Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about MasterClass without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about MasterClass 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 MasterClass is firmly in the model's "subscription learning platform" 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 subscription learning platforms for online courses? | 0 | 5/5 | 4, 4, 4, 3, 3 |
| Which are the top subscription learning platforms right now? | 0 | 5/5 | 5, 3, 5, 6, 3 |
| What are the most popular subscription learning platforms? | 0 | 5/5 | 4, 4, 4, 5, 5 |
| Which subscription learning platform is best for self-paced learning? | 0 | 1/5 | 5 |
| What are the best unlimited course subscription platforms? | 0 | 2/5 | 6, 4 |
| Can you recommend the best learning platforms with a monthly subscription? | 0 | 5/5 | 6, 8, 5, 4, 5 |
| What subscription learning platforms do people recommend most? | 0 | 5/5 | 3, 3, 5, 5, 3 |
| What are the best platforms for access to a full course library? | 0 | 2/5 | 7, 6 |
| Which subscription learning platforms are best for upskilling? | 10 | 4/5 | 6, 8, 7, 8 |
| What are the best online learning subscriptions for professionals? | 0 | 4/5 | 6, 6, 7, 6 |
| Which are the best subscription-based education platforms? | 0 | 5/5 | 1, 3, 4, 3, 3 |
| What are the best platforms for unlimited online learning? | 0 | 5/5 | 6, 4, 5, 5, 5 |
| What are the top platforms for course access by subscription? | 0 | 5/5 | 3, 3, 4, 4, 4 |
| Which subscription learning platforms have the best course selection? | 0 | 5/5 | 6, 6, 5, 6, 6 |
| What are the most trusted subscription learning platforms? | 0 | 5/5 | 5, 4, 3, 3, 4 |
This report focuses on Subscription Learning Platforms because that is where MasterClass 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 AuthorityYou score 31 on recall but only 16 on retrieval (gap of +15.2). 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 Subscription Learning Platforms 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 4:59 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.