Measures what GPT-5 believes about Grind 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 Grind is firmly in the model's "coffee subscription 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 coffee subscription services right now? | 40 | 0/5 | — |
| What are the top coffee subscription services? | 10 | 0/5 | — |
| Which coffee subscription service is most recommended? | 0 | 0/5 | — |
| What are the best coffee subscriptions for home brewers? | 2,900 | 0/5 | — |
| What coffee subscription services are popular? | 0 | 0/5 | — |
| What are the highest rated coffee subscription services? | 0 | 0/5 | — |
| Which coffee subscription service should I try? | 720 | 0/5 | — |
| What are the best monthly coffee delivery services? | 0 | 0/5 | — |
| What are the best coffee bean subscription services? | 260 | 0/5 | — |
| What are the best coffee subscriptions for fresh roasted beans? | 110 | 0/5 | — |
| What are the best coffee subscriptions for ground coffee? | 110 | 0/5 | — |
| What are the best coffee subscriptions for trying new roasts? | 0 | 0/5 | — |
| What are the best coffee subscriptions for discovering small roasters? | 0 | 0/5 | — |
| What are the best coffee subscriptions with good reviews? | 0 | 0/5 | — |
| What are the most popular coffee delivery subscriptions? | 0 | 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 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 Subscription Coffee Services 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 22, 2026 at 10:36 PM
Click a prompt to expand its responses. 210 total responses across 72 prompts.