Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Article without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Article 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 Article is firmly in the model's "sofa" 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 sofa brands for a living room? | 4,400 | 5/5 | 2, 3, 5, 6, 2 |
| Which sofa brands are most popular right now? | 110 | 5/5 | 2, 2, 4, 2, 2 |
| What are the top sofa brands to buy? | 4,400 | 5/5 | 5, 8, 25, 6, 4 |
| What sofa brands are known for quality and comfort? | 390 | 4/5 | 6, 9, 7, 9 |
| What are the most recommended sofa brands? | 0 | 5/5 | 5, 2, 5, 5, 5 |
| Which sofa brands make the best couches? | 4,400 | 4/5 | 5, 9, 6, 8 |
| What are the best-rated sofa brands? | 20 | 5/5 | 5, 5, 4, 4, 7 |
| What sofa brands are worth buying for a new home? | 0 | 5/5 | 6, 6, 5, 6, 5 |
| What are the leading sofa brands for home furniture? | 0 | 5/5 | 7, 7, 6, 4, 5 |
| Which sofa brands have the best reviews? | 210 | 5/5 | 3, 5, 2, 5, 4 |
| What are the best sofa brands for comfort and durability? | 0 | 3/5 | 8, 11, 4 |
| What are the most trusted sofa brands? | 0 | 4/5 | 4, 7, 10, 7 |
| What are the best sofa brands for families? | 0 | 4/5 | 5, 6, 5, 5 |
| What sofa brands offer the best value? | 10 | 5/5 | 2, 2, 1, 10, 2 |
| What are the best sofa brands to consider in 2026? | 0 | 5/5 | 10, 3, 7, 10, 10 |
This report focuses on Sofa Brands because that is where Article 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 67 on recall but only 44 on retrieval (gap of +23.4). 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 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 Sofa 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 1:22 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.