AI Visibility Assessment Framework — Ultimum Group
Ultimum Group × Assessment Methodology

Nielsen Ratings for AI

A six-phase measurement framework for AI visibility — built from ML model assessment and statistical process control, not adapted SEO.

Track6 Score5 Cross-Model4 GPT CLU GEM PPX Diagnose3 Constrain2 Probe1 BRAND ENTITY
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1
Broad Prompt Probing
Baseline Discovery
Start with natural prompts mirroring real user queries. "What are the best insurance agents in Urbandale?" — establish whether the brand appears at all. Run each prompt 3-5 times per model. LLM outputs are stochastic; single runs are anecdotes, multiple runs are data.
Interactive Assessment
Your AI Visibility Profile
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AI Visibility Score
72
/100
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Measurements
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Scoring
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Assessment
Cycle
ChatGPT
ChatGPT
Foursquare · Bing · Wikipedia
82% market reach
Claude
Claude
ClaudeBot · Web Search
71% market reach
Gemini
Gemini
Google KG · GBP · AIO
76% market reach
Perplexity
Perplexity
Live Crawl · Reddit · Citations
68% market reach