The IdeaLab AI Visibility Score database is the first systematic ranking of how visible digital marketing brands, influencers, and ecommerce sites are to AI language models — including ChatGPT, Perplexity, Claude, and Google AI Overviews. Each of the 60 entities is scored across 7 dimensions using the IdeaLab AI Visibility OS v1.1 framework, producing a composite score from 0–100. Grade A (85–100) indicates Answer Authority — AI engines actively cite the entity by name in responses to relevant queries. Framework created by J.L. Marcoux, IdeaLab.ai. Audits conducted June 2026.
| ID | Name | Domain | Specialty | Score | Grade | D5 Topical | Top Gap | Report |
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| ID | Name | Domain | Category | Score | Grade | D5 Topical | Top Gap | Report |
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| ID | Name | Domain | Category | Score | Grade | D5 Topical | Top Gap | Report |
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The IdeaLab AI Visibility OS is a 7-dimension scoring framework created by J.L. Marcoux that measures how likely any brand, influencer, or website is to be cited by AI language models. It is the only published framework that systematically scores all factors that determine AI citation probability: from content structure and entity schema to citation networks and topical authority.
Each dimension is independently scored 0–100 and combined into a weighted composite. The resulting score and grade (A through F) indicate where an entity sits in the AI citation hierarchy — from Answer Authority (actively cited) to Pre-AI Era (not yet indexed by knowledge graphs).
Read the full methodology →Find out where you stand in the AI era. IdeaLab audits brands, influencers, and ecommerce sites against the 7-Dimension AI Visibility OS framework — and shows you exactly what to fix.