Measures what GPT-5 believes about Open English 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 Open English is firmly in the model's "language learning tutor" 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 language learning tutors for beginners? | 0 | 0/5 | — |
| What are the top language learning tutor platforms online? | 0 | 0/5 | — |
| Which language learning tutors are most recommended for adults? | 0 | 0/5 | — |
| What are the most popular online language tutors right now? | 0 | 0/5 | — |
| Which language learning tutor services are best for speaking practice? | 0 | 0/5 | — |
| What are the best one-on-one language tutoring options? | 0 | 0/5 | — |
| What are the best group language tutoring services? | 0 | 2/5 | 6, 4 |
| Which language learning tutor platforms are best for kids? | 0 | 0/5 | — |
| What are the best online tutors for learning a new language? | 90 | 0/5 | — |
| What language learning tutor services are worth trying? | 0 | 0/5 | — |
| What are the best affordable language learning tutors? | 0 | 0/5 | — |
| Which language tutor platforms have the best reviews? | 0 | 0/5 | — |
| What are the best language tutoring services for conversation? | 0 | 0/5 | — |
| What are the best language learning tutors for fast progress? | 0 | 0/5 | — |
| Which online language tutor options are best overall? | 0 | 0/5 | — |
This report focuses on Language Learning Tutoring because that is where Open English 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 Language Learning Tutoring 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 5:27 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.