Measures what GPT-5 believes about Master & Dynamic 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 Master & Dynamic is firmly in the model's "over-ear headphone" 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 over-ear headphones right now? | 33,100 | 0/5 | — |
| What are the top over-ear headphone brands? | 0 | 0/5 | — |
| Which over-ear headphones are most recommended? | 0 | 0/5 | — |
| What are the most popular over-ear headphones? | 390 | 0/5 | — |
| What are the best over-ear headphones for everyday use? | 0 | 0/5 | — |
| What over-ear headphones do people usually buy? | 390 | 0/5 | — |
| What are the best over-ear headphones for sound quality? | 210 | 0/5 | — |
| What are the best over-ear headphones for comfort? | 20 | 0/5 | — |
| What are the best over-ear headphones with noise cancelling? | 8,100 | 0/5 | — |
| What are the best wireless over-ear headphones? | 1,300 | 0/5 | — |
| What are the best over-ear headphones for commuting? | 0 | 0/5 | — |
| What are the best over-ear headphones for home listening? | 0 | 0/5 | — |
| What are the best over-ear headphones for studio use? | 0 | 0/5 | — |
| What are the best over-ear headphones under $200? | 170 | 0/5 | — |
| What are the best over-ear headphones overall? | 0 | 0/5 | — |
This report focuses on Over-Ear Headphones because that is where Master & Dynamic 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 AuthorityThe model knows your brand when asked directly (LBA > 0) but never volunteers you in category queries. You are outside the model's go-to list. Co-mention density with established category leaders is the single biggest lever: get listed in "Top 10 X" articles alongside the brands the model currently names.
+10 to +30 on TOM over 12-18 monthsYour LBA is strong. Focus on maintaining authoritative coverage and ensuring new product launches get independent reviews within 12 months of release.
Maintain current LBAOther brands in the Over-Ear Headphones 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 12:00 AM
Click a prompt to expand its responses. 200 total responses across 67 prompts.