Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Finish without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Finish 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 Finish 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 | 5/5 | 7, 6, 6, 6, 5 |
| Which dishwashing product brands are most popular right now? | 0 | 5/5 | 7, 7, 7, 3, 8 |
| What are the top-rated dishwashing product options? | 0 | 5/5 | 4, 7, 6, 6, 2 |
| Can you recommend the best dishwashing product brands for kitchens? | 0 | 5/5 | 6, 7, 7, 6, 7 |
| What are the most recommended dishwashing product brands? | 0 | 5/5 | 1, 3, 7, 2, 7 |
| Which dishwashing products are best for cleaning dishes effectively? | 0 | 5/5 | 6, 5, 6, 2, 6 |
| What are the leading dishwashing detergent brands? | 0 | 5/5 | 5, 5, 3, 2, 6 |
| What dishwashing product brands do people trust the most? | 0 | 5/5 | 3, 3, 3, 7, 3 |
| What are the best automatic dishwashing products? | 0 | 5/5 | 2, 2, 2, 2, 1 |
| What are the best manual dishwashing liquids to buy? | 4,400 | 0/5 | — |
| Which dishwashing product brands are considered the best value? | 0 | 5/5 | 1, 5, 4, 4, 5 |
| What are the best eco-friendly dishwashing product brands? | 0 | 0/5 | — |
| What are the top dishwashing product brands for hard water? | 0 | 5/5 | 1, 1, 1, 2, 1 |
| Which dishwashing product brands work best for greasy dishes? | 0 | 2/5 | 7, 5 |
| What are the most effective dishwashing product brands overall? | 0 | 5/5 | 2, 4, 2, 1, 2 |
Generated automatically from gaps and weaknesses in the analysis above, ranked by potential impact on the AI Visibility Score.
You score 77 on recall but only 37 on retrieval (gap of +40.1). Training-data authority is outpacing your current web footprint. Publish fresh, well-cited content to keep search-augmented responses including your brand.
Close the fragility gapYour 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 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 1:45 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.