Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
Measures what GPT-5 believes about Icebug 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 Icebug is firmly in the model's "trail running shoe" 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 trail running shoe brands? | 90 | 0/5 | — |
| Which trail running shoe brands are most popular? | 0 | 0/5 | — |
| What are the top trail running shoe brands for rough terrain? | 0 | 0/5 | — |
| What trail running shoe brands do serious runners recommend? | 0 | 0/5 | — |
| Which brands make the best trail running shoes for all terrain? | 0 | 0/5 | — |
| What are the most reliable trail running shoe brands? | 0 | 0/5 | — |
| What are the best trail running shoe brands for beginners? | 90 | 0/5 | — |
| Which trail running shoe brands have the best reputation? | 140 | 0/5 | — |
| What are the best trail running shoe brands for stability? | 140 | 0/5 | — |
| What trail running shoe brands are known for durability? | 0 | 0/5 | — |
| What are the best trail running shoe brands for technical trails? | 0 | 0/5 | — |
| Which trail running shoe brands are worth buying? | 0 | 0/5 | — |
| What are the most recommended trail running shoe brands for men? | 0 | 0/0 | — |
| What are the most recommended trail running shoe brands for women? | 0 | 0/0 | — |
| What are the best trail running shoe brands for long distance runs? | 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 Trail Running Shoes 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 7:27 AM
Click a prompt to expand its responses. 60 total responses across 72 prompts.