Measures what GPT-5 believes about Seattle's Best 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 Seattle's Best Coffee is firmly in the model's "coffee 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 brands to try? | 5,400 | 0/5 | — |
| What are the most popular coffee brands right now? | 1,000 | 0/5 | — |
| What coffee brands do people recommend most? | 0 | 0/5 | — |
| What are the top coffee brands for home brewing? | 590 | 0/5 | — |
| Which coffee brands are considered the best overall? | 5,400 | 0/5 | — |
| What are the best rated coffee brands? | 5,400 | 0/5 | — |
| What coffee brands are worth buying? | 0 | 0/5 | — |
| What are the best grocery store coffee brands? | 0 | 0/5 | — |
| What are the best specialty coffee brands? | 20 | 0/5 | — |
| What coffee brands have the best flavor? | 0 | 0/5 | — |
| What are the best coffee brands for everyday drinking? | 0 | 0/5 | — |
| What are the best coffee brands for beginners? | 10 | 0/5 | — |
| What coffee brands are most trusted? | 0 | 0/5 | — |
| What are the most popular ground coffee brands? | 20 | 0/5 | — |
| What are the best whole bean coffee brands? | 90 | 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 Coffee 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 22, 2026 at 5:44 PM
Click a prompt to expand its responses. 210 total responses across 72 prompts.