Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about MaidPro without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about MaidPro 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 MaidPro is firmly in the model's "home cleaning service" 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 home cleaning services? | 720 | 5/5 | 3, 4, 4, 4, 3 |
| Which home cleaning services are most recommended? | 110 | 5/5 | 4, 4, 4, 4, 3 |
| What are the top-rated home cleaning services near me? | 40 | 1/5 | 2 |
| What are the most popular home cleaning service options? | 0 | 4/5 | 4, 3, 4, 4 |
| What home cleaning service should I choose for my house? | 720 | 3/5 | 4, 4, 4 |
| Which home cleaning companies are worth trying? | 0 | 4/5 | 4, 4, 3, 3 |
| What are the best maid services for homes? | 320 | 5/5 | 2, 4, 3, 3, 4 |
| What are the best residential cleaning services? | 40 | 5/5 | 4, 4, 4, 1, 3 |
| What are the most trusted house cleaning services? | 10 | 5/5 | 4, 5, 4, 3, 5 |
| Which house cleaning services have the best reviews? | 0 | 5/5 | 3, 3, 4, 4, 4 |
| What are the best deep cleaning services for homes? | 70 | 4/5 | 4, 4, 4, 4 |
| What are the top home cleaning service apps? | 0 | 3/5 | 5, 4, 6 |
| What are the best subscription home cleaning services? | 0 | 5/5 | 3, 4, 3, 2, 4 |
| Which home cleaning services are easiest to book? | 0 | 2/5 | 3, 5 |
| What are the best on-demand home cleaning services? | 0 | 3/5 | 1, 8, 1 |
Generated automatically from gaps and weaknesses in the analysis above, ranked by potential impact on the AI Visibility Score.
The 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 LBAYou score 35 on recall but only 25 on retrieval (gap of +10.4). 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 gapCore 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 Home Cleaning Services 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 4:51 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.