Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Super 8 without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Super 8 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 Super 8 is firmly in the model's "budget hotel" 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 budget hotel brands for a cheap stay? | 10 | 5/5 | 2, 2, 2, 2, 2 |
| Which budget hotel brands are the most popular right now? | 0 | 5/5 | 2, 2, 2, 2, 2 |
| What are the top budget hotel brands in the US? | 0 | 5/5 | 2, 2, 2, 2, 2 |
| What budget hotel brands are good for road trips? | 0 | 5/5 | 3, 2, 2, 2, 2 |
| Which budget hotel brands are best for families? | 0 | 0/5 | — |
| What are the most recommended budget hotel brands? | 0 | 4/5 | 4, 9, 2, 9 |
| What are the best affordable hotel brands for travelers? | 0 | 0/5 | — |
| Which budget hotel brands have good reviews? | 0 | 0/5 | — |
| What are the best no-frills hotel brands? | 0 | 1/5 | 3 |
| What are the best cheap hotel chains? | 70 | 5/5 | 2, 2, 3, 2, 10 |
| Which economy hotel brands are worth staying at? | 0 | 3/5 | 10, 11, 11 |
| What are the best value hotel brands? | 0 | 2/5 | 8, 10 |
| What budget hotel brands are best for business travel? | 0 | 0/5 | — |
| What are the best low-cost hotel brands near airports? | 0 | 2/5 | 3, 2 |
| Which budget hotel brands are best for short stays? | 0 | 4/5 | 6, 3, 6, 2 |
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 34 on recall but only 12 on retrieval (gap of +22.3). 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 Budget & Economy Hotels 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 3:00 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.