Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Room & Board without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Room & Board 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 Room & Board is firmly in the model's "dining table" 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 dining table brands for a modern home? | 70 | 5/5 | 2, 3, 4, 3, 4 |
| Which dining table brands are most popular right now? | 0 | 5/5 | 4, 6, 4, 6, 5 |
| What are the top dining table brands to consider? | 10 | 5/5 | 1, 3, 1, 1, 1 |
| What dining table brands are known for good quality? | 0 | 5/5 | 1, 1, 3, 1, 1 |
| What are the most recommended dining table brands? | 0 | 5/5 | 1, 1, 1, 1, 1 |
| Which brands make the best dining tables for families? | 40 | 5/5 | 1, 1, 1, 1, 3 |
| What are the best affordable dining table brands? | 0 | 0/5 | — |
| Which dining table brands have the best reviews? | 0 | 5/5 | 3, 4, 3, 1, 1 |
| What are the best dining table brands for small spaces? | 0 | 5/5 | 17, 5, 4, 17, 4 |
| Which dining table brands are worth buying? | 0 | 5/5 | 1, 1, 1, 1, 1 |
| What are the best wooden dining table brands? | 0 | 5/5 | 1, 1, 1, 1, 4 |
| What are the best glass dining table brands? | 0 | 3/5 | 2, 9, 3 |
| What are the best metal dining table brands? | 0 | 5/5 | 5, 5, 1, 1, 1 |
| What are the best dining table brands for long-term durability? | 0 | 5/5 | 1, 3, 1, 2, 1 |
| Which dining table brands offer the best value? | 0 | 4/5 | 5, 6, 15, 5 |
This report focuses on Dining Table Brands because that is where Room & Board 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.
Your Authority is low across category queries. Users asking about your category do not see you. Priority: get listed in "best of" and "top N" articles for your category on domains with strong training-data crawl presence.
+10 to +25 on AuthorityYou score 23 on recall but only 13 on retrieval (gap of +10.6). 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 Dining Table Brands 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 1:26 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.