Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Mansion without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Mansion 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 Mansion is firmly in the model's "luxury real estate portal" 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 luxury real estate portals? | 0 | 4/5 | 6, 3, 1, 6 |
| Which luxury real estate portal is most popular? | 0 | 4/5 | 2, 1, 1, 1 |
| What are the top luxury property listing sites? | 0 | 5/5 | 8, 1, 6, 1, 3 |
| Can you recommend luxury real estate websites? | 1,600 | 2/5 | 1, 5 |
| What are the most recommended portals for luxury homes? | 0 | 4/5 | 3, 3, 1, 4 |
| Which sites are best for browsing high-end homes? | 0 | 4/5 | 1, 1, 8, 1 |
| What are the leading luxury home listing platforms? | 0 | 3/5 | 7, 4, 4 |
| Where do people search for luxury real estate listings? | 20 | 3/5 | 1, 1, 2 |
| What are the best websites for prestige properties? | 0 | 5/5 | 5, 7, 5, 3, 9 |
| Which luxury real estate portals are worth using? | 0 | 5/5 | 5, 6, 5, 7, 2 |
| What are the top websites for million-dollar homes? | 0 | 5/5 | 1, 1, 10, 3, 1 |
| Which platforms show the best luxury houses for sale? | 6,600 | 4/5 | 4, 7, 4, 5 |
| What are the most trusted luxury property search sites? | 0 | 3/5 | 7, 7, 8 |
| Can you list the best high-end real estate portals? | 0 | 3/5 | 1, 2, 5 |
| What luxury real estate sites do agents and buyers use most? | 1,600 | 4/5 | 4, 11, 12, 11 |
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 monthsYou score 57 on recall but only 32 on retrieval (gap of +24.4). 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 Luxury Real Estate Portals 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 4:34 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.