Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
Measures what GPT-5 believes about Mazzer 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 Mazzer is firmly in the model's "coffee equipment brand" 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 equipment brands for home use? | 10 | 0/5 | — |
| What are the top coffee equipment brands for espresso machines? | 140 | 0/5 | — |
| Which coffee equipment brands are most recommended by coffee pros? | 0 | 2/5 | 13, 6 |
| What are the most popular coffee equipment brands right now? | 0 | 0/0 | — |
| Which coffee equipment brands make the best grinders? | 70 | 0/0 | — |
| What are the best coffee equipment brands for beginners? | 10 | 0/0 | — |
| Which coffee equipment brands are known for quality and reliability? | 0 | 0/0 | — |
| What are the best coffee equipment brands for pour-over brewing? | 0 | 0/0 | — |
| Which coffee equipment brands are worth buying? | 0 | 0/0 | — |
| What are the most trusted coffee equipment brands? | 0 | 0/0 | — |
| What coffee equipment brands do baristas recommend? | 0 | 0/0 | — |
| What are the best coffee equipment brands for small kitchens? | 0 | 0/0 | — |
| Which coffee equipment brands offer the best value? | 0 | 0/0 | — |
| What are the best coffee equipment brands for serious coffee lovers? | 0 | 0/0 | — |
| Which coffee equipment brands are the easiest to use? | 0 | 0/0 | — |
Generated automatically from gaps and weaknesses in the analysis above, ranked by potential impact on the AI Visibility Score.
Your LBA is low. The model has limited or no specific beliefs about your brand. Focus on authoritative third-party coverage: Wikipedia, industry-specific publications, founder interviews on podcasts with transcripts, and "best of" list articles.
+10 to +25 on LBA over 12-24 monthsYour 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 does not recall your brand in category queries. Start with authoritative coverage and category-list inclusion. TOM moves slowly, tied to major model training cycles (typically 12-18 months).
+10 to +30 on TOM over 12-24 monthsOther brands in the Coffee Equipment Brands 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 8:07 AM
Click a prompt to expand its responses. 15 total responses across 72 prompts.