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.
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.