Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Brooklyn Bedding without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Brooklyn Bedding 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 Brooklyn Bedding is firmly in the model's "hybrid mattress" 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 hybrid mattress brands? | 50 | 5/5 | 5, 4, 7, 3, 4 |
| What are the top-rated hybrid mattresses? | 590 | 5/5 | 4, 4, 1, 4, 4 |
| Which hybrid mattress brands are most popular? | 0 | 5/5 | 5, 10, 5, 5, 6 |
| What hybrid mattress brands do people recommend most? | 0 | 5/5 | 3, 4, 4, 4, 4 |
| What are the best hybrid mattresses for comfort and support? | 0 | 5/5 | 4, 2, 4, 2, 6 |
| Which are the most recommended hybrid mattresses? | 0 | 5/5 | 4, 3, 7, 6, 4 |
| What are the best hybrid mattress options right now? | 0 | 5/5 | 4, 6, 4, 2, 4 |
| What hybrid mattress brands should I look at? | 90 | 5/5 | 4, 3, 3, 2, 3 |
| What are the best hybrid mattress companies? | 0 | 5/5 | 3, 4, 4, 4, 4 |
| Which hybrid mattresses get the best reviews? | 0 | 5/5 | 1, 5, 3, 5, 5 |
| What are the most comfortable hybrid mattresses? | 0 | 4/5 | 4, 4, 4, 4 |
| What are the best hybrid mattresses for side sleepers? | 0 | 5/5 | 3, 6, 6, 5, 5 |
| What are the best hybrid mattresses for back pain? | 0 | 1/5 | 4 |
| What are the best hybrid mattresses for hot sleepers? | 0 | 5/5 | 3, 3, 2, 2, 1 |
| What are the best hybrid mattresses for couples? | 0 | 5/5 | 4, 6, 5, 3, 3 |
This report focuses on Hybrid Mattresses because that is where Brooklyn Bedding scores highest. The model also evaluates it against the industries below, with their own prompts and competitor sets. Click any industry for its full leaderboard.
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 26 on retrieval (gap of +26.3). 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 Hybrid Mattresses 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 1:24 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.