Measures what GPT-5 believes about Speed Queen 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 Speed Queen is firmly in the model's "dryer" 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 dryer brands for a family laundry room? | 0 | 3/5 | 5, 7, 1 |
| Which dryer brands are most reliable? | 260 | 5/5 | 1, 1, 1, 1, 1 |
| What are the top dryer brands to consider? | 2,400 | 2/5 | 7, 7 |
| Which dryer brands are most popular right now? | 20 | 2/5 | 9, 8 |
| What are the best dryer options for home use? | 0 | 0/5 | — |
| What dryer brands do people recommend most often? | 0 | 5/5 | 1, 1, 1, 1, 2 |
| Which are the best dryer brands for energy efficiency? | 0 | 0/5 | — |
| What are the most dependable dryer brands? | 0 | 5/5 | 1, 1, 1, 1, 1 |
| What are the best dryer brands for a small apartment? | 0 | 0/5 | — |
| Which dryer brands make the best clothes dryers? | 2,400 | 4/5 | 3, 1, 1, 1 |
| What are the most recommended tumble dryer brands? | 0 | 0/5 | — |
| Which dryer brands are worth buying? | 0 | 4/5 | 1, 2, 4, 5 |
| What are the best dryer brands for quiet operation? | 0 | 0/5 | — |
| What are the best dryer brands for fast drying? | 0 | 5/5 | 2, 2, 1, 1, 1 |
| Which dryer brands have the best reviews? | 0 | 3/5 | 2, 4, 1 |
This report focuses on Dryers because that is where Speed Queen 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 AuthorityYou score 20 on recall but only 5 on retrieval (gap of +14.7). 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 LBA is strong. Focus on maintaining authoritative coverage and ensuring new product launches get independent reviews within 12 months of release.
Maintain current LBACore TOM is strong. Watch for specific differentiators (slogans, signature products) that appear in only some iterations. Push those into training-data-crawled headlines.
Maintain / refine TOMOther brands in the Dryers 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 1:32 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.