Budget hotel chains
Wikidata ρ=0.552A summary of what distinguishes high-visibility domains in this industry, based on signal correlation patterns and LLM recommendation data.
Focus on signals with the strongest Rank Influence — these have the most reliable relationship with AI recommendations for this industry.
The Budget hotel chains industry covers 116 domains in this dataset. The most LLM-recommended vendors include bestwestern.com and choicehotels.com and wyndhamhotels.com.
Within this industry, the strongest predictor of LLM recommendations is Wikidata (ρ=0.552, n=16 (vs. ρ=0.120 across all industries)). BL Authority follows as second-strongest (ρ=0.435).
bestwestern.com, choicehotels.com rank highly in LLM recommendations despite a modest backlink footprint — suggesting strong topical authority or brand recognition that exceeds raw web-presence metrics.
Conversely, google.com, tripadvisor.com hold strong backlink authority but rank lower in LLM recommendations — a reminder that web scale alone does not guarantee AI visibility.
13 signals show a strong or dominant correlation within this category: Wikidata (ρ=0.552), BL Authority (ρ=0.435), BL Authority (Exp) (ρ=0.432), HC (ρ=0.421), Backlink Count (ρ=0.415), Reddit Posts (ρ=0.399), SE Outbound Links (ρ=0.397), Common Crawl (ρ=0.386), PageRank (ρ=0.385), Best Search Engine Rank (ρ=0.377), Search Engine Appearances (ρ=0.353), Reddit Comments (ρ=0.265), Homepage Keywords (ρ=0.209).
Coverage varies by signal: backlink and SERP data tend to have the broadest reach, while Wikipedia and Reddit signals typically cover only the largest brands. Signals with fewer than 20 observations should be interpreted with caution.
This industry has 11 identified audience personas derived from LLM query patterns. Each represents a distinct user intent with its own signal correlations and top domains.
Signals and top-ranked domains can differ significantly between personas — use the links below to jump directly to a persona's analysis.
Jump to persona:
Spearman rank correlations (ρ) between each measurable signal and the LLM recommendation score across all 116 domains in this industry.
Higher absolute ρ values (closer to ±1.0) indicate stronger relationships. Positive ρ means more of this signal correlates with better AI visibility. Rank Influence summarizes the practical strength — prioritize Dominant and Strong signals when optimizing.
| Signal | ρ (Spearman) | R² | n | Rank Influence |
|---|---|---|---|---|
| Wikidata | +0.552 | 30.5% | 16 | Dominant |
| BL Authority | +0.435 | 19% | 94 | Dominant |
| BL Authority (Exp) | +0.432 | 18.7% | 94 | Dominant |
| HC | +0.421 | 17.7% | 95 | Dominant |
| Backlink Count | +0.415 | 17.2% | 95 | Dominant |
| Reddit Posts | +0.399 | 15.9% | 30 | Dominant |
| SE Outbound Links | +0.397 | 15.7% | 72 | Dominant |
| Common Crawl | +0.386 | 14.9% | 78 | Dominant |
| PageRank | +0.385 | 14.8% | 95 | Dominant |
| Best Search Engine Rank | +0.377 | 14.2% | 42 | Dominant |
| Search Engine Appearances | +0.353 | 12.4% | 42 | Dominant |
| Reddit Comments | +0.265 | 7% | 32 | Strong |
| Homepage Keywords | +0.209 | 4.4% | 82 | Strong |
| Wikipedia Citations | +0.160 | 2.5% | 43 | Confirmed |
| Avg Search Engine Rank | -0.024 | 0.1% | 42 | Baseline |
How often AI models recommended each domain when answering Budget hotel chains queries across all personas. Each LLM run represents one query — the left chart shows raw recommendation counts, the right shows what percentage of queries included that domain.
275 total LLM query runs across all personas for this industry. A domain appearing in 50% of queries means AI models recommended it in half of all runs — regardless of list position.
A cross-signal snapshot for the 25 most LLM-recommended domains, showing values across all tracked signal categories — from backlinks and crawl data to Reddit, Wikipedia, and search engine visibility.
Scan across rows to find which signal combinations appear most consistently in high-visibility domains. Darker cells indicate stronger values relative to this industry. Columns are color-grouped by category.
| Domain | LLM % | SE # | SE Best Rank | Backlinks | PageRank | AUC | SE OBL | Crawl | Reddit Cmts | Reddit Posts | Wikipedia | Wikidata | Homepage | Industries |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| bestwestern.com | 81.1% | 58 | 1 | 12.3K | 66 | 263.2K | 5.4K | 229 | 13 | 249 | 29 | — | 92 | Budget hotel chains, Hotels & resorts |
| choicehotels.com | 77.5% | 135 | 1 | 13.8K | 68 | 304.4K | 8.4K | 401 | 4 | 345 | 45 | 36 | 26 | Budget hotel chains, Hotels & resorts |
| wyndhamhotels.com | 66.5% | 148 | 3 | 15.2K | 68 | 330.2K | 8.6K | 160 | 4 | — | 84 | — | 265 | Budget hotel chains, Hotels & resorts |
| redroof.com | 64.4% | 46 | 2 | 1.5K | 53 | 40.9K | 2.6K | 60 | 2 | — | 36 | — | 8 | Budget hotel chains, Hotels & resorts |
| motel6.com | 48.0% | 28 | 1 | 2K | 53 | 48.6K | 2K | 61 | — | 6 | 30 | — | 12 | Budget hotel chains, Hotels & resorts |
| ihg.com | 45.1% | 277 | 1 | 35.9K | 72 | 814.6K | 19.3K | 2.1K | 61 | 43 | 38 | — | 220 | Budget hotel chains, Hotels & resorts, Luxury hotels |
| hilton.com | 35.6% | 412 | 1 | 65K | 76 | 1.5M | 21.3K | 2.1K | 212 | 299 | 339 | 131 | 7 | Budget hotel chains, Hotels & resorts, Luxury hotels |
| super8.com | 32.7% | — | — | 977 | 51 | 22.4K | 213 | 19 | — | 7 | — | — | 126 | Budget hotel chains |
| booking.com | 31.6% | 664 | 1 | 134.7K | 78 | 1.9M | 42.7K | 265.7K | 26.1K | 28K | 2.8K | 44 | — | Airlines, Budget hotel chains, Car rental brands, Hotels & resorts, Online travel agencies, Vacation rental platforms |
| hotels.com | 28.7% | 530 | 1 | 15.1K | 67 | 286.4K | 7.2K | 228.3K | 4.3K | 8.8K | 1.5K | 25 | 8 | Airlines, Budget hotel chains, Hotels & resorts, Luxury hotels, Online travel agencies, Vacation rental platforms |
| marriott.com | 28.4% | 613 | 1 | 89.4K | 78 | 1.9M | 34K | 1.7K | 273 | 249 | 532 | 109 | 32 | Budget hotel chains, Credit cards, Hotels & resorts, Luxury hotels, Vacation rental platforms |
| daysinn.com | 26.5% | — | — | 1K | 52 | 24.5K | 592 | 16 | — | — | 57 | — | 189 | Budget hotel chains |
| premierinn.com | 25.5% | 13 | 44 | 3.9K | 60 | 92.8K | 440 | 20 | — | 14 | 18 | — | 96 | Budget hotel chains |
| laquinta.com | 22.5% | — | — | 48 | 19 | 1.1K | 36 | 6 | — | — | — | — | 230 | Budget hotel chains, Hotels & resorts |
| sonesta.com | 21.5% | 116 | 4 | 6.5K | 60 | 124.3K | 3K | 144 | — | 13 | 4 | — | 96 | Budget hotel chains, Hotels & resorts |
| qualityinn.com | 18.9% | — | — | 563 | 50 | 14.7K | 232 | 1 | — | — | — | — | 128 | Budget hotel chains |
| extendedstayamerica.com | 17.5% | 250 | 1 | 1.2K | 52 | 33.3K | 2.8K | 2K | — | 2 | 19 | — | 160 | Budget hotel chains |
| travelodge.com | 17.1% | — | — | 355 | 48 | 8.9K | 233 | 16 | — | — | — | — | 124 | Budget hotel chains |
| ibis.com | 16.7% | — | — | 2.4K | 55 | 58.5K | 44 | 20 | — | — | 6 | — | 64 | Budget hotel chains |
| myplacehotels.com | 16.4% | 10 | 6 | 332 | 42 | 9.1K | 265 | 1 | — | — | — | — | 46 | Budget hotel chains |
| druryhotels.com | 15.3% | 42 | 5 | 1.6K | 56 | 43.7K | 1.7K | 24 | — | — | 30 | — | 56 | Budget hotel chains, Hotels & resorts |
| holidayinnexpress.com | 13.8% | — | — | 316 | 48 | 8.8K | 126 | 21 | — | — | — | — | 140 | Budget hotel chains |
| bwhhotels.com | 13.8% | 2 | 37 | 101 | 47 | 2.6K | 206 | 5 | — | — | — | — | 6 | Budget hotel chains |
| candlewoodsuites.com | 13.1% | — | — | 351 | 42 | 10.4K | 273 | 131 | — | — | — | — | 156 | Budget hotel chains |
| travelodge.co.uk | 12.7% | 10 | 45 | 2.6K | 58 | 64K | 359 | 20 | 4 | — | 18 | — | 96 | Budget hotel chains |
Domains appearing most frequently in Google search results for Budget hotel chains queries — counts are filtered to only the search queries associated with this industry.
Compare with the LLM recommendations chart above. Gaps between the two — domains that rank high in search but low in AI, or vice versa — reveal strategic opportunities or risks depending on your channel focus.
Domains ranked by backlink authority signals derived from the Common Crawl web graph: PageRank, total backlinks, link authority (AUC), and harmonic centrality.
Backlink authority is one of the strongest predictors of LLM visibility in most industries. Domains with high PageRank but a low LLM score may be underrepresented in AI recommendations despite their web authority — a potential gap worth investigating.
| # | Domain | PageRank | Backlinks | AUC | HC | LLM Score |
|---|---|---|---|---|---|---|
| 1 | google.com | 16.9M | 154.5M | 97.0000 | 61.7% | |
| 2 | tripadvisor.com | 199.6K | 2.7M | 43.0000 | 64.6% | |
| 3 | booking.com | 134.7K | 1.9M | 40.0000 | 77.9% | |
| 4 | marriott.com | 89.4K | 1.9M | 37.0000 | 81.3% | |
| 5 | hilton.com | 65K | 1.5M | 37.0000 | 95.7% | |
| 6 | hyatt.com | 37.5K | 841.7K | 37.0000 | 71.1% | |
| 7 | ihg.com | 35.9K | 814.6K | 36.0000 | 93.8% | |
| 8 | accor.com | 22.9K | 513.1K | 37.0000 | 72.0% | |
| 9 | expedia.com | 19.7K | 374.9K | 36.0000 | 81.5% | |
| 10 | agoda.com | 17.4K | 264.4K | 37.0000 | 63.6% | |
| 11 | wyndhamhotels.com | 15.2K | 330.2K | 34.0000 | 93.2% | |
| 12 | hotels.com | 15.1K | 286.4K | 36.0000 | 77.6% | |
| 13 | choicehotels.com | 13.8K | 304.4K | 34.0000 | 91.5% | |
| 14 | bestwestern.com | 12.3K | 263.2K | 35.0000 | 92.4% | |
| 15 | radissonhotels.com | 11.1K | 258.8K | 35.0000 | 67.0% | |
| 16 | hostelworld.com | 7.9K | 148.3K | 35.0000 | 85.2% | |
| 17 | sonesta.com | 6.5K | 124.3K | 34.0000 | 62.3% | |
| 18 | guestreservations.com | 4.3K | 101K | 25.0000 | 48.7% | |
| 19 | premierinn.com | 3.9K | 92.8K | 34.0000 | 88.7% | |
| 20 | holidayinn.com | 3.3K | 84.4K | 25.0000 | 47.0% | |
| 21 | hiexpress.com | 2.8K | 71.7K | 33.0000 | 58.3% | |
| 22 | travelodge.co.uk | 2.6K | 64K | 34.0000 | 78.3% | |
| 23 | hotelplanner.com | 2.5K | 44.2K | 26.0000 | 28.7% | |
| 24 | motel-one.com | 2.4K | 69.7K | 33.0000 | 33.9% | |
| 25 | toyoko-inn.com | 2.4K | 51.5K | 33.0000 | 7.0% |
This persona represents a distinct audience segment identified from LLM query patterns within this industry. The description reflects how AI models characterize users making queries in this segment.
Domains recommended for this persona are scored based on how frequently they appear in persona-specific queries — which may differ from the industry-wide rankings above.
Signal correlations calculated only for domains recommended in the context of this persona's queries. These may differ from the industry-wide pattern above.
Differences from the overall industry table reveal which signals matter specifically for reaching this audience — useful for targeting content strategy and acquisition priorities for this segment.
| Signal | ρ (Spearman) | R² | n | Rank Influence |
|---|---|---|---|---|
| Search Engine Appearances | +0.268 | 7.2% | 2,638 | Strong |
| Best Search Engine RankLower rank = better | +0.255 | 6.5% | 2,638 | Strong |
| Backlink Count | +0.222 | 4.9% | 3,629 | Strong |
| PageRank | +0.213 | 4.5% | 3,629 | Strong |
| HC | +0.198 | 3.9% | 3,629 | Confirmed |
| Wikidata | +0.148 | 2.2% | 644 | Confirmed |
| Reddit Comments | +0.132 | 1.7% | 1,699 | Confirmed |
| Reddit Posts | +0.127 | 1.6% | 1,729 | Confirmed |
| Common Crawl | +0.123 | 1.5% | 3,003 | Confirmed |
| Avg Search Engine RankLower rank = better | +0.108 | 1.2% | 2,638 | Confirmed |
| Homepage Keywords | +0.035 | 0.1% | 3,337 | Baseline |
How often AI recommended each domain when answering neutral queries within Budget hotel chains. Each persona has 25 query runs — count is raw appearances, percentage is out of those runs.
Compare with the industry-wide charts above to see which domains over- or under-index for this specific audience segment.
Signal matrix for the top 25 LLM-recommended domains filtered to this persona's query context.
Look for patterns in which signal combinations characterize domains that resonate specifically with this audience — these may differ from industry-wide norms and point to persona-specific ranking drivers.
| Domain | LLM % | SE # | SE Best Rank | Backlinks | PageRank | AUC | SE OBL | Crawl | Reddit Cmts | Reddit Posts | Wikipedia | Wikidata | Homepage | Industries |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| motel6.com | 100.0% | 28 | 1 | 2K | 53 | 48.6K | 2K | 61 | — | 6 | 30 | — | 12 | Budget hotel chains, Hotels & resorts |
| redroof.com | 100.0% | 46 | 2 | 1.5K | 53 | 40.9K | 2.6K | 60 | 2 | — | 36 | — | 8 | Budget hotel chains, Hotels & resorts |
| choicehotels.com | 96.0% | 135 | 1 | 13.8K | 68 | 304.4K | 8.4K | 401 | 4 | 345 | 45 | 36 | 26 | Budget hotel chains, Hotels & resorts |
| super8.com | 96.0% | — | — | 977 | 51 | 22.4K | 213 | 19 | — | 7 | — | — | 126 | Budget hotel chains |
| travelodge.com | 96.0% | — | — | 355 | 48 | 8.9K | 233 | 16 | — | — | — | — | 124 | Budget hotel chains |
| premierinn.com | 92.0% | 13 | 44 | 3.9K | 60 | 92.8K | 440 | 20 | — | 14 | 18 | — | 96 | Budget hotel chains |
| bestwestern.com | 88.0% | 58 | 1 | 12.3K | 66 | 263.2K | 5.4K | 229 | 13 | 249 | 29 | — | 92 | Budget hotel chains, Hotels & resorts |
| daysinn.com | 88.0% | — | — | 1K | 52 | 24.5K | 592 | 16 | — | — | 57 | — | 189 | Budget hotel chains |
| wyndhamhotels.com | 84.0% | 148 | 3 | 15.2K | 68 | 330.2K | 8.6K | 160 | 4 | — | 84 | — | 265 | Budget hotel chains, Hotels & resorts |
| ibis.com | 68.0% | — | — | 2.4K | 55 | 58.5K | 44 | 20 | — | — | 6 | — | 64 | Budget hotel chains |
| ihg.com | 32.0% | 277 | 1 | 35.9K | 72 | 814.6K | 19.3K | 2.1K | 61 | 43 | 38 | — | 220 | Budget hotel chains, Hotels & resorts, Luxury hotels |
| booking.com | 4.0% | 664 | 1 | 134.7K | 78 | 1.9M | 42.7K | 265.7K | 26.1K | 28K | 2.8K | 44 | — | Airlines, Budget hotel chains, Car rental brands, Hotels & resorts, Online travel agencies, Vacation rental platforms |
| hotel6.com | 4.0% | — | — | 2 | 26 | 60 | — | — | — | — | — | — | 6 | Budget hotel chains |
| travelodge.co.uk | 4.0% | 10 | 45 | 2.6K | 58 | 64K | 359 | 20 | 4 | — | 18 | — | 96 | Budget hotel chains |
| hotels.com | 4.0% | 530 | 1 | 15.1K | 67 | 286.4K | 7.2K | 228.3K | 4.3K | 8.8K | 1.5K | 25 | 8 | Airlines, Budget hotel chains, Hotels & resorts, Luxury hotels, Online travel agencies, Vacation rental platforms |
| superhotel.co.jp | 4.0% | — | — | 1.4K | 51 | 28.6K | 53 | — | — | — | — | — | — | Budget hotel chains |
| bwhhotels.com | 4.0% | 2 | 37 | 101 | 47 | 2.6K | 206 | 5 | — | — | — | — | 6 | Budget hotel chains |
| econo-lodge.com | 4.0% | — | — | 1 | 2 | 6 | — | — | — | — | — | — | 70 | Budget hotel chains |
| rodewayinn.com | 4.0% | — | — | 104 | 42 | 3K | 36 | 1 | — | — | — | — | 100 | Budget hotel chains |
| econolodge.com | 4.0% | — | — | 234 | 43 | 5.5K | 54 | 3 | — | — | — | — | 140 | Budget hotel chains |
| americasbestvalueinn.com | 4.0% | — | — | 224 | 38 | 5.7K | 64 | 2 | — | — | — | — | 28 | Budget hotel chains |
| holidayinnexpress.com | 4.0% | — | — | 316 | 48 | 8.8K | 126 | 21 | — | — | — | — | 140 | Budget hotel chains |
| qualityinn.com | 4.0% | — | — | 563 | 50 | 14.7K | 232 | 1 | — | — | — | — | 128 | Budget hotel chains |
| tunhotels.com | 4.0% | — | — | 1 | 2 | 44 | — | — | — | — | — | — | — | Budget hotel chains |
| microtelinn.com | 4.0% | — | — | 269 | 41 | 7.1K | 153 | 3 | — | — | — | — | 196 | Budget hotel chains |
Domains in Google search results for neutral queries within Budget hotel chains. Counts reflect only the Google search results for keywords mapped to this persona — filtered to domains that appear in this industry.
Note: the number of results naturally varies by persona because different query intents return different domains. A persona with fewer results here is not a data gap — it reflects that those specific queries surface a narrower or different set of sites.
Backlink authority rankings for top domains within this persona segment.
Authority signals reflect broader domain strength that generally carries across personas. High-authority domains appearing only in some personas may indicate specialized trust or content relevance that isn't fully general.
| # | Domain | PageRank | Backlinks | AUC | HC | LLM Score |
|---|---|---|---|---|---|---|
| 1 | google.com | 16.9M | 154.5M | 97.0000 | 61.7% | |
| 2 | tripadvisor.com | 199.6K | 2.7M | 43.0000 | 64.6% | |
| 3 | booking.com | 134.7K | 1.9M | 40.0000 | 77.9% | |
| 4 | marriott.com | 89.4K | 1.9M | 37.0000 | 81.3% | |
| 5 | hilton.com | 65K | 1.5M | 37.0000 | 95.7% | |
| 6 | hyatt.com | 37.5K | 841.7K | 37.0000 | 71.1% | |
| 7 | ihg.com | 35.9K | 814.6K | 36.0000 | 93.8% | |
| 8 | accor.com | 22.9K | 513.1K | 37.0000 | 72.0% | |
| 9 | expedia.com | 19.7K | 374.9K | 36.0000 | 81.5% | |
| 10 | agoda.com | 17.4K | 264.4K | 37.0000 | 63.6% | |
| 11 | wyndhamhotels.com | 15.2K | 330.2K | 34.0000 | 93.2% | |
| 12 | hotels.com | 15.1K | 286.4K | 36.0000 | 77.6% | |
| 13 | choicehotels.com | 13.8K | 304.4K | 34.0000 | 91.5% | |
| 14 | bestwestern.com | 12.3K | 263.2K | 35.0000 | 92.4% | |
| 15 | radissonhotels.com | 11.1K | 258.8K | 35.0000 | 67.0% | |
| 16 | hostelworld.com | 7.9K | 148.3K | 35.0000 | 85.2% | |
| 17 | sonesta.com | 6.5K | 124.3K | 34.0000 | 62.3% | |
| 18 | guestreservations.com | 4.3K | 101K | 25.0000 | 48.7% | |
| 19 | premierinn.com | 3.9K | 92.8K | 34.0000 | 88.7% | |
| 20 | holidayinn.com | 3.3K | 84.4K | 25.0000 | 47.0% | |
| 21 | hiexpress.com | 2.8K | 71.7K | 33.0000 | 58.3% | |
| 22 | travelodge.co.uk | 2.6K | 64K | 34.0000 | 78.3% | |
| 23 | hotelplanner.com | 2.5K | 44.2K | 26.0000 | 28.7% | |
| 24 | motel-one.com | 2.4K | 69.7K | 33.0000 | 33.9% | |
| 25 | toyoko-inn.com | 2.4K | 51.5K | 33.0000 | 7.0% |
This persona represents a distinct audience segment identified from LLM query patterns within this industry. The description reflects how AI models characterize users making queries in this segment.
Domains recommended for this persona are scored based on how frequently they appear in persona-specific queries — which may differ from the industry-wide rankings above.
I want a budget hotel that is easy to find off the highway, has free parking, clean rooms, late check-in, and a simple booking process on my phone.
Price matters a lot to me, but I do not want the absolute cheapest place if it means dirty bathrooms, noisy hallways, sketchy surroundings, or surprise fees.
Signal correlations calculated only for domains recommended in the context of this persona's queries. These may differ from the industry-wide pattern above.
Differences from the overall industry table reveal which signals matter specifically for reaching this audience — useful for targeting content strategy and acquisition priorities for this segment.
| Signal | ρ (Spearman) | R² | n | Rank Influence |
|---|---|---|---|---|
| Wikidata | +0.584 | 34.1% | 10 | Dominant |
| Backlink Count | +0.436 | 19% | 29 | Dominant |
| HC | +0.416 | 17.3% | 29 | Dominant |
| PageRank | +0.407 | 16.6% | 29 | Dominant |
| Common Crawl | +0.318 | 10.1% | 28 | Dominant |
| Reddit Posts | +0.309 | 9.5% | 17 | Dominant |
| Reddit Comments | -0.290 | 8.4% | 16 | Strong |
| Avg Search Engine RankLower rank = better | -0.240 | 5.8% | 18 | Strong |
| Best Search Engine RankLower rank = better | +0.234 | 5.5% | 18 | Strong |
| Homepage Keywords | -0.111 | 1.2% | 23 | Confirmed |
| Search Engine Appearances | +0.051 | 0.3% | 18 | Emerging |
How often AI recommended each domain when answering Road Trip Saver queries within Budget hotel chains. Each persona has 25 query runs — count is raw appearances, percentage is out of those runs.
Compare with the industry-wide charts above to see which domains over- or under-index for this specific audience segment.
Signal matrix for the top 25 LLM-recommended domains filtered to this persona's query context.
Look for patterns in which signal combinations characterize domains that resonate specifically with this audience — these may differ from industry-wide norms and point to persona-specific ranking drivers.
| Domain | LLM % | SE # | SE Best Rank | Backlinks | PageRank | AUC | SE OBL | Crawl | Reddit Cmts | Reddit Posts | Wikipedia | Wikidata | Homepage | Industries |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| bestwestern.com | 100.0% | 58 | 1 | 12.3K | 66 | 263.2K | 5.4K | 229 | 13 | 249 | 29 | — | 92 | Budget hotel chains, Hotels & resorts |
| choicehotels.com | 96.0% | 135 | 1 | 13.8K | 68 | 304.4K | 8.4K | 401 | 4 | 345 | 45 | 36 | 26 | Budget hotel chains, Hotels & resorts |
| wyndhamhotels.com | 96.0% | 148 | 3 | 15.2K | 68 | 330.2K | 8.6K | 160 | 4 | — | 84 | — | 265 | Budget hotel chains, Hotels & resorts |
| redroof.com | 92.0% | 46 | 2 | 1.5K | 53 | 40.9K | 2.6K | 60 | 2 | — | 36 | — | 8 | Budget hotel chains, Hotels & resorts |
| booking.com | 88.0% | 664 | 1 | 134.7K | 78 | 1.9M | 42.7K | 265.7K | 26.1K | 28K | 2.8K | 44 | — | Airlines, Budget hotel chains, Car rental brands, Hotels & resorts, Online travel agencies, Vacation rental platforms |
| hotels.com | 80.0% | 530 | 1 | 15.1K | 67 | 286.4K | 7.2K | 228.3K | 4.3K | 8.8K | 1.5K | 25 | 8 | Airlines, Budget hotel chains, Hotels & resorts, Luxury hotels, Online travel agencies, Vacation rental platforms |
| ihg.com | 72.0% | 277 | 1 | 35.9K | 72 | 814.6K | 19.3K | 2.1K | 61 | 43 | 38 | — | 220 | Budget hotel chains, Hotels & resorts, Luxury hotels |
| motel6.com | 64.0% | 28 | 1 | 2K | 53 | 48.6K | 2K | 61 | — | 6 | 30 | — | 12 | Budget hotel chains, Hotels & resorts |
| hilton.com | 60.0% | 412 | 1 | 65K | 76 | 1.5M | 21.3K | 2.1K | 212 | 299 | 339 | 131 | 7 | Budget hotel chains, Hotels & resorts, Luxury hotels |
| super8.com | 32.0% | — | — | 977 | 51 | 22.4K | 213 | 19 | — | 7 | — | — | 126 | Budget hotel chains |
| g6hospitality.com | 28.0% | — | — | 149 | 39 | 4.7K | 153 | 81 | — | 2 | — | — | 44 | Budget hotel chains |
| tripadvisor.com | 24.0% | 1.5K | 1 | 199.6K | 80 | 2.7M | 58K | 7.6K | 175 | 234 | 1.1K | 41 | — | Airlines, Budget hotel chains, Cruise booking sites, Hotels & resorts, Online travel agencies, Theme parks & amusement parks, Vacation rental platforms |
| marriott.com | 20.0% | 613 | 1 | 89.4K | 78 | 1.9M | 34K | 1.7K | 273 | 249 | 532 | 109 | 32 | Budget hotel chains, Credit cards, Hotels & resorts, Luxury hotels, Vacation rental platforms |
| expedia.com | 20.0% | 1.5K | 1 | 19.7K | 69 | 374.9K | 17.8K | 15.1K | 972 | 2.5K | 525 | 24 | — | Airlines, Budget hotel chains, Car rental brands, Cruise booking sites, Cruises, Hotels & resorts, Online travel agencies, Vacation rental platforms |
| qualityinn.com | 16.0% | — | — | 563 | 50 | 14.7K | 232 | 1 | — | — | — | — | 128 | Budget hotel chains |
| google.com | 16.0% | 1.9K | 1 | 16.9M | 100 | 154.5M | 2.4M | 189.3K | 19K | 7.8K | 13.6K | 221 | — | Airlines, Budget hotel chains, Cloud infrastructure services, Commercial solar / energy services, Cosmetic dentistry, Data analytics / BI software, Data-warehouse / lakehouse platforms, Enterprise AI platforms, Enterprise search & knowledge copilots, GPU / AI infrastructure vendors, Home services (plumbing, HVAC, remodeling), Hotels & resorts, Martech / CDP / attribution software, Med spas & aesthetic clinics, Online travel agencies, Roofing services, Wireless carriers |
| daysinn.com | 16.0% | — | — | 1K | 52 | 24.5K | 592 | 16 | — | — | 57 | — | 189 | Budget hotel chains |
| laquinta.com | 16.0% | — | — | 48 | 19 | 1.1K | 36 | 6 | — | — | — | — | 230 | Budget hotel chains, Hotels & resorts |
| comfortinn.com | 8.0% | — | — | 805 | 53 | 20.3K | 250 | 2 | — | — | — | — | 116 | Budget hotel chains |
| motels6.com | 8.0% | — | — | — | — | — | — | — | — | — | — | — | — | Budget hotel chains |
| myplacehotels.com | 8.0% | 10 | 6 | 332 | 42 | 9.1K | 265 | 1 | — | — | — | — | 46 | Budget hotel chains |
| guestreservations.com | 8.0% | 3 | 16 | 4.3K | 59 | 101K | 749 | — | 18 | 14 | — | — | 32 | Budget hotel chains |
| holidayinnexpress.com | 4.0% | — | — | 316 | 48 | 8.8K | 126 | 21 | — | — | — | — | 140 | Budget hotel chains |
| hamptoninn.com | 4.0% | — | — | 1.5K | 54 | 41.6K | 40 | 14 | — | — | — | — | — | Budget hotel chains |
| microtelinn.com | 4.0% | — | — | 269 | 41 | 7.1K | 153 | 3 | — | — | — | — | 196 | Budget hotel chains |
Domains in Google search results for Road Trip Saver queries within Budget hotel chains. Counts reflect only the Google search results for keywords mapped to this persona — filtered to domains that appear in this industry.
Note: the number of results naturally varies by persona because different query intents return different domains. A persona with fewer results here is not a data gap — it reflects that those specific queries surface a narrower or different set of sites.
Backlink authority rankings for top domains within this persona segment.
Authority signals reflect broader domain strength that generally carries across personas. High-authority domains appearing only in some personas may indicate specialized trust or content relevance that isn't fully general.
| # | Domain | PageRank | Backlinks | AUC | HC | LLM Score |
|---|---|---|---|---|---|---|
| 1 | google.com | 16.9M | 154.5M | 97.0000 | 61.7% | |
| 2 | tripadvisor.com | 199.6K | 2.7M | 43.0000 | 64.6% | |
| 3 | booking.com | 134.7K | 1.9M | 40.0000 | 77.9% | |
| 4 | marriott.com | 89.4K | 1.9M | 37.0000 | 81.3% | |
| 5 | hilton.com | 65K | 1.5M | 37.0000 | 95.7% | |
| 6 | hyatt.com | 37.5K | 841.7K | 37.0000 | 71.1% | |
| 7 | ihg.com | 35.9K | 814.6K | 36.0000 | 93.8% | |
| 8 | accor.com | 22.9K | 513.1K | 37.0000 | 72.0% | |
| 9 | expedia.com | 19.7K | 374.9K | 36.0000 | 81.5% | |
| 10 | agoda.com | 17.4K | 264.4K | 37.0000 | 63.6% | |
| 11 | wyndhamhotels.com | 15.2K | 330.2K | 34.0000 | 93.2% | |
| 12 | hotels.com | 15.1K | 286.4K | 36.0000 | 77.6% | |
| 13 | choicehotels.com | 13.8K | 304.4K | 34.0000 | 91.5% | |
| 14 | bestwestern.com | 12.3K | 263.2K | 35.0000 | 92.4% | |
| 15 | radissonhotels.com | 11.1K | 258.8K | 35.0000 | 67.0% | |
| 16 | hostelworld.com | 7.9K | 148.3K | 35.0000 | 85.2% | |
| 17 | sonesta.com | 6.5K | 124.3K | 34.0000 | 62.3% | |
| 18 | guestreservations.com | 4.3K | 101K | 25.0000 | 48.7% | |
| 19 | premierinn.com | 3.9K | 92.8K | 34.0000 | 88.7% | |
| 20 | holidayinn.com | 3.3K | 84.4K | 25.0000 | 47.0% | |
| 21 | hiexpress.com | 2.8K | 71.7K | 33.0000 | 58.3% | |
| 22 | travelodge.co.uk | 2.6K | 64K | 34.0000 | 78.3% | |
| 23 | hotelplanner.com | 2.5K | 44.2K | 26.0000 | 28.7% | |
| 24 | motel-one.com | 2.4K | 69.7K | 33.0000 | 33.9% | |
| 25 | toyoko-inn.com | 2.4K | 51.5K | 33.0000 | 7.0% |
This persona represents a distinct audience segment identified from LLM query patterns within this industry. The description reflects how AI models characterize users making queries in this segment.
Domains recommended for this persona are scored based on how frequently they appear in persona-specific queries — which may differ from the industry-wide rankings above.
I am looking for budget hotel chains that feel dependable, efficient, and business-friendly without wasting my company travel budget.
I want fast check-in, clean rooms, strong Wi-Fi, a desk or usable workspace, good lighting, early breakfast or coffee, and easy access to parking or transportation.
Signal correlations calculated only for domains recommended in the context of this persona's queries. These may differ from the industry-wide pattern above.
Differences from the overall industry table reveal which signals matter specifically for reaching this audience — useful for targeting content strategy and acquisition priorities for this segment.
| Signal | ρ (Spearman) | R² | n | Rank Influence |
|---|---|---|---|---|
| Reddit Posts | +0.744 | 55.4% | 12 | Dominant |
| Best Search Engine RankLower rank = better | +0.591 | 34.9% | 14 | Dominant |
| Search Engine Appearances | +0.479 | 22.9% | 14 | Dominant |
| Wikidata | -0.200 | 4% | 6 | Strong |
| Backlink Count | +0.181 | 3.3% | 33 | Confirmed |
| HC | +0.178 | 3.2% | 33 | Confirmed |
| Common Crawl | +0.175 | 3.1% | 32 | Confirmed |
| PageRank | +0.168 | 2.8% | 33 | Confirmed |
| Avg Search Engine RankLower rank = better | +0.161 | 2.6% | 14 | Confirmed |
| Homepage Keywords | +0.145 | 2.1% | 27 | Confirmed |
| Reddit Comments | +0.080 | 0.6% | 11 | Emerging |
How often AI recommended each domain when answering Business Night Stop queries within Budget hotel chains. Each persona has 25 query runs — count is raw appearances, percentage is out of those runs.
Compare with the industry-wide charts above to see which domains over- or under-index for this specific audience segment.
Signal matrix for the top 25 LLM-recommended domains filtered to this persona's query context.
Look for patterns in which signal combinations characterize domains that resonate specifically with this audience — these may differ from industry-wide norms and point to persona-specific ranking drivers.
| Domain | LLM % | SE # | SE Best Rank | Backlinks | PageRank | AUC | SE OBL | Crawl | Reddit Cmts | Reddit Posts | Wikipedia | Wikidata | Homepage | Industries |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| bestwestern.com | 100.0% | 58 | 1 | 12.3K | 66 | 263.2K | 5.4K | 229 | 13 | 249 | 29 | — | 92 | Budget hotel chains, Hotels & resorts |
| fairfield.marriott.com | 84.0% | — | — | — | — | — | 821 | 141 | 11 | — | 13 | 13 | 40 | Budget hotel chains |
| holidayinnexpress.com | 80.0% | — | — | 316 | 48 | 8.8K | 126 | 21 | — | — | — | — | 140 | Budget hotel chains |
| laquinta.com | 72.0% | — | — | 48 | 19 | 1.1K | 36 | 6 | — | — | — | — | 230 | Budget hotel chains, Hotels & resorts |
| wingatehotels.com | 60.0% | — | — | 151 | 35 | 4K | 66 | — | — | — | — | — | 188 | Budget hotel chains |
| hamptoninn3.hilton.com | 56.0% | — | — | — | — | — | 746 | 25.6K | — | — | 15 | — | — | Budget hotel chains |
| comfortinn.com | 56.0% | — | — | 805 | 53 | 20.3K | 250 | 2 | — | — | — | — | 116 | Budget hotel chains |
| microtelinn.com | 56.0% | — | — | 269 | 41 | 7.1K | 153 | 3 | — | — | — | — | 196 | Budget hotel chains |
| hyattplace.com | 52.0% | — | — | 80 | 49 | 2.8K | — | 1 | — | — | — | — | — | Budget hotel chains |
| choicehotels.com | 48.0% | 135 | 1 | 13.8K | 68 | 304.4K | 8.4K | 401 | 4 | 345 | 45 | 36 | 26 | Budget hotel chains, Hotels & resorts |
| redroof.com | 36.0% | 46 | 2 | 1.5K | 53 | 40.9K | 2.6K | 60 | 2 | — | 36 | — | 8 | Budget hotel chains, Hotels & resorts |
| tru.hilton.com | 32.0% | — | — | — | — | — | — | — | — | — | — | — | — | Budget hotel chains |
| hamptoninn.com | 28.0% | — | — | 1.5K | 54 | 41.6K | 40 | 14 | — | — | — | — | — | Budget hotel chains |
| wyndhamhotels.com | 20.0% | 148 | 3 | 15.2K | 68 | 330.2K | 8.6K | 160 | 4 | — | 84 | — | 265 | Budget hotel chains, Hotels & resorts |
| candlewoodsuites.com | 20.0% | — | — | 351 | 42 | 10.4K | 273 | 131 | — | — | — | — | 156 | Budget hotel chains |
| motel6.com | 20.0% | 28 | 1 | 2K | 53 | 48.6K | 2K | 61 | — | 6 | 30 | — | 12 | Budget hotel chains, Hotels & resorts |
| countryinns.com | 20.0% | — | — | 981 | 51 | 24.4K | 448 | 18 | — | — | — | — | — | Budget hotel chains |
| hilton.com | 16.0% | 412 | 1 | 65K | 76 | 1.5M | 21.3K | 2.1K | 212 | 299 | 339 | 131 | 7 | Budget hotel chains, Hotels & resorts, Luxury hotels |
| marriott.com | 16.0% | 613 | 1 | 89.4K | 78 | 1.9M | 34K | 1.7K | 273 | 249 | 532 | 109 | 32 | Budget hotel chains, Credit cards, Hotels & resorts, Luxury hotels, Vacation rental platforms |
| ihg.com | 16.0% | 277 | 1 | 35.9K | 72 | 814.6K | 19.3K | 2.1K | 61 | 43 | 38 | — | 220 | Budget hotel chains, Hotels & resorts, Luxury hotels |
| tru3.hilton.com | 16.0% | — | — | — | — | — | 50 | 77 | — | — | — | — | — | Budget hotel chains |
| hyatt.com | 12.0% | 145 | 3 | 37.5K | 74 | 841.7K | 16.5K | 1.3K | 201 | 93 | 236 | 38 | — | Budget hotel chains, Credit cards, Hotels & resorts, Luxury hotels |
| hiexpress.com | 8.0% | — | — | 2.8K | 58 | 71.7K | 200 | 20 | — | — | — | — | 140 | Budget hotel chains |
| holidayinn.com | 8.0% | — | — | 3.3K | 59 | 84.4K | 306 | 52 | 1 | — | 28 | 28 | 148 | Budget hotel chains |
| g6hospitality.com | 8.0% | — | — | 149 | 39 | 4.7K | 153 | 81 | — | 2 | — | — | 44 | Budget hotel chains |
Domains in Google search results for Business Night Stop queries within Budget hotel chains. Counts reflect only the Google search results for keywords mapped to this persona — filtered to domains that appear in this industry.
Note: the number of results naturally varies by persona because different query intents return different domains. A persona with fewer results here is not a data gap — it reflects that those specific queries surface a narrower or different set of sites.
Backlink authority rankings for top domains within this persona segment.
Authority signals reflect broader domain strength that generally carries across personas. High-authority domains appearing only in some personas may indicate specialized trust or content relevance that isn't fully general.
| # | Domain | PageRank | Backlinks | AUC | HC | LLM Score |
|---|---|---|---|---|---|---|
| 1 | google.com | 16.9M | 154.5M | 97.0000 | 61.7% | |
| 2 | tripadvisor.com | 199.6K | 2.7M | 43.0000 | 64.6% | |
| 3 | booking.com | 134.7K | 1.9M | 40.0000 | 77.9% | |
| 4 | marriott.com | 89.4K | 1.9M | 37.0000 | 81.3% | |
| 5 | hilton.com | 65K | 1.5M | 37.0000 | 95.7% | |
| 6 | hyatt.com | 37.5K | 841.7K | 37.0000 | 71.1% | |
| 7 | ihg.com | 35.9K | 814.6K | 36.0000 | 93.8% | |
| 8 | accor.com | 22.9K | 513.1K | 37.0000 | 72.0% | |
| 9 | expedia.com | 19.7K | 374.9K | 36.0000 | 81.5% | |
| 10 | agoda.com | 17.4K | 264.4K | 37.0000 | 63.6% | |
| 11 | wyndhamhotels.com | 15.2K | 330.2K | 34.0000 | 93.2% | |
| 12 | hotels.com | 15.1K | 286.4K | 36.0000 | 77.6% | |
| 13 | choicehotels.com | 13.8K | 304.4K | 34.0000 | 91.5% | |
| 14 | bestwestern.com | 12.3K | 263.2K | 35.0000 | 92.4% | |
| 15 | radissonhotels.com | 11.1K | 258.8K | 35.0000 | 67.0% | |
| 16 | hostelworld.com | 7.9K | 148.3K | 35.0000 | 85.2% | |
| 17 | sonesta.com | 6.5K | 124.3K | 34.0000 | 62.3% | |
| 18 | guestreservations.com | 4.3K | 101K | 25.0000 | 48.7% | |
| 19 | premierinn.com | 3.9K | 92.8K | 34.0000 | 88.7% | |
| 20 | holidayinn.com | 3.3K | 84.4K | 25.0000 | 47.0% | |
| 21 | hiexpress.com | 2.8K | 71.7K | 33.0000 | 58.3% | |
| 22 | travelodge.co.uk | 2.6K | 64K | 34.0000 | 78.3% | |
| 23 | hotelplanner.com | 2.5K | 44.2K | 26.0000 | 28.7% | |
| 24 | motel-one.com | 2.4K | 69.7K | 33.0000 | 33.9% | |
| 25 | toyoko-inn.com | 2.4K | 51.5K | 33.0000 | 7.0% |
This persona represents a distinct audience segment identified from LLM query patterns within this industry. The description reflects how AI models characterize users making queries in this segment.
Domains recommended for this persona are scored based on how frequently they appear in persona-specific queries — which may differ from the industry-wide rankings above.
I care about getting the most value for the money because lodging is only one part of the vacation budget, and I still need room for food, tickets, gas, and activities.
I want places with clean larger rooms or suites, two beds, maybe a sofa bed, free breakfast, parking, and laundry access if possible.
Signal correlations calculated only for domains recommended in the context of this persona's queries. These may differ from the industry-wide pattern above.
Differences from the overall industry table reveal which signals matter specifically for reaching this audience — useful for targeting content strategy and acquisition priorities for this segment.
| Signal | ρ (Spearman) | R² | n | Rank Influence |
|---|---|---|---|---|
| Reddit Posts | +0.450 | 20.3% | 73 | Dominant |
| Backlink Count | +0.436 | 19% | 102 | Dominant |
| PageRank | +0.423 | 17.9% | 102 | Dominant |
| Search Engine Appearances | +0.387 | 15% | 75 | Dominant |
| HC | +0.385 | 14.8% | 102 | Dominant |
| Reddit Comments | +0.296 | 8.8% | 78 | Strong |
| Common Crawl | +0.276 | 7.6% | 94 | Strong |
| Best Search Engine RankLower rank = better | +0.258 | 6.7% | 75 | Strong |
| Avg Search Engine RankLower rank = better | -0.207 | 4.3% | 75 | Strong |
| Wikidata | +0.155 | 2.4% | 37 | Confirmed |
| Homepage Keywords | +0.003 | 0% | 80 | Baseline |
How often AI recommended each domain when answering Family vacation planner queries within Budget hotel chains. Each persona has 25 query runs — count is raw appearances, percentage is out of those runs.
Compare with the industry-wide charts above to see which domains over- or under-index for this specific audience segment.
Signal matrix for the top 25 LLM-recommended domains filtered to this persona's query context.
Look for patterns in which signal combinations characterize domains that resonate specifically with this audience — these may differ from industry-wide norms and point to persona-specific ranking drivers.
| Domain | LLM % | SE # | SE Best Rank | Backlinks | PageRank | AUC | SE OBL | Crawl | Reddit Cmts | Reddit Posts | Wikipedia | Wikidata | Homepage | Industries |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| bestwestern.com | 100.0% | 58 | 1 | 12.3K | 66 | 263.2K | 5.4K | 229 | 13 | 249 | 29 | — | 92 | Budget hotel chains, Hotels & resorts |
| choicehotels.com | 96.0% | 135 | 1 | 13.8K | 68 | 304.4K | 8.4K | 401 | 4 | 345 | 45 | 36 | 26 | Budget hotel chains, Hotels & resorts |
| wyndhamhotels.com | 96.0% | 148 | 3 | 15.2K | 68 | 330.2K | 8.6K | 160 | 4 | — | 84 | — | 265 | Budget hotel chains, Hotels & resorts |
| druryhotels.com | 88.0% | 42 | 5 | 1.6K | 56 | 43.7K | 1.7K | 24 | — | — | 30 | — | 56 | Budget hotel chains, Hotels & resorts |
| hilton.com | 84.0% | 412 | 1 | 65K | 76 | 1.5M | 21.3K | 2.1K | 212 | 299 | 339 | 131 | 7 | Budget hotel chains, Hotels & resorts, Luxury hotels |
| ihg.com | 84.0% | 277 | 1 | 35.9K | 72 | 814.6K | 19.3K | 2.1K | 61 | 43 | 38 | — | 220 | Budget hotel chains, Hotels & resorts, Luxury hotels |
| marriott.com | 84.0% | 613 | 1 | 89.4K | 78 | 1.9M | 34K | 1.7K | 273 | 249 | 532 | 109 | 32 | Budget hotel chains, Credit cards, Hotels & resorts, Luxury hotels, Vacation rental platforms |
| hyatt.com | 60.0% | 145 | 3 | 37.5K | 74 | 841.7K | 16.5K | 1.3K | 201 | 93 | 236 | 38 | — | Budget hotel chains, Credit cards, Hotels & resorts, Luxury hotels |
| hotels.com | 56.0% | 530 | 1 | 15.1K | 67 | 286.4K | 7.2K | 228.3K | 4.3K | 8.8K | 1.5K | 25 | 8 | Airlines, Budget hotel chains, Hotels & resorts, Luxury hotels, Online travel agencies, Vacation rental platforms |
| booking.com | 40.0% | 664 | 1 | 134.7K | 78 | 1.9M | 42.7K | 265.7K | 26.1K | 28K | 2.8K | 44 | — | Airlines, Budget hotel chains, Car rental brands, Hotels & resorts, Online travel agencies, Vacation rental platforms |
| sonesta.com | 36.0% | 116 | 4 | 6.5K | 60 | 124.3K | 3K | 144 | — | 13 | 4 | — | 96 | Budget hotel chains, Hotels & resorts |
| redroof.com | 36.0% | 46 | 2 | 1.5K | 53 | 40.9K | 2.6K | 60 | 2 | — | 36 | — | 8 | Budget hotel chains, Hotels & resorts |
| laquinta.com | 20.0% | — | — | 48 | 19 | 1.1K | 36 | 6 | — | — | — | — | 230 | Budget hotel chains, Hotels & resorts |
| holidayinnexpress.com | 16.0% | — | — | 316 | 48 | 8.8K | 126 | 21 | — | — | — | — | 140 | Budget hotel chains |
| hamptoninn.com | 16.0% | — | — | 1.5K | 54 | 41.6K | 40 | 14 | — | — | — | — | — | Budget hotel chains |
| comfortsuites.com | 16.0% | — | — | 379 | 48 | 10.3K | 40 | 1 | — | — | — | 36 | 116 | Budget hotel chains |
| countryinns.com | 16.0% | — | — | 981 | 51 | 24.4K | 448 | 18 | — | — | — | — | — | Budget hotel chains |
| expedia.com | 12.0% | 1.5K | 1 | 19.7K | 69 | 374.9K | 17.8K | 15.1K | 972 | 2.5K | 525 | 24 | — | Airlines, Budget hotel chains, Car rental brands, Cruise booking sites, Cruises, Hotels & resorts, Online travel agencies, Vacation rental platforms |
| microtelinn.com | 8.0% | — | — | 269 | 41 | 7.1K | 153 | 3 | — | — | — | — | 196 | Budget hotel chains |
| qualityinn.com | 4.0% | — | — | 563 | 50 | 14.7K | 232 | 1 | — | — | — | — | 128 | Budget hotel chains |
| gohilton.com | 4.0% | — | — | 0 | 0 | — | — | — | 1 | — | — | — | — | Budget hotel chains |
| goseek.com | 4.0% | — | — | 18 | 17 | 655 | — | — | 1 | 3 | — | — | 8 | Budget hotel chains |
| g6hospitality.com | 4.0% | — | — | 149 | 39 | 4.7K | 153 | 81 | — | 2 | — | — | 44 | Budget hotel chains |
| daysinn.com | 4.0% | — | — | 1K | 52 | 24.5K | 592 | 16 | — | — | 57 | — | 189 | Budget hotel chains |
| radissonhotelsamericas.com | 4.0% | — | — | 1.1K | 58 | 29.9K | 483 | 3 | — | — | — | — | 52 | Budget hotel chains |
Domains in Google search results for Family vacation planner queries within Budget hotel chains. Counts reflect only the Google search results for keywords mapped to this persona — filtered to domains that appear in this industry.
Note: the number of results naturally varies by persona because different query intents return different domains. A persona with fewer results here is not a data gap — it reflects that those specific queries surface a narrower or different set of sites.
Backlink authority rankings for top domains within this persona segment.
Authority signals reflect broader domain strength that generally carries across personas. High-authority domains appearing only in some personas may indicate specialized trust or content relevance that isn't fully general.
| # | Domain | PageRank | Backlinks | AUC | HC | LLM Score |
|---|---|---|---|---|---|---|
| 1 | google.com | 16.9M | 154.5M | 97.0000 | 61.7% | |
| 2 | tripadvisor.com | 199.6K | 2.7M | 43.0000 | 64.6% | |
| 3 | booking.com | 134.7K | 1.9M | 40.0000 | 77.9% | |
| 4 | marriott.com | 89.4K | 1.9M | 37.0000 | 81.3% | |
| 5 | hilton.com | 65K | 1.5M | 37.0000 | 95.7% | |
| 6 | hyatt.com | 37.5K | 841.7K | 37.0000 | 71.1% | |
| 7 | ihg.com | 35.9K | 814.6K | 36.0000 | 93.8% | |
| 8 | accor.com | 22.9K | 513.1K | 37.0000 | 72.0% | |
| 9 | expedia.com | 19.7K | 374.9K | 36.0000 | 81.5% | |
| 10 | agoda.com | 17.4K | 264.4K | 37.0000 | 63.6% | |
| 11 | wyndhamhotels.com | 15.2K | 330.2K | 34.0000 | 93.2% | |
| 12 | hotels.com | 15.1K | 286.4K | 36.0000 | 77.6% | |
| 13 | choicehotels.com | 13.8K | 304.4K | 34.0000 | 91.5% | |
| 14 | bestwestern.com | 12.3K | 263.2K | 35.0000 | 92.4% | |
| 15 | radissonhotels.com | 11.1K | 258.8K | 35.0000 | 67.0% | |
| 16 | hostelworld.com | 7.9K | 148.3K | 35.0000 | 85.2% | |
| 17 | sonesta.com | 6.5K | 124.3K | 34.0000 | 62.3% | |
| 18 | guestreservations.com | 4.3K | 101K | 25.0000 | 48.7% | |
| 19 | premierinn.com | 3.9K | 92.8K | 34.0000 | 88.7% | |
| 20 | holidayinn.com | 3.3K | 84.4K | 25.0000 | 47.0% | |
| 21 | hiexpress.com | 2.8K | 71.7K | 33.0000 | 58.3% | |
| 22 | travelodge.co.uk | 2.6K | 64K | 34.0000 | 78.3% | |
| 23 | hotelplanner.com | 2.5K | 44.2K | 26.0000 | 28.7% | |
| 24 | motel-one.com | 2.4K | 69.7K | 33.0000 | 33.9% | |
| 25 | toyoko-inn.com | 2.4K | 51.5K | 33.0000 | 7.0% |
This persona represents a distinct audience segment identified from LLM query patterns within this industry. The description reflects how AI models characterize users making queries in this segment.
Domains recommended for this persona are scored based on how frequently they appear in persona-specific queries — which may differ from the industry-wide rankings above.
My priorities are speed, simplicity, and location near the airport.
I want easy booking from my phone, dependable shuttle service or a quick rideshare route, 24-hour front desk support, and a clean quiet room where I can actually sleep for a few hours.
Signal correlations calculated only for domains recommended in the context of this persona's queries. These may differ from the industry-wide pattern above.
Differences from the overall industry table reveal which signals matter specifically for reaching this audience — useful for targeting content strategy and acquisition priorities for this segment.
| Signal | ρ (Spearman) | R² | n | Rank Influence |
|---|---|---|---|---|
| Best Search Engine RankLower rank = better | +0.470 | 22.1% | 18 | Dominant |
| Backlink Count | +0.328 | 10.8% | 28 | Dominant |
| PageRank | +0.302 | 9.1% | 28 | Dominant |
| Common Crawl | +0.291 | 8.5% | 26 | Strong |
| Search Engine Appearances | +0.284 | 8.1% | 18 | Strong |
| Reddit Posts | +0.226 | 5.1% | 18 | Strong |
| HC | +0.224 | 5% | 28 | Strong |
| Reddit Comments | -0.190 | 3.6% | 16 | Confirmed |
| Wikidata | +0.134 | 1.8% | 9 | Confirmed |
| Avg Search Engine RankLower rank = better | +0.119 | 1.4% | 18 | Confirmed |
| Homepage Keywords | -0.093 | 0.9% | 20 | Emerging |
How often AI recommended each domain when answering Airport Layover Guest queries within Budget hotel chains. Each persona has 25 query runs — count is raw appearances, percentage is out of those runs.
Compare with the industry-wide charts above to see which domains over- or under-index for this specific audience segment.
Signal matrix for the top 25 LLM-recommended domains filtered to this persona's query context.
Look for patterns in which signal combinations characterize domains that resonate specifically with this audience — these may differ from industry-wide norms and point to persona-specific ranking drivers.
| Domain | LLM % | SE # | SE Best Rank | Backlinks | PageRank | AUC | SE OBL | Crawl | Reddit Cmts | Reddit Posts | Wikipedia | Wikidata | Homepage | Industries |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| choicehotels.com | 100.0% | 135 | 1 | 13.8K | 68 | 304.4K | 8.4K | 401 | 4 | 345 | 45 | 36 | 26 | Budget hotel chains, Hotels & resorts |
| wyndhamhotels.com | 100.0% | 148 | 3 | 15.2K | 68 | 330.2K | 8.6K | 160 | 4 | — | 84 | — | 265 | Budget hotel chains, Hotels & resorts |
| bestwestern.com | 100.0% | 58 | 1 | 12.3K | 66 | 263.2K | 5.4K | 229 | 13 | 249 | 29 | — | 92 | Budget hotel chains, Hotels & resorts |
| ihg.com | 100.0% | 277 | 1 | 35.9K | 72 | 814.6K | 19.3K | 2.1K | 61 | 43 | 38 | — | 220 | Budget hotel chains, Hotels & resorts, Luxury hotels |
| hilton.com | 88.0% | 412 | 1 | 65K | 76 | 1.5M | 21.3K | 2.1K | 212 | 299 | 339 | 131 | 7 | Budget hotel chains, Hotels & resorts, Luxury hotels |
| redroof.com | 88.0% | 46 | 2 | 1.5K | 53 | 40.9K | 2.6K | 60 | 2 | — | 36 | — | 8 | Budget hotel chains, Hotels & resorts |
| marriott.com | 68.0% | 613 | 1 | 89.4K | 78 | 1.9M | 34K | 1.7K | 273 | 249 | 532 | 109 | 32 | Budget hotel chains, Credit cards, Hotels & resorts, Luxury hotels, Vacation rental platforms |
| motel6.com | 60.0% | 28 | 1 | 2K | 53 | 48.6K | 2K | 61 | — | 6 | 30 | — | 12 | Budget hotel chains, Hotels & resorts |
| booking.com | 52.0% | 664 | 1 | 134.7K | 78 | 1.9M | 42.7K | 265.7K | 26.1K | 28K | 2.8K | 44 | — | Airlines, Budget hotel chains, Car rental brands, Hotels & resorts, Online travel agencies, Vacation rental platforms |
| sonesta.com | 44.0% | 116 | 4 | 6.5K | 60 | 124.3K | 3K | 144 | — | 13 | 4 | — | 96 | Budget hotel chains, Hotels & resorts |
| hotels.com | 28.0% | 530 | 1 | 15.1K | 67 | 286.4K | 7.2K | 228.3K | 4.3K | 8.8K | 1.5K | 25 | 8 | Airlines, Budget hotel chains, Hotels & resorts, Luxury hotels, Online travel agencies, Vacation rental platforms |
| g6hospitality.com | 28.0% | — | — | 149 | 39 | 4.7K | 153 | 81 | — | 2 | — | — | 44 | Budget hotel chains |
| expedia.com | 20.0% | 1.5K | 1 | 19.7K | 69 | 374.9K | 17.8K | 15.1K | 972 | 2.5K | 525 | 24 | — | Airlines, Budget hotel chains, Car rental brands, Cruise booking sites, Cruises, Hotels & resorts, Online travel agencies, Vacation rental platforms |
| super8.com | 20.0% | — | — | 977 | 51 | 22.4K | 213 | 19 | — | 7 | — | — | 126 | Budget hotel chains |
| radissonhotels.com | 12.0% | 13 | 7 | 11.1K | 67 | 258.8K | 1.8K | 174 | — | 17 | 49 | — | — | Budget hotel chains, Hotels & resorts |
| daysinn.com | 12.0% | — | — | 1K | 52 | 24.5K | 592 | 16 | — | — | 57 | — | 189 | Budget hotel chains |
| agoda.com | 12.0% | 102 | 2 | 17.4K | 70 | 264.4K | 6.2K | 12.7K | 317 | 168 | 55 | 24 | — | Airlines, Budget hotel chains, Hotels & resorts, Online travel agencies, Vacation rental platforms |
| hiltongardeninn.com | 8.0% | — | — | 381 | 47 | 11.4K | — | 16 | — | — | 35 | — | — | Budget hotel chains |
| motels6.com | 8.0% | — | — | — | — | — | — | — | — | — | — | — | — | Budget hotel chains |
| bwhhotels.com | 8.0% | 2 | 37 | 101 | 47 | 2.6K | 206 | 5 | — | — | — | — | 6 | Budget hotel chains |
| google.com | 8.0% | 1.9K | 1 | 16.9M | 100 | 154.5M | 2.4M | 189.3K | 19K | 7.8K | 13.6K | 221 | — | Airlines, Budget hotel chains, Cloud infrastructure services, Commercial solar / energy services, Cosmetic dentistry, Data analytics / BI software, Data-warehouse / lakehouse platforms, Enterprise AI platforms, Enterprise search & knowledge copilots, GPU / AI infrastructure vendors, Home services (plumbing, HVAC, remodeling), Hotels & resorts, Martech / CDP / attribution software, Med spas & aesthetic clinics, Online travel agencies, Roofing services, Wireless carriers |
| laquinta.com | 4.0% | — | — | 48 | 19 | 1.1K | 36 | 6 | — | — | — | — | 230 | Budget hotel chains, Hotels & resorts |
| hyattplace.com | 4.0% | — | — | 80 | 49 | 2.8K | — | 1 | — | — | — | — | — | Budget hotel chains |
| hyatt.com | 4.0% | 145 | 3 | 37.5K | 74 | 841.7K | 16.5K | 1.3K | 201 | 93 | 236 | 38 | — | Budget hotel chains, Credit cards, Hotels & resorts, Luxury hotels |
| motelsix.com | 4.0% | — | — | — | — | — | — | — | — | — | — | — | 152 | Budget hotel chains |
Domains in Google search results for Airport Layover Guest queries within Budget hotel chains. Counts reflect only the Google search results for keywords mapped to this persona — filtered to domains that appear in this industry.
Note: the number of results naturally varies by persona because different query intents return different domains. A persona with fewer results here is not a data gap — it reflects that those specific queries surface a narrower or different set of sites.
Backlink authority rankings for top domains within this persona segment.
Authority signals reflect broader domain strength that generally carries across personas. High-authority domains appearing only in some personas may indicate specialized trust or content relevance that isn't fully general.
| # | Domain | PageRank | Backlinks | AUC | HC | LLM Score |
|---|---|---|---|---|---|---|
| 1 | google.com | 16.9M | 154.5M | 97.0000 | 61.7% | |
| 2 | tripadvisor.com | 199.6K | 2.7M | 43.0000 | 64.6% | |
| 3 | booking.com | 134.7K | 1.9M | 40.0000 | 77.9% | |
| 4 | marriott.com | 89.4K | 1.9M | 37.0000 | 81.3% | |
| 5 | hilton.com | 65K | 1.5M | 37.0000 | 95.7% | |
| 6 | hyatt.com | 37.5K | 841.7K | 37.0000 | 71.1% | |
| 7 | ihg.com | 35.9K | 814.6K | 36.0000 | 93.8% | |
| 8 | accor.com | 22.9K | 513.1K | 37.0000 | 72.0% | |
| 9 | expedia.com | 19.7K | 374.9K | 36.0000 | 81.5% | |
| 10 | agoda.com | 17.4K | 264.4K | 37.0000 | 63.6% | |
| 11 | wyndhamhotels.com | 15.2K | 330.2K | 34.0000 | 93.2% | |
| 12 | hotels.com | 15.1K | 286.4K | 36.0000 | 77.6% | |
| 13 | choicehotels.com | 13.8K | 304.4K | 34.0000 | 91.5% | |
| 14 | bestwestern.com | 12.3K | 263.2K | 35.0000 | 92.4% | |
| 15 | radissonhotels.com | 11.1K | 258.8K | 35.0000 | 67.0% | |
| 16 | hostelworld.com | 7.9K | 148.3K | 35.0000 | 85.2% | |
| 17 | sonesta.com | 6.5K | 124.3K | 34.0000 | 62.3% | |
| 18 | guestreservations.com | 4.3K | 101K | 25.0000 | 48.7% | |
| 19 | premierinn.com | 3.9K | 92.8K | 34.0000 | 88.7% | |
| 20 | holidayinn.com | 3.3K | 84.4K | 25.0000 | 47.0% | |
| 21 | hiexpress.com | 2.8K | 71.7K | 33.0000 | 58.3% | |
| 22 | travelodge.co.uk | 2.6K | 64K | 34.0000 | 78.3% | |
| 23 | hotelplanner.com | 2.5K | 44.2K | 26.0000 | 28.7% | |
| 24 | motel-one.com | 2.4K | 69.7K | 33.0000 | 33.9% | |
| 25 | toyoko-inn.com | 2.4K | 51.5K | 33.0000 | 7.0% |
This persona represents a distinct audience segment identified from LLM query patterns within this industry. The description reflects how AI models characterize users making queries in this segment.
Domains recommended for this persona are scored based on how frequently they appear in persona-specific queries — which may differ from the industry-wide rankings above.
I am willing to accept basic accommodations, but I still want a clean room, safe area, straightforward check-in, and a bed I can count on after a long day or night out.
I often travel with friends, so room layouts, parking, and whether the hotel allows easy group coordination matter to me.
Signal correlations calculated only for domains recommended in the context of this persona's queries. These may differ from the industry-wide pattern above.
Differences from the overall industry table reveal which signals matter specifically for reaching this audience — useful for targeting content strategy and acquisition priorities for this segment.
| Signal | ρ (Spearman) | R² | n | Rank Influence |
|---|---|---|---|---|
| Reddit Comments | -0.778 | 60.6% | 8 | Dominant |
| Search Engine Appearances | -0.667 | 44.4% | 9 | Dominant |
| Reddit Posts | -0.548 | 30% | 8 | Dominant |
| Best Search Engine RankLower rank = better | -0.434 | 18.8% | 9 | Dominant |
| Avg Search Engine RankLower rank = better | -0.150 | 2.3% | 9 | Confirmed |
| PageRank | +0.141 | 2% | 17 | Confirmed |
| Backlink Count | +0.140 | 2% | 17 | Confirmed |
| Homepage Keywords | -0.092 | 0.8% | 16 | Emerging |
| HC | +0.074 | 0.5% | 17 | Emerging |
| Common Crawl | -0.062 | 0.4% | 16 | Emerging |
How often AI recommended each domain when answering Festival Weekend Guest queries within Budget hotel chains. Each persona has 25 query runs — count is raw appearances, percentage is out of those runs.
Compare with the industry-wide charts above to see which domains over- or under-index for this specific audience segment.
Signal matrix for the top 25 LLM-recommended domains filtered to this persona's query context.
Look for patterns in which signal combinations characterize domains that resonate specifically with this audience — these may differ from industry-wide norms and point to persona-specific ranking drivers.
| Domain | LLM % | SE # | SE Best Rank | Backlinks | PageRank | AUC | SE OBL | Crawl | Reddit Cmts | Reddit Posts | Wikipedia | Wikidata | Homepage | Industries |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| choicehotels.com | 100.0% | 135 | 1 | 13.8K | 68 | 304.4K | 8.4K | 401 | 4 | 345 | 45 | 36 | 26 | Budget hotel chains, Hotels & resorts |
| wyndhamhotels.com | 100.0% | 148 | 3 | 15.2K | 68 | 330.2K | 8.6K | 160 | 4 | — | 84 | — | 265 | Budget hotel chains, Hotels & resorts |
| bestwestern.com | 100.0% | 58 | 1 | 12.3K | 66 | 263.2K | 5.4K | 229 | 13 | 249 | 29 | — | 92 | Budget hotel chains, Hotels & resorts |
| redroof.com | 100.0% | 46 | 2 | 1.5K | 53 | 40.9K | 2.6K | 60 | 2 | — | 36 | — | 8 | Budget hotel chains, Hotels & resorts |
| super8.com | 100.0% | — | — | 977 | 51 | 22.4K | 213 | 19 | — | 7 | — | — | 126 | Budget hotel chains |
| daysinn.com | 96.0% | — | — | 1K | 52 | 24.5K | 592 | 16 | — | — | 57 | — | 189 | Budget hotel chains |
| motel6.com | 92.0% | 28 | 1 | 2K | 53 | 48.6K | 2K | 61 | — | 6 | 30 | — | 12 | Budget hotel chains, Hotels & resorts |
| qualityinn.com | 88.0% | — | — | 563 | 50 | 14.7K | 232 | 1 | — | — | — | — | 128 | Budget hotel chains |
| travelodge.com | 64.0% | — | — | 355 | 48 | 8.9K | 233 | 16 | — | — | — | — | 124 | Budget hotel chains |
| comfortinn.com | 40.0% | — | — | 805 | 53 | 20.3K | 250 | 2 | — | — | — | — | 116 | Budget hotel chains |
| laquinta.com | 36.0% | — | — | 48 | 19 | 1.1K | 36 | 6 | — | — | — | — | 230 | Budget hotel chains, Hotels & resorts |
| hotels.com | 24.0% | 530 | 1 | 15.1K | 67 | 286.4K | 7.2K | 228.3K | 4.3K | 8.8K | 1.5K | 25 | 8 | Airlines, Budget hotel chains, Hotels & resorts, Luxury hotels, Online travel agencies, Vacation rental platforms |
| booking.com | 20.0% | 664 | 1 | 134.7K | 78 | 1.9M | 42.7K | 265.7K | 26.1K | 28K | 2.8K | 44 | — | Airlines, Budget hotel chains, Car rental brands, Hotels & resorts, Online travel agencies, Vacation rental platforms |
| econo-lodge.com | 12.0% | — | — | 1 | 2 | 6 | — | — | — | — | — | — | 70 | Budget hotel chains |
| motels6.com | 8.0% | — | — | — | — | — | — | — | — | — | — | — | — | Budget hotel chains |
| ihg.com | 8.0% | 277 | 1 | 35.9K | 72 | 814.6K | 19.3K | 2.1K | 61 | 43 | 38 | — | 220 | Budget hotel chains, Hotels & resorts, Luxury hotels |
| expedia.com | 4.0% | 1.5K | 1 | 19.7K | 69 | 374.9K | 17.8K | 15.1K | 972 | 2.5K | 525 | 24 | — | Airlines, Budget hotel chains, Car rental brands, Cruise booking sites, Cruises, Hotels & resorts, Online travel agencies, Vacation rental platforms |
| econoledge.com | 4.0% | — | — | — | — | — | — | — | — | — | — | — | 70 | Budget hotel chains |
| microtelinn.com | 4.0% | — | — | 269 | 41 | 7.1K | 153 | 3 | — | — | — | — | 196 | Budget hotel chains |
Domains in Google search results for Festival Weekend Guest queries within Budget hotel chains. Counts reflect only the Google search results for keywords mapped to this persona — filtered to domains that appear in this industry.
Note: the number of results naturally varies by persona because different query intents return different domains. A persona with fewer results here is not a data gap — it reflects that those specific queries surface a narrower or different set of sites.
Backlink authority rankings for top domains within this persona segment.
Authority signals reflect broader domain strength that generally carries across personas. High-authority domains appearing only in some personas may indicate specialized trust or content relevance that isn't fully general.
| # | Domain | PageRank | Backlinks | AUC | HC | LLM Score |
|---|---|---|---|---|---|---|
| 1 | google.com | 16.9M | 154.5M | 97.0000 | 61.7% | |
| 2 | tripadvisor.com | 199.6K | 2.7M | 43.0000 | 64.6% | |
| 3 | booking.com | 134.7K | 1.9M | 40.0000 | 77.9% | |
| 4 | marriott.com | 89.4K | 1.9M | 37.0000 | 81.3% | |
| 5 | hilton.com | 65K | 1.5M | 37.0000 | 95.7% | |
| 6 | hyatt.com | 37.5K | 841.7K | 37.0000 | 71.1% | |
| 7 | ihg.com | 35.9K | 814.6K | 36.0000 | 93.8% | |
| 8 | accor.com | 22.9K | 513.1K | 37.0000 | 72.0% | |
| 9 | expedia.com | 19.7K | 374.9K | 36.0000 | 81.5% | |
| 10 | agoda.com | 17.4K | 264.4K | 37.0000 | 63.6% | |
| 11 | wyndhamhotels.com | 15.2K | 330.2K | 34.0000 | 93.2% | |
| 12 | hotels.com | 15.1K | 286.4K | 36.0000 | 77.6% | |
| 13 | choicehotels.com | 13.8K | 304.4K | 34.0000 | 91.5% | |
| 14 | bestwestern.com | 12.3K | 263.2K | 35.0000 | 92.4% | |
| 15 | radissonhotels.com | 11.1K | 258.8K | 35.0000 | 67.0% | |
| 16 | hostelworld.com | 7.9K | 148.3K | 35.0000 | 85.2% | |
| 17 | sonesta.com | 6.5K | 124.3K | 34.0000 | 62.3% | |
| 18 | guestreservations.com | 4.3K | 101K | 25.0000 | 48.7% | |
| 19 | premierinn.com | 3.9K | 92.8K | 34.0000 | 88.7% | |
| 20 | holidayinn.com | 3.3K | 84.4K | 25.0000 | 47.0% | |
| 21 | hiexpress.com | 2.8K | 71.7K | 33.0000 | 58.3% | |
| 22 | travelodge.co.uk | 2.6K | 64K | 34.0000 | 78.3% | |
| 23 | hotelplanner.com | 2.5K | 44.2K | 26.0000 | 28.7% | |
| 24 | motel-one.com | 2.4K | 69.7K | 33.0000 | 33.9% | |
| 25 | toyoko-inn.com | 2.4K | 51.5K | 33.0000 | 7.0% |
This persona represents a distinct audience segment identified from LLM query patterns within this industry. The description reflects how AI models characterize users making queries in this segment.
Domains recommended for this persona are scored based on how frequently they appear in persona-specific queries — which may differ from the industry-wide rankings above.
I need budget hotels that are affordable first, but I still want them to feel safe, clean, and easy to book online.
I spend a lot of time comparing prices across apps and websites, and even small differences matter to me.
Signal correlations calculated only for domains recommended in the context of this persona's queries. These may differ from the industry-wide pattern above.
Differences from the overall industry table reveal which signals matter specifically for reaching this audience — useful for targeting content strategy and acquisition priorities for this segment.
| Signal | ρ (Spearman) | R² | n | Rank Influence |
|---|---|---|---|---|
| Wikidata | +0.783 | 61.3% | 6 | Dominant |
| Reddit Posts | +0.536 | 28.8% | 11 | Dominant |
| Reddit Comments | +0.350 | 12.2% | 10 | Dominant |
| HC | +0.327 | 10.7% | 23 | Dominant |
| Common Crawl | +0.249 | 6.2% | 22 | Strong |
| Homepage Keywords | -0.225 | 5.1% | 20 | Strong |
| Avg Search Engine RankLower rank = better | +0.201 | 4% | 17 | Strong |
| PageRank | +0.173 | 3% | 23 | Confirmed |
| Backlink Count | +0.153 | 2.3% | 23 | Confirmed |
| Best Search Engine RankLower rank = better | +0.149 | 2.2% | 17 | Confirmed |
| Search Engine Appearances | +0.145 | 2.1% | 17 | Confirmed |
How often AI recommended each domain when answering Student Travel Booker queries within Budget hotel chains. Each persona has 25 query runs — count is raw appearances, percentage is out of those runs.
Compare with the industry-wide charts above to see which domains over- or under-index for this specific audience segment.
Signal matrix for the top 25 LLM-recommended domains filtered to this persona's query context.
Look for patterns in which signal combinations characterize domains that resonate specifically with this audience — these may differ from industry-wide norms and point to persona-specific ranking drivers.
| Domain | LLM % | SE # | SE Best Rank | Backlinks | PageRank | AUC | SE OBL | Crawl | Reddit Cmts | Reddit Posts | Wikipedia | Wikidata | Homepage | Industries |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| booking.com | 100.0% | 664 | 1 | 134.7K | 78 | 1.9M | 42.7K | 265.7K | 26.1K | 28K | 2.8K | 44 | — | Airlines, Budget hotel chains, Car rental brands, Hotels & resorts, Online travel agencies, Vacation rental platforms |
| hostelworld.com | 100.0% | 25 | 1 | 7.9K | 63 | 148.3K | 3.9K | 184 | 157 | 113 | 2 | — | 20 | Budget hotel chains, Online travel agencies |
| premierinn.com | 100.0% | 13 | 44 | 3.9K | 60 | 92.8K | 440 | 20 | — | 14 | 18 | — | 96 | Budget hotel chains |
| travelodge.co.uk | 100.0% | 10 | 45 | 2.6K | 58 | 64K | 359 | 20 | 4 | — | 18 | — | 96 | Budget hotel chains |
| hotels.com | 96.0% | 530 | 1 | 15.1K | 67 | 286.4K | 7.2K | 228.3K | 4.3K | 8.8K | 1.5K | 25 | 8 | Airlines, Budget hotel chains, Hotels & resorts, Luxury hotels, Online travel agencies, Vacation rental platforms |
| ibis.com | 92.0% | — | — | 2.4K | 55 | 58.5K | 44 | 20 | — | — | 6 | — | 64 | Budget hotel chains |
| motelone.com | 84.0% | — | — | 7 | 16 | 283 | — | — | — | — | — | — | 22 | Budget hotel chains |
| easyhotel.com | 64.0% | 17 | 10 | 637 | 49 | 15K | 120 | 26 | 1 | 1 | 12 | — | 20 | Budget hotel chains |
| aohostels.com | 52.0% | 2 | 69 | 1K | 51 | 27.4K | 148 | 6 | — | — | 6 | — | 168 | Budget hotel chains |
| bwhhotels.com | 40.0% | 2 | 37 | 101 | 47 | 2.6K | 206 | 5 | — | — | — | — | 6 | Budget hotel chains |
| bunkhousehotels.com | 36.0% | — | — | 391 | 55 | 11K | 150 | 2 | — | — | — | — | 72 | Budget hotel chains |
| wyndhamhotels.com | 28.0% | 148 | 3 | 15.2K | 68 | 330.2K | 8.6K | 160 | 4 | — | 84 | — | 265 | Budget hotel chains, Hotels & resorts |
| meininger-hotels.com | 24.0% | 35 | 20 | 893 | 50 | 22.7K | 36 | 1 | — | — | — | — | 144 | Budget hotel chains |
| choicehotels.com | 12.0% | 135 | 1 | 13.8K | 68 | 304.4K | 8.4K | 401 | 4 | 345 | 45 | 36 | 26 | Budget hotel chains, Hotels & resorts |
| expedia.com | 8.0% | 1.5K | 1 | 19.7K | 69 | 374.9K | 17.8K | 15.1K | 972 | 2.5K | 525 | 24 | — | Airlines, Budget hotel chains, Car rental brands, Cruise booking sites, Cruises, Hotels & resorts, Online travel agencies, Vacation rental platforms |
| agoda.com | 8.0% | 102 | 2 | 17.4K | 70 | 264.4K | 6.2K | 12.7K | 317 | 168 | 55 | 24 | — | Airlines, Budget hotel chains, Hotels & resorts, Online travel agencies, Vacation rental platforms |
| bunkhotels.com | 8.0% | — | — | 101 | 33 | 2.8K | — | 17 | — | — | — | — | 40 | Budget hotel chains |
| motel-one.com | 8.0% | 5 | 45 | 2.4K | 59 | 69.7K | 134 | 27 | — | — | 11 | 11 | 44 | Budget hotel chains |
| motel6.com | 8.0% | 28 | 1 | 2K | 53 | 48.6K | 2K | 61 | — | 6 | 30 | — | 12 | Budget hotel chains, Hotels & resorts |
| bandbhotels.com | 4.0% | — | — | — | — | — | — | — | — | — | — | — | — | Budget hotel chains |
| bbonline.com | 4.0% | — | — | 398 | 43 | 9.7K | 49 | 6 | — | — | 36 | — | 16 | Budget hotel chains |
| b-budgethotels.com | 4.0% | — | — | — | — | — | — | — | — | — | — | — | — | Budget hotel chains |
| aandohotels.com | 4.0% | — | — | — | — | — | — | — | — | — | — | — | — | Budget hotel chains |
| ihg.com | 4.0% | 277 | 1 | 35.9K | 72 | 814.6K | 19.3K | 2.1K | 61 | 43 | 38 | — | 220 | Budget hotel chains, Hotels & resorts, Luxury hotels |
| bbotels.com | 4.0% | — | — | — | — | — | — | — | — | — | — | — | — | Budget hotel chains |
Domains in Google search results for Student Travel Booker queries within Budget hotel chains. Counts reflect only the Google search results for keywords mapped to this persona — filtered to domains that appear in this industry.
Note: the number of results naturally varies by persona because different query intents return different domains. A persona with fewer results here is not a data gap — it reflects that those specific queries surface a narrower or different set of sites.
Backlink authority rankings for top domains within this persona segment.
Authority signals reflect broader domain strength that generally carries across personas. High-authority domains appearing only in some personas may indicate specialized trust or content relevance that isn't fully general.
| # | Domain | PageRank | Backlinks | AUC | HC | LLM Score |
|---|---|---|---|---|---|---|
| 1 | google.com | 16.9M | 154.5M | 97.0000 | 61.7% | |
| 2 | tripadvisor.com | 199.6K | 2.7M | 43.0000 | 64.6% | |
| 3 | booking.com | 134.7K | 1.9M | 40.0000 | 77.9% | |
| 4 | marriott.com | 89.4K | 1.9M | 37.0000 | 81.3% | |
| 5 | hilton.com | 65K | 1.5M | 37.0000 | 95.7% | |
| 6 | hyatt.com | 37.5K | 841.7K | 37.0000 | 71.1% | |
| 7 | ihg.com | 35.9K | 814.6K | 36.0000 | 93.8% | |
| 8 | accor.com | 22.9K | 513.1K | 37.0000 | 72.0% | |
| 9 | expedia.com | 19.7K | 374.9K | 36.0000 | 81.5% | |
| 10 | agoda.com | 17.4K | 264.4K | 37.0000 | 63.6% | |
| 11 | wyndhamhotels.com | 15.2K | 330.2K | 34.0000 | 93.2% | |
| 12 | hotels.com | 15.1K | 286.4K | 36.0000 | 77.6% | |
| 13 | choicehotels.com | 13.8K | 304.4K | 34.0000 | 91.5% | |
| 14 | bestwestern.com | 12.3K | 263.2K | 35.0000 | 92.4% | |
| 15 | radissonhotels.com | 11.1K | 258.8K | 35.0000 | 67.0% | |
| 16 | hostelworld.com | 7.9K | 148.3K | 35.0000 | 85.2% | |
| 17 | sonesta.com | 6.5K | 124.3K | 34.0000 | 62.3% | |
| 18 | guestreservations.com | 4.3K | 101K | 25.0000 | 48.7% | |
| 19 | premierinn.com | 3.9K | 92.8K | 34.0000 | 88.7% | |
| 20 | holidayinn.com | 3.3K | 84.4K | 25.0000 | 47.0% | |
| 21 | hiexpress.com | 2.8K | 71.7K | 33.0000 | 58.3% | |
| 22 | travelodge.co.uk | 2.6K | 64K | 34.0000 | 78.3% | |
| 23 | hotelplanner.com | 2.5K | 44.2K | 26.0000 | 28.7% | |
| 24 | motel-one.com | 2.4K | 69.7K | 33.0000 | 33.9% | |
| 25 | toyoko-inn.com | 2.4K | 51.5K | 33.0000 | 7.0% |
This persona represents a distinct audience segment identified from LLM query patterns within this industry. The description reflects how AI models characterize users making queries in this segment.
Domains recommended for this persona are scored based on how frequently they appear in persona-specific queries — which may differ from the industry-wide rankings above.
My needs are different from a one-night guest because I want a place that stays affordable over multiple nights and is livable for longer stretches.
I look for weekly rates, reliable housekeeping, laundry access, decent Wi-Fi, a fridge or kitchenette if possible, and enough storage or space to settle in without feeling cramped.
Signal correlations calculated only for domains recommended in the context of this persona's queries. These may differ from the industry-wide pattern above.
Differences from the overall industry table reveal which signals matter specifically for reaching this audience — useful for targeting content strategy and acquisition priorities for this segment.
| Signal | ρ (Spearman) | R² | n | Rank Influence |
|---|---|---|---|---|
| Homepage Keywords | +0.353 | 12.5% | 28 | Dominant |
| Best Search Engine RankLower rank = better | -0.306 | 9.4% | 22 | Dominant |
| HC | -0.266 | 7.1% | 31 | Strong |
| PageRank | -0.176 | 3.1% | 31 | Confirmed |
| Reddit Comments | -0.174 | 3% | 15 | Confirmed |
| Reddit Posts | +0.162 | 2.6% | 15 | Confirmed |
| Backlink Count | -0.134 | 1.8% | 31 | Confirmed |
| Wikidata | +0.126 | 1.6% | 7 | Confirmed |
| Search Engine Appearances | -0.087 | 0.8% | 22 | Emerging |
| Avg Search Engine RankLower rank = better | +0.067 | 0.5% | 22 | Emerging |
| Common Crawl | +0.032 | 0.1% | 26 | Baseline |
How often AI recommended each domain when answering Extended Stay Worker queries within Budget hotel chains. Each persona has 25 query runs — count is raw appearances, percentage is out of those runs.
Compare with the industry-wide charts above to see which domains over- or under-index for this specific audience segment.
Signal matrix for the top 25 LLM-recommended domains filtered to this persona's query context.
Look for patterns in which signal combinations characterize domains that resonate specifically with this audience — these may differ from industry-wide norms and point to persona-specific ranking drivers.
| Domain | LLM % | SE # | SE Best Rank | Backlinks | PageRank | AUC | SE OBL | Crawl | Reddit Cmts | Reddit Posts | Wikipedia | Wikidata | Homepage | Industries |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| extendedstayamerica.com | 100.0% | 250 | 1 | 1.2K | 52 | 33.3K | 2.8K | 2K | — | 2 | 19 | — | 160 | Budget hotel chains |
| intownsuites.com | 100.0% | 37 | 2 | 149 | 37 | 4.2K | 697 | — | — | — | — | — | 100 | Budget hotel chains |
| woodspring.com | 96.0% | 148 | 1 | 415 | 47 | 11.3K | 2K | 27 | — | — | — | — | 76 | Budget hotel chains |
| myplacehotels.com | 96.0% | 10 | 6 | 332 | 42 | 9.1K | 265 | 1 | — | — | — | — | 46 | Budget hotel chains |
| sonesta.com | 88.0% | 116 | 4 | 6.5K | 60 | 124.3K | 3K | 144 | — | 13 | 4 | — | 96 | Budget hotel chains, Hotels & resorts |
| candlewoodsuites.com | 84.0% | — | — | 351 | 42 | 10.4K | 273 | 131 | — | — | — | — | 156 | Budget hotel chains |
| choicehotels.com | 60.0% | 135 | 1 | 13.8K | 68 | 304.4K | 8.4K | 401 | 4 | 345 | 45 | 36 | 26 | Budget hotel chains, Hotels & resorts |
| stayapt.com | 60.0% | 8 | 12 | 82 | 27 | 2.5K | 187 | — | — | — | — | — | 76 | Budget hotel chains |
| towneplacesuites.com | 40.0% | — | — | 36 | 25 | 1.4K | — | — | — | — | — | — | 56 | Budget hotel chains |
| booking.com | 40.0% | 664 | 1 | 134.7K | 78 | 1.9M | 42.7K | 265.7K | 26.1K | 28K | 2.8K | 44 | — | Airlines, Budget hotel chains, Car rental brands, Hotels & resorts, Online travel agencies, Vacation rental platforms |
| suburbanstudios.com | 36.0% | — | — | — | — | — | — | — | — | — | — | — | 86 | Budget hotel chains |
| mainstayhotels.com | 24.0% | — | — | — | — | — | — | — | — | — | — | — | — | Budget hotel chains |
| redroof.com | 24.0% | 46 | 2 | 1.5K | 53 | 40.9K | 2.6K | 60 | 2 | — | 36 | — | 8 | Budget hotel chains, Hotels & resorts |
| wyndhamhotels.com | 20.0% | 148 | 3 | 15.2K | 68 | 330.2K | 8.6K | 160 | 4 | — | 84 | — | 265 | Budget hotel chains, Hotels & resorts |
| hotels.com | 20.0% | 530 | 1 | 15.1K | 67 | 286.4K | 7.2K | 228.3K | 4.3K | 8.8K | 1.5K | 25 | 8 | Airlines, Budget hotel chains, Hotels & resorts, Luxury hotels, Online travel agencies, Vacation rental platforms |
| ihg.com | 16.0% | 277 | 1 | 35.9K | 72 | 814.6K | 19.3K | 2.1K | 61 | 43 | 38 | — | 220 | Budget hotel chains, Hotels & resorts, Luxury hotels |
| mainstay.com | 8.0% | 2 | 66 | 253 | 49 | 10.2K | 48 | 77 | 1 | — | — | — | 60 | Budget hotel chains |
| hilton.com | 8.0% | 412 | 1 | 65K | 76 | 1.5M | 21.3K | 2.1K | 212 | 299 | 339 | 131 | 7 | Budget hotel chains, Hotels & resorts, Luxury hotels |
| bookings.com | 8.0% | — | — | 148 | 46 | 3.2K | 125 | 4K | 259 | 181 | 1 | — | — | Budget hotel chains, Vacation rental platforms |
| hotelplanner.com | 8.0% | 160 | 1 | 2.5K | 60 | 44.2K | 4.9K | 484 | 29 | 24 | 55 | — | 116 | Budget hotel chains |
| marriott.com | 8.0% | 613 | 1 | 89.4K | 78 | 1.9M | 34K | 1.7K | 273 | 249 | 532 | 109 | 32 | Budget hotel chains, Credit cards, Hotels & resorts, Luxury hotels, Vacation rental platforms |
| hoteltonight.com | 8.0% | 76 | 1 | 1.6K | 55 | 46.3K | 3.1K | 60 | 3 | 3 | 18 | 18 | 24 | Budget hotel chains, Hotels & resorts, Online travel agencies |
| woodspringsuites.com | 4.0% | — | — | 4 | 3 | 92 | — | 4 | — | — | — | — | — | Budget hotel chains |
| mainstaysuites.com | 4.0% | — | — | 22 | 40 | 831 | — | 1 | — | — | — | — | 144 | Budget hotel chains |
| studio6.com | 4.0% | 31 | 3 | 83 | 39 | 2.1K | 36 | — | — | — | — | — | 24 | Budget hotel chains |
Domains in Google search results for Extended Stay Worker queries within Budget hotel chains. Counts reflect only the Google search results for keywords mapped to this persona — filtered to domains that appear in this industry.
Note: the number of results naturally varies by persona because different query intents return different domains. A persona with fewer results here is not a data gap — it reflects that those specific queries surface a narrower or different set of sites.
Backlink authority rankings for top domains within this persona segment.
Authority signals reflect broader domain strength that generally carries across personas. High-authority domains appearing only in some personas may indicate specialized trust or content relevance that isn't fully general.
| # | Domain | PageRank | Backlinks | AUC | HC | LLM Score |
|---|---|---|---|---|---|---|
| 1 | google.com | 16.9M | 154.5M | 97.0000 | 61.7% | |
| 2 | tripadvisor.com | 199.6K | 2.7M | 43.0000 | 64.6% | |
| 3 | booking.com | 134.7K | 1.9M | 40.0000 | 77.9% | |
| 4 | marriott.com | 89.4K | 1.9M | 37.0000 | 81.3% | |
| 5 | hilton.com | 65K | 1.5M | 37.0000 | 95.7% | |
| 6 | hyatt.com | 37.5K | 841.7K | 37.0000 | 71.1% | |
| 7 | ihg.com | 35.9K | 814.6K | 36.0000 | 93.8% | |
| 8 | accor.com | 22.9K | 513.1K | 37.0000 | 72.0% | |
| 9 | expedia.com | 19.7K | 374.9K | 36.0000 | 81.5% | |
| 10 | agoda.com | 17.4K | 264.4K | 37.0000 | 63.6% | |
| 11 | wyndhamhotels.com | 15.2K | 330.2K | 34.0000 | 93.2% | |
| 12 | hotels.com | 15.1K | 286.4K | 36.0000 | 77.6% | |
| 13 | choicehotels.com | 13.8K | 304.4K | 34.0000 | 91.5% | |
| 14 | bestwestern.com | 12.3K | 263.2K | 35.0000 | 92.4% | |
| 15 | radissonhotels.com | 11.1K | 258.8K | 35.0000 | 67.0% | |
| 16 | hostelworld.com | 7.9K | 148.3K | 35.0000 | 85.2% | |
| 17 | sonesta.com | 6.5K | 124.3K | 34.0000 | 62.3% | |
| 18 | guestreservations.com | 4.3K | 101K | 25.0000 | 48.7% | |
| 19 | premierinn.com | 3.9K | 92.8K | 34.0000 | 88.7% | |
| 20 | holidayinn.com | 3.3K | 84.4K | 25.0000 | 47.0% | |
| 21 | hiexpress.com | 2.8K | 71.7K | 33.0000 | 58.3% | |
| 22 | travelodge.co.uk | 2.6K | 64K | 34.0000 | 78.3% | |
| 23 | hotelplanner.com | 2.5K | 44.2K | 26.0000 | 28.7% | |
| 24 | motel-one.com | 2.4K | 69.7K | 33.0000 | 33.9% | |
| 25 | toyoko-inn.com | 2.4K | 51.5K | 33.0000 | 7.0% |
This persona represents a distinct audience segment identified from LLM query patterns within this industry. The description reflects how AI models characterize users making queries in this segment.
Domains recommended for this persona are scored based on how frequently they appear in persona-specific queries — which may differ from the industry-wide rankings above.
I want clear pet policies, reasonable pet fees, easy outdoor access, and rooms that feel clean and comfortable rather than like pet-friendly is an afterthought.
Price still matters a lot to me, but I am willing to pay a little more for convenience, safety, and transparency.
Signal correlations calculated only for domains recommended in the context of this persona's queries. These may differ from the industry-wide pattern above.
Differences from the overall industry table reveal which signals matter specifically for reaching this audience — useful for targeting content strategy and acquisition priorities for this segment.
| Signal | ρ (Spearman) | R² | n | Rank Influence |
|---|---|---|---|---|
| Reddit Comments | -0.812 | 65.9% | 6 | Dominant |
| Search Engine Appearances | -0.550 | 30.3% | 13 | Dominant |
| Reddit Posts | -0.310 | 9.6% | 8 | Dominant |
| HC | +0.164 | 2.7% | 29 | Confirmed |
| Avg Search Engine RankLower rank = better | +0.132 | 1.7% | 13 | Confirmed |
| Backlink Count | +0.130 | 1.7% | 29 | Confirmed |
| PageRank | +0.085 | 0.7% | 29 | Emerging |
| Common Crawl | +0.018 | 0% | 25 | Baseline |
| Best Search Engine RankLower rank = better | +0.015 | 0% | 13 | Baseline |
| Homepage Keywords | -0.005 | 0% | 29 | Baseline |
How often AI recommended each domain when answering Pet Travel Owner queries within Budget hotel chains. Each persona has 25 query runs — count is raw appearances, percentage is out of those runs.
Compare with the industry-wide charts above to see which domains over- or under-index for this specific audience segment.
Signal matrix for the top 25 LLM-recommended domains filtered to this persona's query context.
Look for patterns in which signal combinations characterize domains that resonate specifically with this audience — these may differ from industry-wide norms and point to persona-specific ranking drivers.
| Domain | LLM % | SE # | SE Best Rank | Backlinks | PageRank | AUC | SE OBL | Crawl | Reddit Cmts | Reddit Posts | Wikipedia | Wikidata | Homepage | Industries |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| redroof.com | 100.0% | 46 | 2 | 1.5K | 53 | 40.9K | 2.6K | 60 | 2 | — | 36 | — | 8 | Budget hotel chains, Hotels & resorts |
| motel6.com | 100.0% | 28 | 1 | 2K | 53 | 48.6K | 2K | 61 | — | 6 | 30 | — | 12 | Budget hotel chains, Hotels & resorts |
| laquinta.com | 100.0% | — | — | 48 | 19 | 1.1K | 36 | 6 | — | — | — | — | 230 | Budget hotel chains, Hotels & resorts |
| bestwestern.com | 100.0% | 58 | 1 | 12.3K | 66 | 263.2K | 5.4K | 229 | 13 | 249 | 29 | — | 92 | Budget hotel chains, Hotels & resorts |
| super8.com | 92.0% | — | — | 977 | 51 | 22.4K | 213 | 19 | — | 7 | — | — | 126 | Budget hotel chains |
| qualityinn.com | 80.0% | — | — | 563 | 50 | 14.7K | 232 | 1 | — | — | — | — | 128 | Budget hotel chains |
| daysinn.com | 76.0% | — | — | 1K | 52 | 24.5K | 592 | 16 | — | — | 57 | — | 189 | Budget hotel chains |
| myplacehotels.com | 72.0% | 10 | 6 | 332 | 42 | 9.1K | 265 | 1 | — | — | — | — | 46 | Budget hotel chains |
| choicehotels.com | 44.0% | 135 | 1 | 13.8K | 68 | 304.4K | 8.4K | 401 | 4 | 345 | 45 | 36 | 26 | Budget hotel chains, Hotels & resorts |
| candlewoodsuites.com | 36.0% | — | — | 351 | 42 | 10.4K | 273 | 131 | — | — | — | — | 156 | Budget hotel chains |
| extendedstayamerica.com | 28.0% | 250 | 1 | 1.2K | 52 | 33.3K | 2.8K | 2K | — | 2 | 19 | — | 160 | Budget hotel chains |
| econo-lodge.com | 28.0% | — | — | 1 | 2 | 6 | — | — | — | — | — | — | 70 | Budget hotel chains |
| travelodge.com | 24.0% | — | — | 355 | 48 | 8.9K | 233 | 16 | — | — | — | — | 124 | Budget hotel chains |
| druryhotels.com | 20.0% | 42 | 5 | 1.6K | 56 | 43.7K | 1.7K | 24 | — | — | 30 | — | 56 | Budget hotel chains, Hotels & resorts |
| americasbestvalueinn.com | 20.0% | — | — | 224 | 38 | 5.7K | 64 | 2 | — | — | — | — | 28 | Budget hotel chains |
| wyndhamhotels.com | 12.0% | 148 | 3 | 15.2K | 68 | 330.2K | 8.6K | 160 | 4 | — | 84 | — | 265 | Budget hotel chains, Hotels & resorts |
| woodspring.com | 12.0% | 148 | 1 | 415 | 47 | 11.3K | 2K | 27 | — | — | — | — | 76 | Budget hotel chains |
| comfortinn.com | 8.0% | — | — | 805 | 53 | 20.3K | 250 | 2 | — | — | — | — | 116 | Budget hotel chains |
| my6.com | 8.0% | — | — | 2 | 26 | 67 | — | — | — | — | — | — | 10 | Budget hotel chains |
| sleepinn.com | 4.0% | — | — | 218 | 44 | 5.7K | 53 | 1 | — | — | — | — | 120 | Budget hotel chains |
| surestay.com | 4.0% | — | — | 53 | 36 | 1K | — | 1 | — | — | — | — | 84 | Budget hotel chains |
| rodewayinn.com | 4.0% | — | — | 104 | 42 | 3K | 36 | 1 | — | — | — | — | 100 | Budget hotel chains |
| sonesta.com | 4.0% | 116 | 4 | 6.5K | 60 | 124.3K | 3K | 144 | — | 13 | 4 | — | 96 | Budget hotel chains, Hotels & resorts |
| stayapt.com | 4.0% | 8 | 12 | 82 | 27 | 2.5K | 187 | — | — | — | — | — | 76 | Budget hotel chains |
| microtelinn.com | 4.0% | — | — | 269 | 41 | 7.1K | 153 | 3 | — | — | — | — | 196 | Budget hotel chains |
Domains in Google search results for Pet Travel Owner queries within Budget hotel chains. Counts reflect only the Google search results for keywords mapped to this persona — filtered to domains that appear in this industry.
Note: the number of results naturally varies by persona because different query intents return different domains. A persona with fewer results here is not a data gap — it reflects that those specific queries surface a narrower or different set of sites.
Backlink authority rankings for top domains within this persona segment.
Authority signals reflect broader domain strength that generally carries across personas. High-authority domains appearing only in some personas may indicate specialized trust or content relevance that isn't fully general.
| # | Domain | PageRank | Backlinks | AUC | HC | LLM Score |
|---|---|---|---|---|---|---|
| 1 | google.com | 16.9M | 154.5M | 97.0000 | 61.7% | |
| 2 | tripadvisor.com | 199.6K | 2.7M | 43.0000 | 64.6% | |
| 3 | booking.com | 134.7K | 1.9M | 40.0000 | 77.9% | |
| 4 | marriott.com | 89.4K | 1.9M | 37.0000 | 81.3% | |
| 5 | hilton.com | 65K | 1.5M | 37.0000 | 95.7% | |
| 6 | hyatt.com | 37.5K | 841.7K | 37.0000 | 71.1% | |
| 7 | ihg.com | 35.9K | 814.6K | 36.0000 | 93.8% | |
| 8 | accor.com | 22.9K | 513.1K | 37.0000 | 72.0% | |
| 9 | expedia.com | 19.7K | 374.9K | 36.0000 | 81.5% | |
| 10 | agoda.com | 17.4K | 264.4K | 37.0000 | 63.6% | |
| 11 | wyndhamhotels.com | 15.2K | 330.2K | 34.0000 | 93.2% | |
| 12 | hotels.com | 15.1K | 286.4K | 36.0000 | 77.6% | |
| 13 | choicehotels.com | 13.8K | 304.4K | 34.0000 | 91.5% | |
| 14 | bestwestern.com | 12.3K | 263.2K | 35.0000 | 92.4% | |
| 15 | radissonhotels.com | 11.1K | 258.8K | 35.0000 | 67.0% | |
| 16 | hostelworld.com | 7.9K | 148.3K | 35.0000 | 85.2% | |
| 17 | sonesta.com | 6.5K | 124.3K | 34.0000 | 62.3% | |
| 18 | guestreservations.com | 4.3K | 101K | 25.0000 | 48.7% | |
| 19 | premierinn.com | 3.9K | 92.8K | 34.0000 | 88.7% | |
| 20 | holidayinn.com | 3.3K | 84.4K | 25.0000 | 47.0% | |
| 21 | hiexpress.com | 2.8K | 71.7K | 33.0000 | 58.3% | |
| 22 | travelodge.co.uk | 2.6K | 64K | 34.0000 | 78.3% | |
| 23 | hotelplanner.com | 2.5K | 44.2K | 26.0000 | 28.7% | |
| 24 | motel-one.com | 2.4K | 69.7K | 33.0000 | 33.9% | |
| 25 | toyoko-inn.com | 2.4K | 51.5K | 33.0000 | 7.0% |
This persona represents a distinct audience segment identified from LLM query patterns within this industry. The description reflects how AI models characterize users making queries in this segment.
Domains recommended for this persona are scored based on how frequently they appear in persona-specific queries — which may differ from the industry-wide rankings above.
In these situations, convenience and peace of mind matter even more than usual.
I want a hotel close to hospitals or clinics, with easy parking or simple transport, reliable cleanliness, a quiet environment, and staff who can handle guests with unusual schedules or extra stress.
Signal correlations calculated only for domains recommended in the context of this persona's queries. These may differ from the industry-wide pattern above.
Differences from the overall industry table reveal which signals matter specifically for reaching this audience — useful for targeting content strategy and acquisition priorities for this segment.
| Signal | ρ (Spearman) | R² | n | Rank Influence |
|---|---|---|---|---|
| Avg Search Engine RankLower rank = better | -0.453 | 20.5% | 17 | Dominant |
| HC | +0.450 | 20.3% | 25 | Dominant |
| PageRank | +0.437 | 19.1% | 25 | Dominant |
| Backlink Count | +0.410 | 16.8% | 25 | Dominant |
| Common Crawl | +0.373 | 13.9% | 23 | Dominant |
| Best Search Engine RankLower rank = better | +0.292 | 8.5% | 17 | Strong |
| Reddit Comments | -0.283 | 8% | 13 | Strong |
| Search Engine Appearances | +0.247 | 6.1% | 17 | Strong |
| Wikidata | +0.200 | 4% | 6 | Strong |
| Reddit Posts | +0.089 | 0.8% | 14 | Emerging |
| Homepage Keywords | +0.018 | 0% | 20 | Baseline |
How often AI recommended each domain when answering Medical Travel Companion queries within Budget hotel chains. Each persona has 25 query runs — count is raw appearances, percentage is out of those runs.
Compare with the industry-wide charts above to see which domains over- or under-index for this specific audience segment.
Signal matrix for the top 25 LLM-recommended domains filtered to this persona's query context.
Look for patterns in which signal combinations characterize domains that resonate specifically with this audience — these may differ from industry-wide norms and point to persona-specific ranking drivers.
| Domain | LLM % | SE # | SE Best Rank | Backlinks | PageRank | AUC | SE OBL | Crawl | Reddit Cmts | Reddit Posts | Wikipedia | Wikidata | Homepage | Industries |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| choicehotels.com | 100.0% | 135 | 1 | 13.8K | 68 | 304.4K | 8.4K | 401 | 4 | 345 | 45 | 36 | 26 | Budget hotel chains, Hotels & resorts |
| wyndhamhotels.com | 100.0% | 148 | 3 | 15.2K | 68 | 330.2K | 8.6K | 160 | 4 | — | 84 | — | 265 | Budget hotel chains, Hotels & resorts |
| bestwestern.com | 100.0% | 58 | 1 | 12.3K | 66 | 263.2K | 5.4K | 229 | 13 | 249 | 29 | — | 92 | Budget hotel chains, Hotels & resorts |
| redroof.com | 100.0% | 46 | 2 | 1.5K | 53 | 40.9K | 2.6K | 60 | 2 | — | 36 | — | 8 | Budget hotel chains, Hotels & resorts |
| ihg.com | 96.0% | 277 | 1 | 35.9K | 72 | 814.6K | 19.3K | 2.1K | 61 | 43 | 38 | — | 220 | Budget hotel chains, Hotels & resorts, Luxury hotels |
| hilton.com | 92.0% | 412 | 1 | 65K | 76 | 1.5M | 21.3K | 2.1K | 212 | 299 | 339 | 131 | 7 | Budget hotel chains, Hotels & resorts, Luxury hotels |
| marriott.com | 80.0% | 613 | 1 | 89.4K | 78 | 1.9M | 34K | 1.7K | 273 | 249 | 532 | 109 | 32 | Budget hotel chains, Credit cards, Hotels & resorts, Luxury hotels, Vacation rental platforms |
| extendedstayamerica.com | 64.0% | 250 | 1 | 1.2K | 52 | 33.3K | 2.8K | 2K | — | 2 | 19 | — | 160 | Budget hotel chains |
| sonesta.com | 56.0% | 116 | 4 | 6.5K | 60 | 124.3K | 3K | 144 | — | 13 | 4 | — | 96 | Budget hotel chains, Hotels & resorts |
| druryhotels.com | 52.0% | 42 | 5 | 1.6K | 56 | 43.7K | 1.7K | 24 | — | — | 30 | — | 56 | Budget hotel chains, Hotels & resorts |
| hyatt.com | 32.0% | 145 | 3 | 37.5K | 74 | 841.7K | 16.5K | 1.3K | 201 | 93 | 236 | 38 | — | Budget hotel chains, Credit cards, Hotels & resorts, Luxury hotels |
| g6hospitality.com | 28.0% | — | — | 149 | 39 | 4.7K | 153 | 81 | — | 2 | — | — | 44 | Budget hotel chains |
| motel6.com | 20.0% | 28 | 1 | 2K | 53 | 48.6K | 2K | 61 | — | 6 | 30 | — | 12 | Budget hotel chains, Hotels & resorts |
| hotelguides.com | 16.0% | 32 | 2 | 321 | 44 | 7.1K | 1.2K | 87 | 1 | 2 | 43 | — | 44 | Budget hotel chains |
| guestreservations.com | 12.0% | 3 | 16 | 4.3K | 59 | 101K | 749 | — | 18 | 14 | — | — | 32 | Budget hotel chains |
| hotels.com | 8.0% | 530 | 1 | 15.1K | 67 | 286.4K | 7.2K | 228.3K | 4.3K | 8.8K | 1.5K | 25 | 8 | Airlines, Budget hotel chains, Hotels & resorts, Luxury hotels, Online travel agencies, Vacation rental platforms |
| hiexpress.com | 4.0% | — | — | 2.8K | 58 | 71.7K | 200 | 20 | — | — | — | — | 140 | Budget hotel chains |
| hiltongardeninn.com | 4.0% | — | — | 381 | 47 | 11.4K | — | 16 | — | — | 35 | — | — | Budget hotel chains |
| hamptoninn.com | 4.0% | — | — | 1.5K | 54 | 41.6K | 40 | 14 | — | — | — | — | — | Budget hotel chains |
| gohilton.com | 4.0% | — | — | 0 | 0 | — | — | — | 1 | — | — | — | — | Budget hotel chains |
| qualityinn.com | 4.0% | — | — | 563 | 50 | 14.7K | 232 | 1 | — | — | — | — | 128 | Budget hotel chains |
| gosections8.com | 4.0% | — | — | — | — | — | — | — | — | — | — | — | — | Budget hotel chains |
| comfortinn.com | 4.0% | — | — | 805 | 53 | 20.3K | 250 | 2 | — | — | — | — | 116 | Budget hotel chains |
| myplacehotels.com | 4.0% | 10 | 6 | 332 | 42 | 9.1K | 265 | 1 | — | — | — | — | 46 | Budget hotel chains |
| candlewoodsuites.com | 4.0% | — | — | 351 | 42 | 10.4K | 273 | 131 | — | — | — | — | 156 | Budget hotel chains |
Domains in Google search results for Medical Travel Companion queries within Budget hotel chains. Counts reflect only the Google search results for keywords mapped to this persona — filtered to domains that appear in this industry.
Note: the number of results naturally varies by persona because different query intents return different domains. A persona with fewer results here is not a data gap — it reflects that those specific queries surface a narrower or different set of sites.
Backlink authority rankings for top domains within this persona segment.
Authority signals reflect broader domain strength that generally carries across personas. High-authority domains appearing only in some personas may indicate specialized trust or content relevance that isn't fully general.
| # | Domain | PageRank | Backlinks | AUC | HC | LLM Score |
|---|---|---|---|---|---|---|
| 1 | google.com | 16.9M | 154.5M | 97.0000 | 61.7% | |
| 2 | tripadvisor.com | 199.6K | 2.7M | 43.0000 | 64.6% | |
| 3 | booking.com | 134.7K | 1.9M | 40.0000 | 77.9% | |
| 4 | marriott.com | 89.4K | 1.9M | 37.0000 | 81.3% | |
| 5 | hilton.com | 65K | 1.5M | 37.0000 | 95.7% | |
| 6 | hyatt.com | 37.5K | 841.7K | 37.0000 | 71.1% | |
| 7 | ihg.com | 35.9K | 814.6K | 36.0000 | 93.8% | |
| 8 | accor.com | 22.9K | 513.1K | 37.0000 | 72.0% | |
| 9 | expedia.com | 19.7K | 374.9K | 36.0000 | 81.5% | |
| 10 | agoda.com | 17.4K | 264.4K | 37.0000 | 63.6% | |
| 11 | wyndhamhotels.com | 15.2K | 330.2K | 34.0000 | 93.2% | |
| 12 | hotels.com | 15.1K | 286.4K | 36.0000 | 77.6% | |
| 13 | choicehotels.com | 13.8K | 304.4K | 34.0000 | 91.5% | |
| 14 | bestwestern.com | 12.3K | 263.2K | 35.0000 | 92.4% | |
| 15 | radissonhotels.com | 11.1K | 258.8K | 35.0000 | 67.0% | |
| 16 | hostelworld.com | 7.9K | 148.3K | 35.0000 | 85.2% | |
| 17 | sonesta.com | 6.5K | 124.3K | 34.0000 | 62.3% | |
| 18 | guestreservations.com | 4.3K | 101K | 25.0000 | 48.7% | |
| 19 | premierinn.com | 3.9K | 92.8K | 34.0000 | 88.7% | |
| 20 | holidayinn.com | 3.3K | 84.4K | 25.0000 | 47.0% | |
| 21 | hiexpress.com | 2.8K | 71.7K | 33.0000 | 58.3% | |
| 22 | travelodge.co.uk | 2.6K | 64K | 34.0000 | 78.3% | |
| 23 | hotelplanner.com | 2.5K | 44.2K | 26.0000 | 28.7% | |
| 24 | motel-one.com | 2.4K | 69.7K | 33.0000 | 33.9% | |
| 25 | toyoko-inn.com | 2.4K | 51.5K | 33.0000 | 7.0% |
This persona represents a distinct audience segment identified from LLM query patterns within this industry. The description reflects how AI models characterize users making queries in this segment.
Domains recommended for this persona are scored based on how frequently they appear in persona-specific queries — which may differ from the industry-wide rankings above.
My priorities are affordable rates, strong and reliable Wi-Fi, a comfortable bed, a workable desk or table, and a room where I can take calls without constant disruption.
I am usually staying a few nights to a couple of weeks, so location matters too.
Signal correlations calculated only for domains recommended in the context of this persona's queries. These may differ from the industry-wide pattern above.
Differences from the overall industry table reveal which signals matter specifically for reaching this audience — useful for targeting content strategy and acquisition priorities for this segment.
| Signal | ρ (Spearman) | R² | n | Rank Influence |
|---|---|---|---|---|
| Common Crawl | +0.501 | 25.1% | 27 | Dominant |
| Reddit Posts | +0.492 | 24.2% | 10 | Dominant |
| Best Search Engine RankLower rank = better | +0.488 | 23.8% | 13 | Dominant |
| PageRank | +0.477 | 22.7% | 27 | Dominant |
| Backlink Count | +0.477 | 22.7% | 27 | Dominant |
| HC | +0.420 | 17.6% | 27 | Dominant |
| Wikidata | +0.400 | 16% | 5 | Dominant |
| Search Engine Appearances | +0.314 | 9.8% | 13 | Dominant |
| Reddit Comments | +0.303 | 9.2% | 12 | Dominant |
| Avg Search Engine RankLower rank = better | +0.275 | 7.6% | 13 | Strong |
| Homepage Keywords | +0.094 | 0.9% | 25 | Emerging |
How often AI recommended each domain when answering Digital Nomad Saver queries within Budget hotel chains. Each persona has 25 query runs — count is raw appearances, percentage is out of those runs.
Compare with the industry-wide charts above to see which domains over- or under-index for this specific audience segment.
Signal matrix for the top 25 LLM-recommended domains filtered to this persona's query context.
Look for patterns in which signal combinations characterize domains that resonate specifically with this audience — these may differ from industry-wide norms and point to persona-specific ranking drivers.
| Domain | LLM % | SE # | SE Best Rank | Backlinks | PageRank | AUC | SE OBL | Crawl | Reddit Cmts | Reddit Posts | Wikipedia | Wikidata | Homepage | Industries |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| bestwestern.com | 100.0% | 58 | 1 | 12.3K | 66 | 263.2K | 5.4K | 229 | 13 | 249 | 29 | — | 92 | Budget hotel chains, Hotels & resorts |
| choicehotels.com | 100.0% | 135 | 1 | 13.8K | 68 | 304.4K | 8.4K | 401 | 4 | 345 | 45 | 36 | 26 | Budget hotel chains, Hotels & resorts |
| bwhhotels.com | 96.0% | 2 | 37 | 101 | 47 | 2.6K | 206 | 5 | — | — | — | — | 6 | Budget hotel chains |
| premierinn.com | 88.0% | 13 | 44 | 3.9K | 60 | 92.8K | 440 | 20 | — | 14 | 18 | — | 96 | Budget hotel chains |
| wyndhamhotels.com | 76.0% | 148 | 3 | 15.2K | 68 | 330.2K | 8.6K | 160 | 4 | — | 84 | — | 265 | Budget hotel chains, Hotels & resorts |
| ihg.com | 64.0% | 277 | 1 | 35.9K | 72 | 814.6K | 19.3K | 2.1K | 61 | 43 | 38 | — | 220 | Budget hotel chains, Hotels & resorts, Luxury hotels |
| motel6.com | 60.0% | 28 | 1 | 2K | 53 | 48.6K | 2K | 61 | — | 6 | 30 | — | 12 | Budget hotel chains, Hotels & resorts |
| holidayinnexpress.com | 48.0% | — | — | 316 | 48 | 8.8K | 126 | 21 | — | — | — | — | 140 | Budget hotel chains |
| hamptoninn.com | 44.0% | — | — | 1.5K | 54 | 41.6K | 40 | 14 | — | — | — | — | — | Budget hotel chains |
| hilton.com | 40.0% | 412 | 1 | 65K | 76 | 1.5M | 21.3K | 2.1K | 212 | 299 | 339 | 131 | 7 | Budget hotel chains, Hotels & resorts, Luxury hotels |
| marriott.com | 36.0% | 613 | 1 | 89.4K | 78 | 1.9M | 34K | 1.7K | 273 | 249 | 532 | 109 | 32 | Budget hotel chains, Credit cards, Hotels & resorts, Luxury hotels, Vacation rental platforms |
| travelodge.co.uk | 36.0% | 10 | 45 | 2.6K | 58 | 64K | 359 | 20 | 4 | — | 18 | — | 96 | Budget hotel chains |
| motelone.com | 32.0% | — | — | 7 | 16 | 283 | — | — | — | — | — | — | 22 | Budget hotel chains |
| redroof.com | 32.0% | 46 | 2 | 1.5K | 53 | 40.9K | 2.6K | 60 | 2 | — | 36 | — | 8 | Budget hotel chains, Hotels & resorts |
| ibis.com | 24.0% | — | — | 2.4K | 55 | 58.5K | 44 | 20 | — | — | 6 | — | 64 | Budget hotel chains |
| accor.com | 16.0% | 99 | 2 | 22.9K | 72 | 513.1K | 33 | 1.3K | 8 | 38 | 81 | — | 20 | Budget hotel chains, Hotels & resorts, Luxury hotels |
| super8.com | 12.0% | — | — | 977 | 51 | 22.4K | 213 | 19 | — | 7 | — | — | 126 | Budget hotel chains |
| hyatt.com | 8.0% | 145 | 3 | 37.5K | 74 | 841.7K | 16.5K | 1.3K | 201 | 93 | 236 | 38 | — | Budget hotel chains, Credit cards, Hotels & resorts, Luxury hotels |
| fairfield.marriott.com | 8.0% | — | — | — | — | — | 821 | 141 | 11 | — | 13 | 13 | 40 | Budget hotel chains |
| hyattplace.com | 8.0% | — | — | 80 | 49 | 2.8K | — | 1 | — | — | — | — | — | Budget hotel chains |
| hiex.com | 8.0% | — | — | — | — | — | — | — | — | — | — | — | 136 | Budget hotel chains |
| tru.com | 8.0% | — | — | 20 | 11 | 522 | — | 1 | — | — | 5 | — | — | Budget hotel chains |
| hampton.com | 4.0% | — | — | 187 | 46 | 5.4K | — | 4 | — | — | 36 | — | — | Budget hotel chains |
| hamptoninn3.hilton.com | 4.0% | — | — | — | — | — | 746 | 25.6K | — | — | 15 | — | — | Budget hotel chains |
| tru.byhilton.com | 4.0% | — | — | — | — | — | — | — | — | — | — | — | — | Budget hotel chains |
Domains in Google search results for Digital Nomad Saver queries within Budget hotel chains. Counts reflect only the Google search results for keywords mapped to this persona — filtered to domains that appear in this industry.
Note: the number of results naturally varies by persona because different query intents return different domains. A persona with fewer results here is not a data gap — it reflects that those specific queries surface a narrower or different set of sites.
Backlink authority rankings for top domains within this persona segment.
Authority signals reflect broader domain strength that generally carries across personas. High-authority domains appearing only in some personas may indicate specialized trust or content relevance that isn't fully general.
| # | Domain | PageRank | Backlinks | AUC | HC | LLM Score |
|---|---|---|---|---|---|---|
| 1 | google.com | 16.9M | 154.5M | 97.0000 | 61.7% | |
| 2 | tripadvisor.com | 199.6K | 2.7M | 43.0000 | 64.6% | |
| 3 | booking.com | 134.7K | 1.9M | 40.0000 | 77.9% | |
| 4 | marriott.com | 89.4K | 1.9M | 37.0000 | 81.3% | |
| 5 | hilton.com | 65K | 1.5M | 37.0000 | 95.7% | |
| 6 | hyatt.com | 37.5K | 841.7K | 37.0000 | 71.1% | |
| 7 | ihg.com | 35.9K | 814.6K | 36.0000 | 93.8% | |
| 8 | accor.com | 22.9K | 513.1K | 37.0000 | 72.0% | |
| 9 | expedia.com | 19.7K | 374.9K | 36.0000 | 81.5% | |
| 10 | agoda.com | 17.4K | 264.4K | 37.0000 | 63.6% | |
| 11 | wyndhamhotels.com | 15.2K | 330.2K | 34.0000 | 93.2% | |
| 12 | hotels.com | 15.1K | 286.4K | 36.0000 | 77.6% | |
| 13 | choicehotels.com | 13.8K | 304.4K | 34.0000 | 91.5% | |
| 14 | bestwestern.com | 12.3K | 263.2K | 35.0000 | 92.4% | |
| 15 | radissonhotels.com | 11.1K | 258.8K | 35.0000 | 67.0% | |
| 16 | hostelworld.com | 7.9K | 148.3K | 35.0000 | 85.2% | |
| 17 | sonesta.com | 6.5K | 124.3K | 34.0000 | 62.3% | |
| 18 | guestreservations.com | 4.3K | 101K | 25.0000 | 48.7% | |
| 19 | premierinn.com | 3.9K | 92.8K | 34.0000 | 88.7% | |
| 20 | holidayinn.com | 3.3K | 84.4K | 25.0000 | 47.0% | |
| 21 | hiexpress.com | 2.8K | 71.7K | 33.0000 | 58.3% | |
| 22 | travelodge.co.uk | 2.6K | 64K | 34.0000 | 78.3% | |
| 23 | hotelplanner.com | 2.5K | 44.2K | 26.0000 | 28.7% | |
| 24 | motel-one.com | 2.4K | 69.7K | 33.0000 | 33.9% | |
| 25 | toyoko-inn.com | 2.4K | 51.5K | 33.0000 | 7.0% |