Add-on PR + IR Pre-submission
LLM Visibility Score

Can the LLM SPOT your release

See SPOT get you cited by AI

People now ask AI assistants instead of searching, and those answers cite sources. LLM Visibility Score scans your release before distribution, predicts how likely ChatGPT, Claude, Gemini, Perplexity and Grok are to cite it, and tells you what to fix first.

See how it works See how it works All SPOT tools All SPOT tools
Visibility score
LLM citation forecast
Sample
SPOT found 3 fixes
72 of 100
Likely to be cited for company facts. Weaker on direct answers.
Citation likelihood 16 /20
Entity recognition 15 /20
Answer extraction 12 /20
LLM readability 17 /20
Knowledge graph 12 /20
Top fix: answer “what was announced” in one sentence in paragraph 1.
Who it’s for

AEO now matters as much as SEO

Most PR professionals know they should write with AI visibility in mind, but few have had time to build that skill. LLM Visibility Score puts that expertise in your submission flow. Most tools track AI mentions after the fact, at brand level; this is a prediction for one release, while you can still change it.

PR teams

Write releases that AI answer engines pick up and quote.

IR teams

Make company facts easy for AI to find and attribute.

Every account

An optional add-on: switch it on in the Optimize step.

Citation likelihood
Entity recognition
Answer extraction quality
LLM readability
Knowledge graph completeness
Inputs

Five areas, 20 points each

Each area answers a specific set of questions about how an LLM will read your release.

  • Citation likelihood
  • Entity recognition
  • Answer extraction quality
  • LLM readability
  • Knowledge graph completeness
Outputs

What you get

A score out of 100, and a short list of what to change.

Visibility score

A total out of 100, built from the five areas.

Area breakdown

Points in each area, so you can see where you lose ground.

Top 3 fixes

The three changes that will move the score most.

Per-platform outlook

Mention estimates for ChatGPT, Claude, Gemini, Perplexity and Grok.

Three steps to see SPOT get you cited

LLM Visibility Score runs in the Optimize step when you submit a release.

Build Your Content · New release
Headline Q3 product launch
Body
Next
01

Build your content

Write or upload your release as usual.

Optimize · SPOT tools
LLM Visibility Score
ACCESS Verified
Source Verification
02

Switch it on

Add LLM Visibility Score in the Optimize step.

LLM Visibility Score Report ready
SPOT found 3 fixes 72/100
Edit and rerun at no new charge View report
03

Apply the fixes

Work through the top three, rescan if you like, then submit.

The toolkit

More ways to see SPOT work

Each tool checks something different. Use them together for a release that is ready on every front.

ACCESS Verified Source Verification Release Timing Advisor Readability Score Earnings Audit PR Headline Optimizer