Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Branch without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Branch 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 Branch is firmly in the model's "office chair" 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 office chair brands right now? | 1,000 | 5/5 | 6, 6, 4, 6, 13 |
| Which office chair brands are the most recommended? | 0 | 5/5 | 8, 6, 6, 5, 14 |
| What are the top office chair brands for comfort? | 140 | 4/5 | 5, 5, 4, 6 |
| What office chair brands do people trust the most? | 0 | 3/5 | 12, 6, 13 |
| Can you list the most popular office chair brands? | 140 | 5/5 | 7, 6, 5, 4, 6 |
| What are the best-rated office chair brands? | 0 | 3/5 | 4, 16, 5 |
| Which office chair brands are worth buying? | 0 | 5/5 | 19, 4, 7, 5, 7 |
| What are the leading office chair brands for home offices? | 0 | 5/5 | 6, 6, 4, 3, 4 |
| What are the best office chair brands for long hours? | 390 | 2/5 | 6, 5 |
| Which office chair brands have the best ergonomic chairs? | 50 | 4/5 | 6, 5, 8, 5 |
| What are the best office chair brands for work-from-home setups? | 0 | 5/5 | 4, 5, 4, 6, 6 |
| Which office chair brands make the most comfortable chairs? | 0 | 2/5 | 6, 6 |
| What are the top office chair brands for back support? | 0 | 4/5 | 6, 6, 4, 5 |
| What office chair brands are known for quality? | 10 | 4/5 | 7, 7, 7, 5 |
| Can you recommend the best office chair brands overall? | 1,000 | 4/5 | 6, 5, 5, 6 |
This report focuses on Office Chair Brands because that is where Branch 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 50 on recall but only 40 on retrieval (gap of +10.3). 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 Office Chair 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 1:23 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.