Measures what GPT-5 believes about Forno 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 Forno is firmly in the model's "dishwasher" 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 dishwasher brands right now? | 1,900 | 0/5 | — |
| Which dishwasher brands are most reliable? | 1,000 | 0/5 | — |
| What are the top-rated dishwasher brands? | 170 | 0/5 | — |
| What dishwasher brands do people recommend most? | 10 | 0/5 | — |
| Which dishwasher brands are worth buying? | 0 | 0/5 | — |
| What are the most popular dishwasher brands? | 70 | 0/5 | — |
| Which dishwasher brands have the best reviews? | 0 | 0/5 | — |
| What are the best dishwasher brands for homes? | 0 | 0/5 | — |
| Which dishwasher brands are considered the best? | 1,900 | 0/5 | — |
| What dishwasher brands should I look at first? | 0 | 0/5 | — |
| What are the leading dishwasher brands today? | 10 | 0/5 | — |
| Which dishwasher brands are most dependable? | 0 | 0/5 | — |
| What dishwasher brands are best for everyday use? | 0 | 0/5 | — |
| What are the best dishwasher brands for quality? | 10 | 0/5 | — |
| Which dishwasher brands are the easiest to recommend? | 10 | 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 Dishwashers 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 1:34 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.