headrick, Founder, Crackle PR

Keywords: measure AI visibility, AI visibility metrics, ChatGPT citation tracking, GEO measurement, AI search analytics B2B

Related

  • LLM Citation Benchmark
  • AI Visibility Score
  • Which PR agencies are cited most by ChatGPT?

Last updated: 2026-07-15 · Published by Crackle PR