Measures what GPT-5 believes about Rambler 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 Rambler is firmly in the model's "sparkling water" 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 sparkling water brands? | 1,900 | 0/5 | — |
| What are the most popular sparkling water options? | 0 | 0/5 | — |
| Which sparkling water brands taste the best? | 1,600 | 0/5 | — |
| What are the top sparkling water brands to try? | 320 | 0/5 | — |
| What are the best sparkling waters for everyday drinking? | 0 | 0/5 | — |
| Which sparkling water brands are most recommended? | 0 | 0/5 | — |
| What are the best flavored sparkling water brands? | 2,400 | 0/5 | — |
| What are the healthiest sparkling water brands? | 140 | 0/5 | — |
| What sparkling water brands are worth buying? | 0 | 0/5 | — |
| What are the best budget sparkling water brands? | 0 | 0/5 | — |
| What sparkling water brands are most refreshing? | 0 | 0/5 | — |
| What are the best sparkling waters for soda replacement? | 0 | 0/5 | — |
| What are the best cans of sparkling water? | 70 | 0/5 | — |
| What are the best mineral sparkling water brands? | 30 | 0/5 | — |
| What sparkling water brands have natural flavors? | 390 | 0/5 | — |
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 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 monthsOther brands in the Sparkling Waters 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 1:12 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.