Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Yamaha without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Yamaha 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 Yamaha is firmly in the model's "studio monitor" 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 studio monitor brands for mixing at home? | 30 | 5/5 | 1, 6, 1, 3, 6 |
| Which studio monitor brands are most recommended for recording studios? | 10 | 5/5 | 1, 5, 2, 6, 5 |
| What are the most popular studio monitor options right now? | 70 | 5/5 | 1, 1, 1, 1, 2 |
| Which studio monitors are considered the best overall? | 2,400 | 2/5 | 5, 5 |
| What studio monitor brands do producers usually trust? | 0 | 5/5 | 3, 1, 4, 1, 7 |
| What are the top-rated studio monitor brands for mixing and mastering? | 0 | 0/5 | — |
| Which studio monitor brands are best for accurate sound? | 0 | 1/5 | 7 |
| What are the best studio monitors for professional use? | 30 | 1/5 | 7 |
| What studio monitor brands are good for small studios? | 0 | 5/5 | 1, 1, 1, 1, 1 |
| Which studio monitors are most recommended by audio engineers? | 2,400 | 5/5 | 6, 4, 1, 1, 5 |
| What are the best studio monitor brands for beginners? | 0 | 5/5 | 1, 2, 1, 3, 3 |
| What are the most reliable studio monitor brands? | 0 | 4/5 | 4, 5, 5, 3 |
| Which studio monitors are best for home recording? | 20 | 5/5 | 1, 1, 2, 3, 1 |
| What are the best value studio monitor brands? | 40 | 5/5 | 4, 4, 4, 4, 3 |
| What studio monitor brands are worth buying? | 0 | 5/5 | 7, 1, 6, 7, 3 |
Generated automatically from gaps and weaknesses in the analysis above, ranked by potential impact on the AI Visibility Score.
Retrieval (56) beats recall (44). Current web knows you, but training data lags. Focus on category-phrase density in authoritative sources so future training cycles pick you up.
+5 to +15 on Authority recallYour 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 Studio Monitors 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 12:05 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.