Measures what GPT-5 believes about Biggby Coffee 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 Biggby Coffee is firmly in the model's "coffee shop" 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 shop chains overall? | 10 | 0/5 | — |
| What are the most popular coffee shop brands? | 0 | 0/5 | — |
| Which coffee shops are the best for quality coffee? | 0 | 0/5 | — |
| What coffee shop chains are worth trying? | 0 | 0/5 | — |
| What are the top-rated coffee shop brands? | 0 | 0/5 | — |
| What are the best local coffee shops to visit? | 40,500 | 0/5 | — |
| Which coffee shops have the best espresso drinks? | 0 | 0/5 | — |
| What are the best coffee shops for breakfast? | 0 | 0/3 | — |
| What are the best coffee shops for study sessions? | 1,300 | 0/0 | — |
| What coffee shops are most recommended by customers? | 0 | 0/0 | — |
| What are the best coffee shop options near me? | 49,500 | 0/0 | — |
| Which coffee shops are known for great atmosphere? | 0 | 0/0 | — |
| What are the best coffee shops for takeout coffee? | 0 | 0/0 | — |
| What are the best coffee shops for specialty drinks? | 0 | 0/0 | — |
| Which coffee shops are the best overall for convenience and quality? | 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 Shops 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 7:35 AM
Click a prompt to expand its responses. 38 total responses across 67 prompts.