Measures what GPT-5 believes about Hoover 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 Hoover is firmly in the model's "washing machine" 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 washing machine brands right now? | 9,900 | 0/5 | — |
| Which washing machine brands are the most reliable? | 1,300 | 0/5 | — |
| What are the top washing machine brands for home use? | 720 | 0/5 | — |
| What washing machine brands do people recommend most? | 10 | 0/5 | — |
| Which washing machine brands make the best front load models? | 12,100 | 0/5 | — |
| Which washing machine brands are known for quality? | 10 | 0/5 | — |
| What are the most popular washing machine brands? | 90 | 0/5 | — |
| What are the best washing machine brands for families? | 0 | 0/5 | — |
| Which washing machine brands are worth buying? | 0 | 0/5 | — |
| What washing machine brands have the best reviews? | 0 | 0/5 | — |
| What are the best washing machine brands for durability? | 20 | 0/5 | — |
| Which washing machine brands are best for efficiency? | 0 | 0/5 | — |
| What are the best washing machine brands for a new home? | 0 | 0/5 | — |
| Which washing machine brands are the safest choice? | 0 | 0/5 | — |
| What are the best washing machine brands for smart features? | 0 | 0/5 | — |
This report focuses on Washing Machines because that is where Hoover scores highest. The model also evaluates it against the industries below, with their own prompts and competitor sets. Click any industry for its full leaderboard.
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 monthsYour 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 Washing Machines 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 1:36 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.