Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about One A Day without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about One A Day 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 One A Day is firmly in the model's "multivitamin" 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 multivitamin brands? | 880 | 2/5 | 5, 6 |
| Which multivitamin brands are most recommended? | 0 | 1/5 | 6 |
| What are the top multivitamin brands for adults? | 0 | 5/5 | 3, 6, 7, 6, 3 |
| What multivitamin brands are popular right now? | 20 | 5/5 | 3, 2, 3, 3, 3 |
| What are the best-rated multivitamin options? | 0 | 5/5 | 8, 5, 3, 3, 7 |
| Which multivitamins are worth buying? | 0 | 1/5 | 4 |
| What are the most trusted multivitamin brands? | 0 | 2/5 | 6, 6 |
| What are the best multivitamin supplements on the market? | 1,600 | 0/5 | — |
| What are the top daily multivitamin brands? | 0 | 4/5 | 3, 3, 6, 5 |
| Which multivitamin brands do people actually buy? | 0 | 5/5 | 2, 2, 2, 2, 2 |
| What are the best multivitamin options for everyday health? | 0 | 4/5 | 6, 3, 4, 3 |
| What multivitamin brands have the best reviews? | 0 | 5/5 | 5, 5, 7, 5, 8 |
| What are the leading multivitamin brands? | 0 | 5/5 | 3, 3, 5, 3, 2 |
| Which multivitamin brands are best overall? | 0 | 1/5 | 6 |
| What are the most popular daily vitamins? | 0 | 5/5 | 2, 1, 2, 2, 2 |
Generated automatically from gaps and weaknesses in the analysis above, ranked by potential impact on the AI Visibility Score.
You score 53 on recall but only 9 on retrieval (gap of +44.4). 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 TOM is solid on specialty queries but weaker on broad category questions. Seed content that frames your brand in the exact phrasing users use in broad queries, not just your specialty sub-category.
+5 to +15 on TOMYour LBA is strong. Focus on maintaining authoritative coverage and ensuring new product launches get independent reviews within 12 months of release.
Maintain current LBAOther brands in the Multivitamins 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 1:58 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.