Measures what GPT-5 believes about Top Tier Admissions 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 Top Tier Admissions is firmly in the model's "college admissions and test prep service" 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 college admissions and test prep services for high school students? | 0 | 1/5 | 16 |
| Which college admissions and test prep companies are most recommended for SAT prep? | 0 | 0/5 | — |
| What are the top college counseling and test prep options for applicants? | 0 | 2/5 | 5, 4 |
| Which test prep and college admissions services have the best reviews? | 0 | 1/5 | 8 |
| What are the most popular college admissions advising services? | 0 | 2/5 | 2, 5 |
| Which college prep companies do parents usually choose for SAT and ACT help? | 0 | 0/5 | — |
| What are the best college application advising services for students? | 0 | 3/5 | 9, 2, 1 |
| What are the top SAT and ACT tutoring services for college admissions? | 0 | 0/5 | — |
| Which college admissions consultants are considered the best overall? | 260 | 4/5 | 7, 7, 5, 2 |
| What are the leading test prep services for college entrance exams? | 0 | 0/5 | — |
| What are the best college admissions and tutoring services for teens? | 0 | 0/5 | — |
| Which admission coaching services are best for getting into college? | 320 | 0/5 | — |
| What are the most trusted SAT prep and college counseling services? | 0 | 3/5 | 9, 11, 10 |
| What are the best college admissions services for seniors in high school? | 0 | 1/5 | 12 |
| Which test prep companies are best for college-bound students? | 10 | 0/5 | — |
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 category but may not name your specific products. Get product-level content into independent reviews, comparison articles, and ranked lists.
+5 to +15 on LBAYou score 11 on recall but only 0 on retrieval (gap of +10.7). 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 TOM is solid on specialty queries but weaker on broad category questions. Seed content that frames your brand in the exact phrasing users use in broad queries, not just your specialty sub-category.
+5 to +15 on TOMOther brands in the College Admissions & Test Prep 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 5:30 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.