Measures what GPT-5 believes about Better Life 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 Better Life is firmly in the model's "dishwashing product" 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 dishwashing product brands for everyday cleaning? | 0 | 0/5 | — |
| Which dishwashing product brands are most popular right now? | 0 | 0/5 | — |
| What are the top-rated dishwashing product options? | 0 | 0/5 | — |
| Can you recommend the best dishwashing product brands for kitchens? | 0 | 0/5 | — |
| What are the most recommended dishwashing product brands? | 0 | 0/5 | — |
| Which dishwashing products are best for cleaning dishes effectively? | 0 | 0/5 | — |
| What are the leading dishwashing detergent brands? | 0 | 0/5 | — |
| What dishwashing product brands do people trust the most? | 0 | 0/5 | — |
| What are the best automatic dishwashing products? | 0 | 0/5 | — |
| What are the best manual dishwashing liquids to buy? | 4,400 | 0/5 | — |
| Which dishwashing product brands are considered the best value? | 0 | 0/5 | — |
| What are the best eco-friendly dishwashing product brands? | 0 | 1/5 | 8 |
| What are the top dishwashing product brands for hard water? | 0 | 0/5 | — |
| Which dishwashing product brands work best for greasy dishes? | 0 | 0/5 | — |
| What are the most effective dishwashing product brands overall? | 0 | 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 monthsThe model knows your category but may not name your specific products. Get product-level content into independent reviews, comparison articles, and ranked lists.
+5 to +15 on LBAOther brands in the Dishwashing Products 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 1:49 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.