Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Bandcamp without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Bandcamp 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 Bandcamp is firmly in the model's "music discovery app" 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 music discovery apps for finding new songs? | 30 | 5/5 | 5, 7, 5, 5, 5 |
| Which music discovery apps are most popular right now? | 0 | 4/5 | 8, 7, 9, 6 |
| What are the top music discovery apps for discovering new artists? | 0 | 5/5 | 4, 4, 4, 4, 5 |
| What music discovery app do people recommend most? | 0 | 5/5 | 3, 4, 4, 2, 3 |
| Which apps are best for music discovery and new releases? | 0 | 5/5 | 6, 4, 5, 3, 5 |
| What are the best apps for discovering songs I have not heard before? | 0 | 5/5 | 6, 6, 5, 5, 3 |
| What are the best personalized music discovery apps? | 0 | 1/5 | 6 |
| Which music discovery apps have the best recommendations? | 70 | 0/5 | — |
| What are the most recommended apps for finding new music? | 0 | 5/5 | 5, 5, 5, 5, 5 |
| Which music discovery apps are best for indie music? | 0 | 5/5 | 1, 1, 1, 1, 1 |
| What are the best music discovery apps for curated playlists? | 0 | 1/5 | 6 |
| What apps are good for discovering emerging artists? | 0 | 5/5 | 3, 2, 1, 1, 2 |
| What are the best apps for music discovery on mobile? | 0 | 5/5 | 5, 4, 5, 5, 5 |
| Which apps are best for discovering songs by mood and taste? | 0 | 0/5 | — |
| What is the best music discovery app for discovering niche genres? | 0 | 5/5 | 1, 1, 1, 1, 1 |
This report focuses on Music Discovery Apps because that is where Bandcamp 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 64 on recall but only 53 on retrieval (gap of +11.2). 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 Music Discovery Apps 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 5:39 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.