Measures what GPT-5 believes about 5-hour Energy 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 5-hour Energy is firmly in the model's "energy drink" 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 energy drink brands right now? | 170 | 0/5 | — |
| Which energy drink brands are the most popular? | 480 | 4/5 | 6, 8, 6, 5 |
| What are the top energy drink brands to try? | 170 | 3/5 | 7, 10, 8 |
| Which energy drink brands are most recommended? | 0 | 2/5 | 7, 4 |
| What are the best energy drink options overall? | 0 | 0/5 | — |
| Which energy drinks are worth buying? | 0 | 0/5 | — |
| What are the most popular energy drinks in stores? | 0 | 5/5 | 7, 8, 7, 9, 5 |
| Which energy drinks do people like best? | 0 | 0/5 | — |
| What energy drink brands are the healthiest? | 0 | 0/5 | — |
| What are the best-tasting energy drink brands? | 1,600 | 0/5 | — |
| Which energy drink brands have the most caffeine? | 8,100 | 3/5 | 8, 8, 7 |
| What are the best energy drink brands for focus? | 1,600 | 0/5 | — |
| What are the best energy drink brands for workouts? | 1,300 | 0/5 | — |
| Which energy drink brands are best for long days? | 0 | 0/5 | — |
| What are the top-rated energy drink brands? | 0 | 3/5 | 4, 7, 10 |
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 AuthorityYour TOM is solid on specialty queries but weaker on broad category questions. Seed content that frames your brand in the exact phrasing users use in broad queries, not just your specialty sub-category.
+5 to +15 on TOMYour 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 Energy Drinks 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 1:09 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.