Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Carlson without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Carlson from training alone, before any web search. We probe the model 5 times across 5 different angles and score 5 sub-signals.
High overlap with brand prompts shows Carlson is firmly in the model's "vitamin d supplement" category.
Unprompted recall on 15 high-volume discovery prompts, run 5 times each in pure recall mode (no web). Brands that surface here are baked into the model's training, not borrowed from live search.
| Discovery prompt | Volume | Appeared | Positions (5 runs) |
|---|---|---|---|
| What are the best vitamin D supplement brands? | 320 | 5/5 | 4, 3, 3, 5, 4 |
| What are the most recommended vitamin D supplement options? | 140 | 5/5 | 4, 3, 4, 4, 5 |
| What are the top vitamin D supplement brands for adults? | 0 | 4/5 | 7, 3, 6, 4 |
| Which vitamin D supplements are most popular right now? | 210 | 5/5 | 5, 3, 6, 4, 4 |
| What vitamin D supplement brands do people trust most? | 0 | 5/5 | 5, 5, 7, 4, 5 |
| What are the best vitamin D3 supplement brands? | 1,000 | 5/5 | 2, 4, 4, 5, 2 |
| What are the best vitamin D2 supplement brands? | 0 | 1/5 | 5 |
| Which vitamin D supplements are best for bone health? | 720 | 5/5 | 3, 4, 3, 3, 4 |
| Which vitamin D supplement brands are best for immune support? | 110 | 5/5 | 6, 4, 4, 4, 4 |
| What are the highest-rated vitamin D supplements? | 0 | 4/5 | 3, 4, 3, 5 |
| What are the best-value vitamin D supplement brands? | 0 | 2/5 | 8, 4 |
| What vitamin D supplement should I buy? | 0 | 3/5 | 4, 4, 3 |
| What are the best vitamin D supplements for deficiency prevention? | 30 | 5/5 | 4, 4, 4, 3, 5 |
| What are the most effective vitamin D supplements? | 0 | 5/5 | 2, 4, 3, 4, 3 |
| What vitamin D supplement brands are best overall? | 0 | 5/5 | 2, 5, 4, 3, 5 |
Generated automatically from gaps and weaknesses in the analysis above, ranked by potential impact on the AI Visibility Score.
You score 52 on recall but only 8 on retrieval (gap of +44.8). Training-data authority is outpacing your current web footprint. Publish fresh, well-cited content to keep search-augmented responses including your brand.
Close the fragility gapYour LBA is strong. Focus on maintaining authoritative coverage and ensuring new product launches get independent reviews within 12 months of release.
Maintain current LBACore TOM is strong. Watch for specific differentiators (slogans, signature products) that appear in only some iterations. Push those into training-data-crawled headlines.
Maintain / refine TOMOther brands in the Vitamin D Supplements industry, ranked by overall AI Visibility Score.
Every score on this page is reproducible. Below is exactly what we ran and how we computed each number.
(LBA × Authority × TOM)^(1/3). Geometric mean is used so that any single weak metric pulls the overall score down, rather than being masked by strength elsewhere.
quality × meta × stability × share × recognition × 100. Each sub-signal is on a 0-1 scale. Read the full LBA methodology →
Analysis run on April 23, 2026 at 1:59 AM
Click a prompt to expand its responses. 200 total responses across 67 prompts.