GPU / AI infrastructure vendors
Search Engine Appearances ρ=0.535A 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 GPU / AI infrastructure vendors industry covers 144 domains in this dataset. The most LLM-recommended vendors include nvidia.com and hpe.com and lenovo.com.
Within this industry, the strongest predictor of LLM recommendations is Search Engine Appearances (ρ=0.535, n=102 (vs. ρ=0.241 across all industries)). SE Outbound Links follows as second-strongest (ρ=0.478).
hpe.com, lenovo.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, microsoft.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: Search Engine Appearances (ρ=0.535), SE Outbound Links (ρ=0.478), Common Crawl (ρ=0.428), Wikipedia Citations (ρ=0.408), Best Search Engine Rank (ρ=0.406), PageRank (ρ=0.395), Backlink Count (ρ=0.390), BL Authority (ρ=0.386), BL Authority (Exp) (ρ=0.381), Reddit Comments (ρ=0.339), HC (ρ=0.272), Wikidata (ρ=0.247), Reddit Posts (ρ=0.240).
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 144 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 |
|---|---|---|---|---|
| Search Engine Appearances | +0.535 | 28.7% | 102 | Dominant |
| SE Outbound Links | +0.478 | 22.9% | 115 | Dominant |
| Common Crawl | +0.428 | 18.3% | 120 | Dominant |
| Wikipedia Citations | +0.408 | 16.6% | 77 | Dominant |
| Best Search Engine Rank | +0.406 | 16.5% | 102 | Dominant |
| PageRank | +0.395 | 15.6% | 128 | Dominant |
| Backlink Count | +0.390 | 15.2% | 128 | Dominant |
| BL Authority | +0.386 | 14.9% | 128 | Dominant |
| BL Authority (Exp) | +0.381 | 14.5% | 128 | Dominant |
| Reddit Comments | +0.339 | 11.5% | 78 | Dominant |
| HC | +0.272 | 7.4% | 128 | Strong |
| Wikidata | +0.247 | 6.1% | 41 | Strong |
| Reddit Posts | +0.240 | 5.8% | 81 | Strong |
| Avg Search Engine Rank | -0.051 | 0.3% | 102 | Emerging |
| Homepage Keywords | +0.015 | 0% | 119 | Baseline |
How often AI models recommended each domain when answering GPU / AI infrastructure vendors 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| nvidia.com | 84.4% | 598 | 1 | 51.8K | 76 | 1.3M | 24.5K | 787 | 163 | 378 | 724 | 82 | 261 | Enterprise AI platforms, GPU / AI infrastructure vendors, Server hardware for enterprises |
| hpe.com | 71.6% | 465 | 1 | 16K | 73 | 389K | 18.3K | 17.8K | 2 | 1 | 467 | 21 | 196 | Cloud infrastructure services, GPU / AI infrastructure vendors, Managed network services, Server hardware for enterprises |
| lenovo.com | 70.9% | 153 | 1 | 30.8K | 72 | 691K | 7.5K | 620 | 299 | 1.3K | 465 | 89 | 156 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| supermicro.com | 69.1% | 255 | 1 | 3.5K | 64 | 98.5K | 5.9K | 145 | 3 | 107 | 131 | — | 176 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| dell.com | 44.0% | 343 | 1 | 38K | 74 | 866.4K | 18K | 816 | 468 | 445 | 1.2K | 123 | 48 | Cloud infrastructure services, GPU / AI infrastructure vendors, Server hardware for enterprises |
| lambda.ai | 43.6% | 60 | 4 | 328 | 63 | 11.2K | 2.3K | 207 | 60 | 130 | — | — | 68 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| coreweave.com | 39.3% | 159 | 1 | 1.1K | 63 | 35.2K | 3.7K | 154 | 15 | 285 | 41 | — | 132 | GPU / AI infrastructure vendors |
| crusoe.ai | 36.7% | 69 | 5 | 499 | 52 | 16.7K | 1.3K | 76 | 3 | 5 | — | — | 176 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| amd.com | 34.2% | 128 | 2 | 26.8K | 75 | 594.6K | 4.7K | 246 | 79 | 275 | 753 | 81 | 148 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| delltechnologies.com | 28.7% | 69 | 1 | 4.9K | 68 | 158.9K | 1.5K | 99 | 1 | — | 52 | 17 | 36 | Cloud infrastructure services, GPU / AI infrastructure vendors, Healthcare IT for providers, Server hardware for enterprises |
| together.ai | 26.2% | 25 | 6 | 1.6K | 63 | 48K | 1.2K | 1.2K | 144 | 155 | 27 | — | 76 | GPU / AI infrastructure vendors |
| cisco.com | 21.8% | 533 | 1 | 60.8K | 77 | 1.6M | 27.8K | 2.6K | 37 | 229 | 1.3K | 73 | 52 | Cloud infrastructure services, Customer support / contact center software, GPU / AI infrastructure vendors, Managed network services, Server hardware for enterprises |
| runpod.io | 21.1% | 144 | 1 | 873 | 54 | 24K | 3.7K | 160 | 173 | 233 | — | — | 80 | GPU / AI infrastructure vendors |
| ibm.com | 18.9% | 758 | 1 | 125K | 83 | 3.1M | 125.9K | 3.2K | 24 | 924 | 3.6K | 321 | 87 | Cloud infrastructure services, Data analytics / BI software, Data-warehouse / lakehouse platforms, Enterprise AI platforms, Enterprise search & knowledge copilots, GPU / AI infrastructure vendors, HR consulting, Managed network services, Marketing automation software, Procurement software, Server hardware for enterprises |
| aws.amazon.com | 18.5% | 945 | 1 | — | — | — | 142.2K | 120.2K | 2.2K | 5.9K | 5.5K | 433 | 40 | Cloud infrastructure services, Customer support / contact center software, Data analytics / BI software, Data-warehouse / lakehouse platforms, Enterprise AI platforms, Enterprise search & knowledge copilots, GPU / AI infrastructure vendors |
| gigabyte.com | 18.5% | 35 | 1 | 5.7K | 65 | 126.8K | 1.4K | 52 | 25 | 18 | 48 | 4 | 12 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| oracle.com | 14.2% | 1K | 1 | 75.6K | 85 | 1.9M | 94K | 1.7K | 36 | 62 | 2K | 176 | 28 | Accounting software, Cloud infrastructure services, CRM software, CRO / clinical services, Customer support / contact center software, Data analytics / BI software, Data-warehouse / lakehouse platforms, Enterprise AI platforms, ERP software, GPU / AI infrastructure vendors, Healthcare IT for providers, Healthcare practice-management software, HR/payroll software, Marketing automation software, Procurement software, Server hardware for enterprises |
| vast.ai | 13.8% | 59 | 1 | 401 | 50 | 11.3K | 3.2K | 691 | 749 | 808 | — | — | 48 | GPU / AI infrastructure vendors |
| netapp.com | 13.5% | 65 | 4 | 5.2K | 71 | 166.1K | 3.7K | 91 | 1 | 351 | 128 | 24 | 108 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| eviden.com | 12.4% | — | — | 797 | 59 | 28K | 220 | 748 | 7 | 5 | 68 | — | 96 | CRO / clinical services, GPU / AI infrastructure vendors, Server hardware for enterprises |
| vastdata.com | 12.4% | 28 | 1 | 682 | 53 | 22.5K | 1K | 165 | 2 | — | 19 | 19 | 59 | GPU / AI infrastructure vendors |
| azure.microsoft.com | 11.6% | 252 | 1 | — | — | — | 67.4K | 41.3K | 587 | 1.5K | 2K | 233 | 228 | Cloud infrastructure services, Data-warehouse / lakehouse platforms, Enterprise AI platforms, GPU / AI infrastructure vendors |
| vultr.com | 10.9% | 58 | 4 | 5.2K | 67 | 104.7K | 3.7K | 162 | 23 | 32 | 17 | — | 180 | Cloud infrastructure services, Colocation interconnection services, Data center colocation, GPU / AI infrastructure vendors |
| modal.com | 10.9% | 33 | 14 | 860 | 59 | 25.5K | 746 | 357 | 133 | 143 | 34 | — | 60 | GPU / AI infrastructure vendors |
| purestorage.com | 10.9% | 91 | 1 | 2.5K | 62 | 82.7K | 2.7K | 13 | — | — | 18 | 18 | 136 | GPU / AI infrastructure vendors, Healthcare IT for providers |
Domains appearing most frequently in Google search results for GPU / AI infrastructure vendors 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 | microsoft.com | 1.3M | 19.5M | 51.0000 | 78.3% | |
| 3 | amazon.com | 1.1M | 16.4M | 49.0000 | 66.5% | |
| 4 | ovhcloud.com | 162K | 397.3K | 36.0000 | 60.8% | |
| 5 | ibm.com | 125K | 3.1M | 44.0000 | 75.5% | |
| 6 | samsung.com | 79.9K | 1.7M | 42.0000 | 46.4% | |
| 7 | oracle.com | 75.6K | 1.9M | 45.0000 | 86.8% | |
| 8 | cisco.com | 60.8K | 1.6M | 40.0000 | 70.7% | |
| 9 | nvidia.com | 51.8K | 1.3M | 40.0000 | 86.7% | |
| 10 | intel.com | 43.6K | 1.1M | 44.0000 | 75.5% | |
| 11 | dell.com | 38K | 866.4K | 39.0000 | 79.7% | |
| 12 | siemens.com | 32.8K | 801.2K | 37.0000 | 69.2% | |
| 13 | lenovo.com | 30.8K | 691K | 37.0000 | 98.0% | |
| 14 | redhat.com | 28.7K | 800.5K | 44.0000 | 60.3% | |
| 15 | asus.com | 27.5K | 550K | 36.0000 | 77.2% | |
| 16 | amd.com | 26.8K | 594.6K | 38.0000 | 75.8% | |
| 17 | vmware.com | 25.5K | 643.6K | 39.0000 | 74.4% | |
| 18 | digitalocean.com | 22K | 549.6K | 38.0000 | 74.3% | |
| 19 | hpe.com | 16K | 389K | 36.0000 | 80.9% | |
| 20 | fujitsu.com | 16K | 408.5K | 38.0000 | 60.0% | |
| 21 | azure.com | 14.1K | 382.7K | 39.0000 | 58.8% | |
| 22 | volvocars.com | 10.8K | 260.6K | 36.0000 | 51.0% | |
| 23 | gigabyte.com | 5.7K | 126.8K | 28.0000 | 91.2% | |
| 24 | vultr.com | 5.2K | 104.7K | 36.0000 | 73.2% | |
| 25 | netapp.com | 5.2K | 166.1K | 36.0000 | 59.5% |
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 GPU / AI infrastructure vendors. 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| nvidia.com | 100.0% | 598 | 1 | 51.8K | 76 | 1.3M | 24.5K | 787 | 163 | 378 | 724 | 82 | 261 | Enterprise AI platforms, GPU / AI infrastructure vendors, Server hardware for enterprises |
| coreweave.com | 100.0% | 159 | 1 | 1.1K | 63 | 35.2K | 3.7K | 154 | 15 | 285 | 41 | — | 132 | GPU / AI infrastructure vendors |
| crusoe.ai | 100.0% | 69 | 5 | 499 | 52 | 16.7K | 1.3K | 76 | 3 | 5 | — | — | 176 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| together.ai | 100.0% | 25 | 6 | 1.6K | 63 | 48K | 1.2K | 1.2K | 144 | 155 | 27 | — | 76 | GPU / AI infrastructure vendors |
| lambda.ai | 92.0% | 60 | 4 | 328 | 63 | 11.2K | 2.3K | 207 | 60 | 130 | — | — | 68 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| amd.com | 72.0% | 128 | 2 | 26.8K | 75 | 594.6K | 4.7K | 246 | 79 | 275 | 753 | 81 | 148 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| runpod.io | 52.0% | 144 | 1 | 873 | 54 | 24K | 3.7K | 160 | 173 | 233 | — | — | 80 | GPU / AI infrastructure vendors |
| vast.ai | 44.0% | 59 | 1 | 401 | 50 | 11.3K | 3.2K | 691 | 749 | 808 | — | — | 48 | GPU / AI infrastructure vendors |
| supermicro.com | 28.0% | 255 | 1 | 3.5K | 64 | 98.5K | 5.9K | 145 | 3 | 107 | 131 | — | 176 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| dell.com | 28.0% | 343 | 1 | 38K | 74 | 866.4K | 18K | 816 | 468 | 445 | 1.2K | 123 | 48 | Cloud infrastructure services, GPU / AI infrastructure vendors, Server hardware for enterprises |
| hpe.com | 28.0% | 465 | 1 | 16K | 73 | 389K | 18.3K | 17.8K | 2 | 1 | 467 | 21 | 196 | Cloud infrastructure services, GPU / AI infrastructure vendors, Managed network services, Server hardware for enterprises |
| nebius.com | 28.0% | 105 | 1 | 733 | 60 | 24.8K | 2.3K | 183 | 93 | 603 | 35 | — | 100 | GPU / AI infrastructure vendors |
| cerebras.ai | 28.0% | 23 | 16 | 1K | 64 | 30.7K | 762 | 91 | 39 | 17 | 53 | — | 60 | GPU / AI infrastructure vendors |
| aws.amazon.com | 20.0% | 945 | 1 | — | — | — | 142.2K | 120.2K | 2.2K | 5.9K | 5.5K | 433 | 40 | Cloud infrastructure services, Customer support / contact center software, Data analytics / BI software, Data-warehouse / lakehouse platforms, Enterprise AI platforms, Enterprise search & knowledge copilots, GPU / AI infrastructure vendors |
| paperspace.com | 16.0% | 23 | 7 | 754 | 54 | 23.9K | 1.9K | 122 | — | 9 | — | — | 56 | GPU / AI infrastructure vendors |
| groq.com | 16.0% | 25 | 13 | 2.6K | 66 | 75.2K | 972 | 574 | 81 | 191 | 40 | 18 | 20 | GPU / AI infrastructure vendors |
| vultr.com | 16.0% | 58 | 4 | 5.2K | 67 | 104.7K | 3.7K | 162 | 23 | 32 | 17 | — | 180 | Cloud infrastructure services, Colocation interconnection services, Data center colocation, GPU / AI infrastructure vendors |
| digitalocean.com | 16.0% | 291 | 1 | 22K | 76 | 549.6K | 12.6K | 247 | 10 | 47 | 65 | 41 | 52 | Cloud infrastructure services, GPU / AI infrastructure vendors |
| sambanova.ai | 16.0% | 5 | 7 | 588 | 55 | 21.5K | 564 | 203 | 7 | 44 | 10 | — | 92 | GPU / AI infrastructure vendors |
| cerebras.net | 16.0% | — | — | 658 | 53 | 23.4K | 452 | 9 | — | — | 70 | — | 60 | GPU / AI infrastructure vendors |
| cloud.google.com | 12.0% | 1.1K | 1 | — | — | — | 123.6K | 128.1K | 1.9K | 4.4K | 4.3K | 249 | 432 | Cloud infrastructure services, Data analytics / BI software, Data-warehouse / lakehouse platforms, Enterprise AI platforms, GPU / AI infrastructure vendors |
| oracle.com | 12.0% | 1K | 1 | 75.6K | 85 | 1.9M | 94K | 1.7K | 36 | 62 | 2K | 176 | 28 | Accounting software, Cloud infrastructure services, CRM software, CRO / clinical services, Customer support / contact center software, Data analytics / BI software, Data-warehouse / lakehouse platforms, Enterprise AI platforms, ERP software, GPU / AI infrastructure vendors, Healthcare IT for providers, Healthcare practice-management software, HR/payroll software, Marketing automation software, Procurement software, Server hardware for enterprises |
| lambdalabs.com | 8.0% | — | — | 824 | 63 | 27.5K | 2K | 262 | 25 | 28 | 40 | — | 68 | GPU / AI infrastructure vendors |
| lenovo.com | 8.0% | 153 | 1 | 30.8K | 72 | 691K | 7.5K | 620 | 299 | 1.3K | 465 | 89 | 156 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| ovhcloud.com | 8.0% | 121 | 1 | 162K | 86 | 397.3K | 5.4K | 228 | 7 | 12 | 27 | — | 340 | Cloud infrastructure services, GPU / AI infrastructure vendors |
Domains in Google search results for neutral queries within GPU / AI infrastructure vendors. 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 | microsoft.com | 1.3M | 19.5M | 51.0000 | 78.3% | |
| 3 | amazon.com | 1.1M | 16.4M | 49.0000 | 66.5% | |
| 4 | ovhcloud.com | 162K | 397.3K | 36.0000 | 60.8% | |
| 5 | ibm.com | 125K | 3.1M | 44.0000 | 75.5% | |
| 6 | samsung.com | 79.9K | 1.7M | 42.0000 | 46.4% | |
| 7 | oracle.com | 75.6K | 1.9M | 45.0000 | 86.8% | |
| 8 | cisco.com | 60.8K | 1.6M | 40.0000 | 70.7% | |
| 9 | nvidia.com | 51.8K | 1.3M | 40.0000 | 86.7% | |
| 10 | intel.com | 43.6K | 1.1M | 44.0000 | 75.5% | |
| 11 | dell.com | 38K | 866.4K | 39.0000 | 79.7% | |
| 12 | siemens.com | 32.8K | 801.2K | 37.0000 | 69.2% | |
| 13 | lenovo.com | 30.8K | 691K | 37.0000 | 98.0% | |
| 14 | redhat.com | 28.7K | 800.5K | 44.0000 | 60.3% | |
| 15 | asus.com | 27.5K | 550K | 36.0000 | 77.2% | |
| 16 | amd.com | 26.8K | 594.6K | 38.0000 | 75.8% | |
| 17 | vmware.com | 25.5K | 643.6K | 39.0000 | 74.4% | |
| 18 | digitalocean.com | 22K | 549.6K | 38.0000 | 74.3% | |
| 19 | hpe.com | 16K | 389K | 36.0000 | 80.9% | |
| 20 | fujitsu.com | 16K | 408.5K | 38.0000 | 60.0% | |
| 21 | azure.com | 14.1K | 382.7K | 39.0000 | 58.8% | |
| 22 | volvocars.com | 10.8K | 260.6K | 36.0000 | 51.0% | |
| 23 | gigabyte.com | 5.7K | 126.8K | 28.0000 | 91.2% | |
| 24 | vultr.com | 5.2K | 104.7K | 36.0000 | 73.2% | |
| 25 | netapp.com | 5.2K | 166.1K | 36.0000 | 59.5% |
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 partners that can support massive cluster deployments, high-density power and cooling requirements, advanced interconnects, and globally distributed capacity planning.
My team cares about reference architectures, telemetry, automation hooks, and the ability to integrate with our existing orchestration, storage, and observability stacks.
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 | +0.497 | 24.7% | 19 | Dominant |
| Best Search Engine RankLower rank = better | +0.473 | 22.4% | 19 | Dominant |
| Avg Search Engine RankLower rank = better | +0.340 | 11.6% | 19 | Dominant |
| Reddit Comments | +0.323 | 10.4% | 18 | Dominant |
| Backlink Count | +0.315 | 9.9% | 28 | Dominant |
| HC | +0.310 | 9.6% | 28 | Dominant |
| PageRank | +0.260 | 6.7% | 28 | Strong |
| Common Crawl | +0.258 | 6.7% | 26 | Strong |
| Reddit Posts | +0.192 | 3.7% | 16 | Confirmed |
| Wikidata | +0.157 | 2.5% | 13 | Confirmed |
| Homepage Keywords | +0.056 | 0.3% | 25 | Emerging |
How often AI recommended each domain when answering Hyperscale Architect queries within GPU / AI infrastructure vendors. 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| nvidia.com | 100.0% | 598 | 1 | 51.8K | 76 | 1.3M | 24.5K | 787 | 163 | 378 | 724 | 82 | 261 | Enterprise AI platforms, GPU / AI infrastructure vendors, Server hardware for enterprises |
| supermicro.com | 100.0% | 255 | 1 | 3.5K | 64 | 98.5K | 5.9K | 145 | 3 | 107 | 131 | — | 176 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| hpe.com | 100.0% | 465 | 1 | 16K | 73 | 389K | 18.3K | 17.8K | 2 | 1 | 467 | 21 | 196 | Cloud infrastructure services, GPU / AI infrastructure vendors, Managed network services, Server hardware for enterprises |
| lenovo.com | 100.0% | 153 | 1 | 30.8K | 72 | 691K | 7.5K | 620 | 299 | 1.3K | 465 | 89 | 156 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| gigabyte.com | 100.0% | 35 | 1 | 5.7K | 65 | 126.8K | 1.4K | 52 | 25 | 18 | 48 | 4 | 12 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| dell.com | 92.0% | 343 | 1 | 38K | 74 | 866.4K | 18K | 816 | 468 | 445 | 1.2K | 123 | 48 | Cloud infrastructure services, GPU / AI infrastructure vendors, Server hardware for enterprises |
| amd.com | 88.0% | 128 | 2 | 26.8K | 75 | 594.6K | 4.7K | 246 | 79 | 275 | 753 | 81 | 148 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| quantaqct.com | 68.0% | — | — | 27 | 35 | 1.3K | — | — | — | — | — | — | — | GPU / AI infrastructure vendors, Server hardware for enterprises |
| wistron.com | 48.0% | — | — | 311 | 46 | 10.5K | 161 | 1 | — | — | — | — | 2 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| inspur.com | 36.0% | — | — | 552 | 58 | 14.1K | 140 | 1 | — | — | — | — | 36 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| cisco.com | 24.0% | 533 | 1 | 60.8K | 77 | 1.6M | 27.8K | 2.6K | 37 | 229 | 1.3K | 73 | 52 | Cloud infrastructure services, Customer support / contact center software, GPU / AI infrastructure vendors, Managed network services, Server hardware for enterprises |
| wiwynn.com | 16.0% | — | — | 141 | 53 | 5.6K | 27 | 3 | — | — | — | — | 96 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| liquidstack.com | 16.0% | 6 | 23 | 88 | 38 | 3.4K | 278 | 48 | 3 | — | — | — | — | Commercial HVAC equipment, GPU / AI infrastructure vendors, Server hardware for enterprises |
| schneider-electric.com | 16.0% | — | — | 4.8K | 62 | 116.2K | 116 | 142 | 5 | — | 74 | — | 48 | Commercial HVAC equipment, Commercial solar / energy services, Commercial solar EPC, GPU / AI infrastructure vendors, HVAC service contractors, Server hardware for enterprises |
| intel.com | 12.0% | 102 | 5 | 43.6K | 77 | 1.1M | 8.7K | 2.1K | 59 | 189 | 1.6K | 136 | 56 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| eviden.com | 12.0% | — | — | 797 | 59 | 28K | 220 | 748 | 7 | 5 | 68 | — | 96 | CRO / clinical services, GPU / AI infrastructure vendors, Server hardware for enterprises |
| smci.com | 12.0% | — | — | 8 | 16 | 261 | — | — | — | — | — | — | 84 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| delltechnologies.com | 8.0% | 69 | 1 | 4.9K | 68 | 158.9K | 1.5K | 99 | 1 | — | 52 | 17 | 36 | Cloud infrastructure services, GPU / AI infrastructure vendors, Healthcare IT for providers, Server hardware for enterprises |
| qct.io | 8.0% | 2 | 7 | 190 | 61 | 7.6K | 167 | 15 | — | — | 8 | — | 56 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| penguinsolutions.com | 8.0% | 30 | 2 | 192 | 47 | 6.3K | 1.4K | 25 | — | 1 | — | — | 156 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| tyan.com | 4.0% | — | — | 399 | 49 | 14.1K | 32 | 2 | — | — | 4 | — | 4 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| netapp.com | 4.0% | 65 | 4 | 5.2K | 71 | 166.1K | 3.7K | 91 | 1 | 351 | 128 | 24 | 108 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| samsung.com | 4.0% | 61 | 9 | 79.9K | 80 | 1.7M | 6.7K | 4.6K | 2.9K | 1.6K | 1.2K | 218 | 74 | Commercial HVAC equipment, GPU / AI infrastructure vendors, Wireless carriers |
| foxconn.com | 4.0% | — | — | 1.3K | 55 | 40.9K | 23 | 31 | — | — | 12 | — | — | GPU / AI infrastructure vendors |
| purestorage.com | 4.0% | 91 | 1 | 2.5K | 62 | 82.7K | 2.7K | 13 | — | — | 18 | 18 | 136 | GPU / AI infrastructure vendors, Healthcare IT for providers |
Domains in Google search results for Hyperscale Architect queries within GPU / AI infrastructure vendors. 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 | microsoft.com | 1.3M | 19.5M | 51.0000 | 78.3% | |
| 3 | amazon.com | 1.1M | 16.4M | 49.0000 | 66.5% | |
| 4 | ovhcloud.com | 162K | 397.3K | 36.0000 | 60.8% | |
| 5 | ibm.com | 125K | 3.1M | 44.0000 | 75.5% | |
| 6 | samsung.com | 79.9K | 1.7M | 42.0000 | 46.4% | |
| 7 | oracle.com | 75.6K | 1.9M | 45.0000 | 86.8% | |
| 8 | cisco.com | 60.8K | 1.6M | 40.0000 | 70.7% | |
| 9 | nvidia.com | 51.8K | 1.3M | 40.0000 | 86.7% | |
| 10 | intel.com | 43.6K | 1.1M | 44.0000 | 75.5% | |
| 11 | dell.com | 38K | 866.4K | 39.0000 | 79.7% | |
| 12 | siemens.com | 32.8K | 801.2K | 37.0000 | 69.2% | |
| 13 | lenovo.com | 30.8K | 691K | 37.0000 | 98.0% | |
| 14 | redhat.com | 28.7K | 800.5K | 44.0000 | 60.3% | |
| 15 | asus.com | 27.5K | 550K | 36.0000 | 77.2% | |
| 16 | amd.com | 26.8K | 594.6K | 38.0000 | 75.8% | |
| 17 | vmware.com | 25.5K | 643.6K | 39.0000 | 74.4% | |
| 18 | digitalocean.com | 22K | 549.6K | 38.0000 | 74.3% | |
| 19 | hpe.com | 16K | 389K | 36.0000 | 80.9% | |
| 20 | fujitsu.com | 16K | 408.5K | 38.0000 | 60.0% | |
| 21 | azure.com | 14.1K | 382.7K | 39.0000 | 58.8% | |
| 22 | volvocars.com | 10.8K | 260.6K | 36.0000 | 51.0% | |
| 23 | gigabyte.com | 5.7K | 126.8K | 28.0000 | 91.2% | |
| 24 | vultr.com | 5.2K | 104.7K | 36.0000 | 73.2% | |
| 25 | netapp.com | 5.2K | 166.1K | 36.0000 | 59.5% |
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 security, governance, compliance, support quality, and clear integration with the systems we already run across data centers and cloud environments.
I want solutions that can support a mix of model training, inference, and data processing while remaining manageable for my infrastructure and platform teams.
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 | +0.505 | 25.5% | 23 | Dominant |
| Backlink Count | +0.361 | 13% | 21 | Dominant |
| Search Engine Appearances | +0.326 | 10.6% | 23 | Dominant |
| HC | +0.223 | 5% | 21 | Strong |
| PageRank | +0.204 | 4.2% | 21 | Strong |
| Reddit Posts | +0.186 | 3.4% | 21 | Confirmed |
| Common Crawl | +0.145 | 2.1% | 24 | Confirmed |
| Homepage Keywords | +0.140 | 2% | 23 | Confirmed |
| Reddit Comments | +0.081 | 0.7% | 22 | Emerging |
| Wikidata | -0.080 | 0.6% | 19 | Emerging |
| Avg Search Engine RankLower rank = better | +0.061 | 0.4% | 23 | Emerging |
How often AI recommended each domain when answering Enterprise AI CIO queries within GPU / AI infrastructure vendors. 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| nvidia.com | 100.0% | 598 | 1 | 51.8K | 76 | 1.3M | 24.5K | 787 | 163 | 378 | 724 | 82 | 261 | Enterprise AI platforms, GPU / AI infrastructure vendors, Server hardware for enterprises |
| dell.com | 100.0% | 343 | 1 | 38K | 74 | 866.4K | 18K | 816 | 468 | 445 | 1.2K | 123 | 48 | Cloud infrastructure services, GPU / AI infrastructure vendors, Server hardware for enterprises |
| hpe.com | 100.0% | 465 | 1 | 16K | 73 | 389K | 18.3K | 17.8K | 2 | 1 | 467 | 21 | 196 | Cloud infrastructure services, GPU / AI infrastructure vendors, Managed network services, Server hardware for enterprises |
| lenovo.com | 100.0% | 153 | 1 | 30.8K | 72 | 691K | 7.5K | 620 | 299 | 1.3K | 465 | 89 | 156 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| ibm.com | 100.0% | 758 | 1 | 125K | 83 | 3.1M | 125.9K | 3.2K | 24 | 924 | 3.6K | 321 | 87 | Cloud infrastructure services, Data analytics / BI software, Data-warehouse / lakehouse platforms, Enterprise AI platforms, Enterprise search & knowledge copilots, GPU / AI infrastructure vendors, HR consulting, Managed network services, Marketing automation software, Procurement software, Server hardware for enterprises |
| supermicro.com | 100.0% | 255 | 1 | 3.5K | 64 | 98.5K | 5.9K | 145 | 3 | 107 | 131 | — | 176 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| cisco.com | 88.0% | 533 | 1 | 60.8K | 77 | 1.6M | 27.8K | 2.6K | 37 | 229 | 1.3K | 73 | 52 | Cloud infrastructure services, Customer support / contact center software, GPU / AI infrastructure vendors, Managed network services, Server hardware for enterprises |
| netapp.com | 68.0% | 65 | 4 | 5.2K | 71 | 166.1K | 3.7K | 91 | 1 | 351 | 128 | 24 | 108 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| oracle.com | 48.0% | 1K | 1 | 75.6K | 85 | 1.9M | 94K | 1.7K | 36 | 62 | 2K | 176 | 28 | Accounting software, Cloud infrastructure services, CRM software, CRO / clinical services, Customer support / contact center software, Data analytics / BI software, Data-warehouse / lakehouse platforms, Enterprise AI platforms, ERP software, GPU / AI infrastructure vendors, Healthcare IT for providers, Healthcare practice-management software, HR/payroll software, Marketing automation software, Procurement software, Server hardware for enterprises |
| purestorage.com | 48.0% | 91 | 1 | 2.5K | 62 | 82.7K | 2.7K | 13 | — | — | 18 | 18 | 136 | GPU / AI infrastructure vendors, Healthcare IT for providers |
| aws.amazon.com | 32.0% | 945 | 1 | — | — | — | 142.2K | 120.2K | 2.2K | 5.9K | 5.5K | 433 | 40 | Cloud infrastructure services, Customer support / contact center software, Data analytics / BI software, Data-warehouse / lakehouse platforms, Enterprise AI platforms, Enterprise search & knowledge copilots, GPU / AI infrastructure vendors |
| azure.microsoft.com | 32.0% | 252 | 1 | — | — | — | 67.4K | 41.3K | 587 | 1.5K | 2K | 233 | 228 | Cloud infrastructure services, Data-warehouse / lakehouse platforms, Enterprise AI platforms, GPU / AI infrastructure vendors |
| vastdata.com | 16.0% | 28 | 1 | 682 | 53 | 22.5K | 1K | 165 | 2 | — | 19 | 19 | 59 | GPU / AI infrastructure vendors |
| googlecloud.com | 12.0% | — | — | 30 | 25 | 960 | — | 15 | — | — | — | — | — | Cloud infrastructure services, Data analytics / BI software, Data-warehouse / lakehouse platforms, Enterprise AI platforms, Enterprise search & knowledge copilots, GPU / AI infrastructure vendors |
| redhat.com | 12.0% | 215 | 1 | 28.7K | 78 | 800.5K | 13.6K | 3.6K | 18 | 79 | 743 | 70 | 220 | Cloud infrastructure services, GPU / AI infrastructure vendors |
| amd.com | 8.0% | 128 | 2 | 26.8K | 75 | 594.6K | 4.7K | 246 | 79 | 275 | 753 | 81 | 148 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| crusoe.ai | 4.0% | 69 | 5 | 499 | 52 | 16.7K | 1.3K | 76 | 3 | 5 | — | — | 176 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| intel.com | 4.0% | 102 | 5 | 43.6K | 77 | 1.1M | 8.7K | 2.1K | 59 | 189 | 1.6K | 136 | 56 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| microsoft.com | 4.0% | 1.7K | 1 | 1.3M | 90 | 19.5M | 167.5K | 10.2K | 646 | 1.2K | 6.2K | 372 | 68 | Accounting software, Cloud infrastructure services, CRM software, Customer support / contact center software, Data analytics / BI software, Data-warehouse / lakehouse platforms, E-signature & document workflow, Enterprise AI platforms, Enterprise search & knowledge copilots, ERP software, GPU / AI infrastructure vendors, Healthcare IT for providers, Managed network services, Marketing automation software, Procurement software, Server hardware for enterprises |
| lambda.ai | 4.0% | 60 | 4 | 328 | 63 | 11.2K | 2.3K | 207 | 60 | 130 | — | — | 68 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| cloud.google.com | 4.0% | 1.1K | 1 | — | — | — | 123.6K | 128.1K | 1.9K | 4.4K | 4.3K | 249 | 432 | Cloud infrastructure services, Data analytics / BI software, Data-warehouse / lakehouse platforms, Enterprise AI platforms, GPU / AI infrastructure vendors |
| googlecloud.google.com | 4.0% | — | — | — | — | — | — | — | — | — | — | — | — | Data-warehouse / lakehouse platforms, Enterprise AI platforms, GPU / AI infrastructure vendors |
| coreweave.com | 4.0% | 159 | 1 | 1.1K | 63 | 35.2K | 3.7K | 154 | 15 | 285 | 41 | — | 132 | GPU / AI infrastructure vendors |
| vmware.com | 4.0% | 54 | 1 | 25.5K | 74 | 643.6K | 8.8K | 522 | 4 | 6 | 513 | 89 | 12 | Cloud infrastructure services, GPU / AI infrastructure vendors, Healthcare IT for providers |
| nutanix.com | 4.0% | 94 | 4 | 3.7K | 65 | 115K | 5K | 139 | 2 | 33 | 21 | 21 | 120 | GPU / AI infrastructure vendors, Healthcare IT for providers |
Domains in Google search results for Enterprise AI CIO queries within GPU / AI infrastructure vendors. 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 | microsoft.com | 1.3M | 19.5M | 51.0000 | 78.3% | |
| 3 | amazon.com | 1.1M | 16.4M | 49.0000 | 66.5% | |
| 4 | ovhcloud.com | 162K | 397.3K | 36.0000 | 60.8% | |
| 5 | ibm.com | 125K | 3.1M | 44.0000 | 75.5% | |
| 6 | samsung.com | 79.9K | 1.7M | 42.0000 | 46.4% | |
| 7 | oracle.com | 75.6K | 1.9M | 45.0000 | 86.8% | |
| 8 | cisco.com | 60.8K | 1.6M | 40.0000 | 70.7% | |
| 9 | nvidia.com | 51.8K | 1.3M | 40.0000 | 86.7% | |
| 10 | intel.com | 43.6K | 1.1M | 44.0000 | 75.5% | |
| 11 | dell.com | 38K | 866.4K | 39.0000 | 79.7% | |
| 12 | siemens.com | 32.8K | 801.2K | 37.0000 | 69.2% | |
| 13 | lenovo.com | 30.8K | 691K | 37.0000 | 98.0% | |
| 14 | redhat.com | 28.7K | 800.5K | 44.0000 | 60.3% | |
| 15 | asus.com | 27.5K | 550K | 36.0000 | 77.2% | |
| 16 | amd.com | 26.8K | 594.6K | 38.0000 | 75.8% | |
| 17 | vmware.com | 25.5K | 643.6K | 39.0000 | 74.4% | |
| 18 | digitalocean.com | 22K | 549.6K | 38.0000 | 74.3% | |
| 19 | hpe.com | 16K | 389K | 36.0000 | 80.9% | |
| 20 | fujitsu.com | 16K | 408.5K | 38.0000 | 60.0% | |
| 21 | azure.com | 14.1K | 382.7K | 39.0000 | 58.8% | |
| 22 | volvocars.com | 10.8K | 260.6K | 36.0000 | 51.0% | |
| 23 | gigabyte.com | 5.7K | 126.8K | 28.0000 | 91.2% | |
| 24 | vultr.com | 5.2K | 104.7K | 36.0000 | 73.2% | |
| 25 | netapp.com | 5.2K | 166.1K | 36.0000 | 59.5% |
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 environment supports everything from simulation and bioinformatics to large model training, so I look for flexible architectures, strong scheduler integration, high-speed networking, scalable storage options, and solid multi-tenant performance.
I want vendors that can help us balance cutting-edge capability with operational practicality, because our users range from expert HPC researchers to newer AI practitioners who need guidance and usable tooling.
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 | +0.724 | 52.4% | 20 | Dominant |
| Homepage Keywords | +0.529 | 28% | 23 | Dominant |
| Search Engine Appearances | +0.519 | 26.9% | 20 | Dominant |
| Avg Search Engine RankLower rank = better | +0.418 | 17.4% | 20 | Dominant |
| Backlink Count | +0.285 | 8.1% | 25 | Strong |
| Wikidata | -0.273 | 7.4% | 10 | Strong |
| PageRank | +0.270 | 7.3% | 25 | Strong |
| HC | +0.215 | 4.6% | 25 | Strong |
| Common Crawl | +0.214 | 4.6% | 23 | Strong |
| Reddit Posts | -0.102 | 1% | 18 | Confirmed |
| Reddit Comments | +0.086 | 0.7% | 19 | Emerging |
How often AI recommended each domain when answering Research Computing Director queries within GPU / AI infrastructure vendors. 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| hpe.com | 100.0% | 465 | 1 | 16K | 73 | 389K | 18.3K | 17.8K | 2 | 1 | 467 | 21 | 196 | Cloud infrastructure services, GPU / AI infrastructure vendors, Managed network services, Server hardware for enterprises |
| lenovo.com | 100.0% | 153 | 1 | 30.8K | 72 | 691K | 7.5K | 620 | 299 | 1.3K | 465 | 89 | 156 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| supermicro.com | 100.0% | 255 | 1 | 3.5K | 64 | 98.5K | 5.9K | 145 | 3 | 107 | 131 | — | 176 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| nvidia.com | 96.0% | 598 | 1 | 51.8K | 76 | 1.3M | 24.5K | 787 | 163 | 378 | 724 | 82 | 261 | Enterprise AI platforms, GPU / AI infrastructure vendors, Server hardware for enterprises |
| penguinsolutions.com | 92.0% | 30 | 2 | 192 | 47 | 6.3K | 1.4K | 25 | — | 1 | — | — | 156 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| lambda.ai | 88.0% | 60 | 4 | 328 | 63 | 11.2K | 2.3K | 207 | 60 | 130 | — | — | 68 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| gigabyte.com | 72.0% | 35 | 1 | 5.7K | 65 | 126.8K | 1.4K | 52 | 25 | 18 | 48 | 4 | 12 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| dell.com | 68.0% | 343 | 1 | 38K | 74 | 866.4K | 18K | 816 | 468 | 445 | 1.2K | 123 | 48 | Cloud infrastructure services, GPU / AI infrastructure vendors, Server hardware for enterprises |
| amd.com | 68.0% | 128 | 2 | 26.8K | 75 | 594.6K | 4.7K | 246 | 79 | 275 | 753 | 81 | 148 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| thinkmate.com | 52.0% | 6 | 29 | 72 | 35 | 2.7K | 320 | 16 | 5 | 3 | — | — | 96 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| delltechnologies.com | 32.0% | 69 | 1 | 4.9K | 68 | 158.9K | 1.5K | 99 | 1 | — | 52 | 17 | 36 | Cloud infrastructure services, GPU / AI infrastructure vendors, Healthcare IT for providers, Server hardware for enterprises |
| ciq.com | 28.0% | 1 | 71 | 156 | 54 | 6.8K | 15 | 35 | 1 | 6 | — | — | 76 | GPU / AI infrastructure vendors |
| eviden.com | 20.0% | — | — | 797 | 59 | 28K | 220 | 748 | 7 | 5 | 68 | — | 96 | CRO / clinical services, GPU / AI infrastructure vendors, Server hardware for enterprises |
| advancedclustering.com | 8.0% | 4 | 25 | 90 | 44 | 3.6K | 91 | 1 | 1 | 3 | — | — | 84 | GPU / AI infrastructure vendors |
| liquidstack.com | 8.0% | 6 | 23 | 88 | 38 | 3.4K | 278 | 48 | 3 | — | — | — | — | Commercial HVAC equipment, GPU / AI infrastructure vendors, Server hardware for enterprises |
| asus.com | 8.0% | 26 | 2 | 27.5K | 70 | 550K | 929 | 203 | 159 | 313 | 214 | 25 | 24 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| vultr.com | 8.0% | 58 | 4 | 5.2K | 67 | 104.7K | 3.7K | 162 | 23 | 32 | 17 | — | 180 | Cloud infrastructure services, Colocation interconnection services, Data center colocation, GPU / AI infrastructure vendors |
| vastaitech.com | 8.0% | — | — | 27 | 34 | 782 | — | — | — | — | — | — | 12 | GPU / AI infrastructure vendors |
| exxactcorp.com | 8.0% | 21 | 7 | 282 | 49 | 9K | 337 | 5 | — | — | — | — | 40 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| ciara.tech | 4.0% | — | — | 1 | 0 | 4 | — | — | — | — | — | — | — | GPU / AI infrastructure vendors, Server hardware for enterprises |
| cray.com | 4.0% | — | — | 656 | 55 | 26.5K | — | 7 | — | — | 28 | — | 35 | GPU / AI infrastructure vendors |
| oxfordcomputing.com | 4.0% | — | — | — | — | — | — | — | — | — | — | — | — | GPU / AI infrastructure vendors |
| samsung.com | 4.0% | 61 | 9 | 79.9K | 80 | 1.7M | 6.7K | 4.6K | 2.9K | 1.6K | 1.2K | 218 | 74 | Commercial HVAC equipment, GPU / AI infrastructure vendors, Wireless carriers |
| liquidweb.com | 4.0% | 74 | 4 | 3.3K | 66 | 89.4K | 8.8K | 702 | 2 | 331 | — | — | 28 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| cerio.io | 4.0% | — | — | 13 | 24 | 598 | — | 15 | — | — | — | — | 84 | GPU / AI infrastructure vendors |
Domains in Google search results for Research Computing Director queries within GPU / AI infrastructure vendors. 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 | microsoft.com | 1.3M | 19.5M | 51.0000 | 78.3% | |
| 3 | amazon.com | 1.1M | 16.4M | 49.0000 | 66.5% | |
| 4 | ovhcloud.com | 162K | 397.3K | 36.0000 | 60.8% | |
| 5 | ibm.com | 125K | 3.1M | 44.0000 | 75.5% | |
| 6 | samsung.com | 79.9K | 1.7M | 42.0000 | 46.4% | |
| 7 | oracle.com | 75.6K | 1.9M | 45.0000 | 86.8% | |
| 8 | cisco.com | 60.8K | 1.6M | 40.0000 | 70.7% | |
| 9 | nvidia.com | 51.8K | 1.3M | 40.0000 | 86.7% | |
| 10 | intel.com | 43.6K | 1.1M | 44.0000 | 75.5% | |
| 11 | dell.com | 38K | 866.4K | 39.0000 | 79.7% | |
| 12 | siemens.com | 32.8K | 801.2K | 37.0000 | 69.2% | |
| 13 | lenovo.com | 30.8K | 691K | 37.0000 | 98.0% | |
| 14 | redhat.com | 28.7K | 800.5K | 44.0000 | 60.3% | |
| 15 | asus.com | 27.5K | 550K | 36.0000 | 77.2% | |
| 16 | amd.com | 26.8K | 594.6K | 38.0000 | 75.8% | |
| 17 | vmware.com | 25.5K | 643.6K | 39.0000 | 74.4% | |
| 18 | digitalocean.com | 22K | 549.6K | 38.0000 | 74.3% | |
| 19 | hpe.com | 16K | 389K | 36.0000 | 80.9% | |
| 20 | fujitsu.com | 16K | 408.5K | 38.0000 | 60.0% | |
| 21 | azure.com | 14.1K | 382.7K | 39.0000 | 58.8% | |
| 22 | volvocars.com | 10.8K | 260.6K | 36.0000 | 51.0% | |
| 23 | gigabyte.com | 5.7K | 126.8K | 28.0000 | 91.2% | |
| 24 | vultr.com | 5.2K | 104.7K | 36.0000 | 73.2% | |
| 25 | netapp.com | 5.2K | 166.1K | 36.0000 | 59.5% |
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 rapid provisioning, clear pricing, strong performance per dollar, and easy access to the latest accelerators without negotiating like a Fortune 500 company.
My team is small, so we need infrastructure that is developer-friendly, API-driven, and simple to monitor and optimize.
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 | +0.522 | 27.2% | 18 | Dominant |
| Reddit Comments | +0.499 | 24.9% | 16 | Dominant |
| Common Crawl | +0.368 | 13.6% | 19 | Dominant |
| Reddit Posts | +0.333 | 11.1% | 18 | Dominant |
| Backlink Count | +0.310 | 9.6% | 20 | Dominant |
| PageRank | +0.255 | 6.5% | 20 | Strong |
| Best Search Engine RankLower rank = better | +0.175 | 3.1% | 18 | Confirmed |
| Avg Search Engine RankLower rank = better | +0.173 | 3% | 18 | Confirmed |
| Homepage Keywords | -0.129 | 1.7% | 19 | Confirmed |
| HC | +0.078 | 0.6% | 20 | Emerging |
How often AI recommended each domain when answering Startup ML Founder queries within GPU / AI infrastructure vendors. 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| lambda.ai | 100.0% | 60 | 4 | 328 | 63 | 11.2K | 2.3K | 207 | 60 | 130 | — | — | 68 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| runpod.io | 100.0% | 144 | 1 | 873 | 54 | 24K | 3.7K | 160 | 173 | 233 | — | — | 80 | GPU / AI infrastructure vendors |
| together.ai | 100.0% | 25 | 6 | 1.6K | 63 | 48K | 1.2K | 1.2K | 144 | 155 | 27 | — | 76 | GPU / AI infrastructure vendors |
| modal.com | 100.0% | 33 | 14 | 860 | 59 | 25.5K | 746 | 357 | 133 | 143 | 34 | — | 60 | GPU / AI infrastructure vendors |
| crusoe.ai | 100.0% | 69 | 5 | 499 | 52 | 16.7K | 1.3K | 76 | 3 | 5 | — | — | 176 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| coreweave.com | 100.0% | 159 | 1 | 1.1K | 63 | 35.2K | 3.7K | 154 | 15 | 285 | 41 | — | 132 | GPU / AI infrastructure vendors |
| vast.ai | 100.0% | 59 | 1 | 401 | 50 | 11.3K | 3.2K | 691 | 749 | 808 | — | — | 48 | GPU / AI infrastructure vendors |
| baseten.co | 84.0% | 16 | 15 | 605 | 55 | 19K | 553 | 43 | — | 6 | — | — | 48 | GPU / AI infrastructure vendors |
| replicate.com | 68.0% | — | — | 3.1K | 67 | 73.7K | 860 | 5.7K | 147 | 287 | 24 | — | 12 | GPU / AI infrastructure vendors |
| fireworks.ai | 44.0% | 10 | 35 | 774 | 61 | 24.8K | 748 | 638 | 82 | 103 | 7 | — | 54 | GPU / AI infrastructure vendors |
| paperspace.com | 44.0% | 23 | 7 | 754 | 54 | 23.9K | 1.9K | 122 | — | 9 | — | — | 56 | GPU / AI infrastructure vendors |
| fluidstack.io | 20.0% | 7 | 38 | 154 | 43 | 4.7K | 269 | 25 | — | — | — | — | 36 | GPU / AI infrastructure vendors |
| lightning.ai | 8.0% | 5 | 8 | 690 | 55 | 19.8K | 181 | 237 | 32 | 49 | 20 | 1 | — | GPU / AI infrastructure vendors |
| cerebrium.ai | 8.0% | 1 | 7 | 131 | 45 | 3.8K | 51 | 10 | 10 | — | — | — | 84 | GPU / AI infrastructure vendors |
| cerebras.ai | 4.0% | 23 | 16 | 1K | 64 | 30.7K | 762 | 91 | 39 | 17 | 53 | — | 60 | GPU / AI infrastructure vendors |
| nebius.com | 4.0% | 105 | 1 | 733 | 60 | 24.8K | 2.3K | 183 | 93 | 603 | 35 | — | 100 | GPU / AI infrastructure vendors |
| vultr.com | 4.0% | 58 | 4 | 5.2K | 67 | 104.7K | 3.7K | 162 | 23 | 32 | 17 | — | 180 | Cloud infrastructure services, Colocation interconnection services, Data center colocation, GPU / AI infrastructure vendors |
| hyperbolic.xyz | 4.0% | — | — | 181 | 49 | 5.1K | 56 | 2 | — | 6 | — | — | 40 | GPU / AI infrastructure vendors |
| sambanova.ai | 4.0% | 5 | 7 | 588 | 55 | 21.5K | 564 | 203 | 7 | 44 | 10 | — | 92 | GPU / AI infrastructure vendors |
| cudocompute.com | 4.0% | 21 | 5 | 133 | 46 | 3.4K | 671 | — | 5 | 21 | — | — | 184 | GPU / AI infrastructure vendors |
Domains in Google search results for Startup ML Founder queries within GPU / AI infrastructure vendors. 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 | microsoft.com | 1.3M | 19.5M | 51.0000 | 78.3% | |
| 3 | amazon.com | 1.1M | 16.4M | 49.0000 | 66.5% | |
| 4 | ovhcloud.com | 162K | 397.3K | 36.0000 | 60.8% | |
| 5 | ibm.com | 125K | 3.1M | 44.0000 | 75.5% | |
| 6 | samsung.com | 79.9K | 1.7M | 42.0000 | 46.4% | |
| 7 | oracle.com | 75.6K | 1.9M | 45.0000 | 86.8% | |
| 8 | cisco.com | 60.8K | 1.6M | 40.0000 | 70.7% | |
| 9 | nvidia.com | 51.8K | 1.3M | 40.0000 | 86.7% | |
| 10 | intel.com | 43.6K | 1.1M | 44.0000 | 75.5% | |
| 11 | dell.com | 38K | 866.4K | 39.0000 | 79.7% | |
| 12 | siemens.com | 32.8K | 801.2K | 37.0000 | 69.2% | |
| 13 | lenovo.com | 30.8K | 691K | 37.0000 | 98.0% | |
| 14 | redhat.com | 28.7K | 800.5K | 44.0000 | 60.3% | |
| 15 | asus.com | 27.5K | 550K | 36.0000 | 77.2% | |
| 16 | amd.com | 26.8K | 594.6K | 38.0000 | 75.8% | |
| 17 | vmware.com | 25.5K | 643.6K | 39.0000 | 74.4% | |
| 18 | digitalocean.com | 22K | 549.6K | 38.0000 | 74.3% | |
| 19 | hpe.com | 16K | 389K | 36.0000 | 80.9% | |
| 20 | fujitsu.com | 16K | 408.5K | 38.0000 | 60.0% | |
| 21 | azure.com | 14.1K | 382.7K | 39.0000 | 58.8% | |
| 22 | volvocars.com | 10.8K | 260.6K | 36.0000 | 51.0% | |
| 23 | gigabyte.com | 5.7K | 126.8K | 28.0000 | 91.2% | |
| 24 | vultr.com | 5.2K | 104.7K | 36.0000 | 73.2% | |
| 25 | netapp.com | 5.2K | 166.1K | 36.0000 | 59.5% |
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 world is not just about peak training benchmarks; it is about serving models reliably across regions, handling spiky demand, and keeping per-request economics under control.
I want vendors with strong networking, orchestration compatibility, observability, autoscaling support, and proven experience with inference optimization across different model sizes and modalities.
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 | +0.231 | 5.4% | 24 | Strong |
| Reddit Comments | +0.168 | 2.8% | 27 | Confirmed |
| Homepage Keywords | +0.100 | 1% | 26 | Emerging |
| HC | -0.099 | 1% | 26 | Emerging |
| Common Crawl | +0.096 | 0.9% | 29 | Emerging |
| Best Search Engine RankLower rank = better | +0.083 | 0.7% | 24 | Emerging |
| Search Engine Appearances | +0.063 | 0.4% | 24 | Emerging |
| Wikidata | +0.050 | 0.3% | 9 | Emerging |
| Reddit Posts | +0.028 | 0.1% | 26 | Baseline |
| Backlink Count | +0.001 | 0% | 26 | Baseline |
| PageRank | 0.000 | 0% | 26 | Baseline |
How often AI recommended each domain when answering Inference Platform Lead queries within GPU / AI infrastructure vendors. 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| coreweave.com | 100.0% | 159 | 1 | 1.1K | 63 | 35.2K | 3.7K | 154 | 15 | 285 | 41 | — | 132 | GPU / AI infrastructure vendors |
| lambda.ai | 100.0% | 60 | 4 | 328 | 63 | 11.2K | 2.3K | 207 | 60 | 130 | — | — | 68 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| crusoe.ai | 100.0% | 69 | 5 | 499 | 52 | 16.7K | 1.3K | 76 | 3 | 5 | — | — | 176 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| nvidia.com | 92.0% | 598 | 1 | 51.8K | 76 | 1.3M | 24.5K | 787 | 163 | 378 | 724 | 82 | 261 | Enterprise AI platforms, GPU / AI infrastructure vendors, Server hardware for enterprises |
| together.ai | 88.0% | 25 | 6 | 1.6K | 63 | 48K | 1.2K | 1.2K | 144 | 155 | 27 | — | 76 | GPU / AI infrastructure vendors |
| runpod.io | 80.0% | 144 | 1 | 873 | 54 | 24K | 3.7K | 160 | 173 | 233 | — | — | 80 | GPU / AI infrastructure vendors |
| groq.com | 76.0% | 25 | 13 | 2.6K | 66 | 75.2K | 972 | 574 | 81 | 191 | 40 | 18 | 20 | GPU / AI infrastructure vendors |
| aws.amazon.com | 44.0% | 945 | 1 | — | — | — | 142.2K | 120.2K | 2.2K | 5.9K | 5.5K | 433 | 40 | Cloud infrastructure services, Customer support / contact center software, Data analytics / BI software, Data-warehouse / lakehouse platforms, Enterprise AI platforms, Enterprise search & knowledge copilots, GPU / AI infrastructure vendors |
| cerebras.ai | 32.0% | 23 | 16 | 1K | 64 | 30.7K | 762 | 91 | 39 | 17 | 53 | — | 60 | GPU / AI infrastructure vendors |
| baseten.co | 28.0% | 16 | 15 | 605 | 55 | 19K | 553 | 43 | — | 6 | — | — | 48 | GPU / AI infrastructure vendors |
| tensorrent.com | 24.0% | — | — | 1 | 3 | 56 | — | — | — | — | — | — | — | GPU / AI infrastructure vendors |
| cloud.google.com | 24.0% | 1.1K | 1 | — | — | — | 123.6K | 128.1K | 1.9K | 4.4K | 4.3K | 249 | 432 | Cloud infrastructure services, Data analytics / BI software, Data-warehouse / lakehouse platforms, Enterprise AI platforms, GPU / AI infrastructure vendors |
| azure.microsoft.com | 20.0% | 252 | 1 | — | — | — | 67.4K | 41.3K | 587 | 1.5K | 2K | 233 | 228 | Cloud infrastructure services, Data-warehouse / lakehouse platforms, Enterprise AI platforms, GPU / AI infrastructure vendors |
| google.com | 20.0% | 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 |
| azure.com | 20.0% | 2 | 96 | 14.1K | 76 | 382.7K | 347 | 857 | 12 | 31 | — | — | 228 | Cloud infrastructure services, Enterprise AI platforms, GPU / AI infrastructure vendors |
| sambanova.ai | 20.0% | 5 | 7 | 588 | 55 | 21.5K | 564 | 203 | 7 | 44 | 10 | — | 92 | GPU / AI infrastructure vendors |
| tensordock.com | 16.0% | 5 | 6 | 43 | 37 | 1.6K | 610 | 4 | 4 | 5 | — | — | 100 | GPU / AI infrastructure vendors |
| nebius.com | 12.0% | 105 | 1 | 733 | 60 | 24.8K | 2.3K | 183 | 93 | 603 | 35 | — | 100 | GPU / AI infrastructure vendors |
| fireworks.ai | 12.0% | 10 | 35 | 774 | 61 | 24.8K | 748 | 638 | 82 | 103 | 7 | — | 54 | GPU / AI infrastructure vendors |
| oci.oraclecloud.com | 12.0% | — | — | — | — | — | — | 3 | 1 | — | — | — | — | GPU / AI infrastructure vendors |
| modal.com | 12.0% | 33 | 14 | 860 | 59 | 25.5K | 746 | 357 | 133 | 143 | 34 | — | 60 | GPU / AI infrastructure vendors |
| replicate.com | 12.0% | — | — | 3.1K | 67 | 73.7K | 860 | 5.7K | 147 | 287 | 24 | — | 12 | GPU / AI infrastructure vendors |
| gcore.com | 8.0% | 45 | 3 | 859 | 66 | 27.8K | 2.8K | 421 | 13 | 56 | 89 | 34 | 392 | GPU / AI infrastructure vendors |
| vast.ai | 8.0% | 59 | 1 | 401 | 50 | 11.3K | 3.2K | 691 | 749 | 808 | — | — | 48 | GPU / AI infrastructure vendors |
| oracle.com | 8.0% | 1K | 1 | 75.6K | 85 | 1.9M | 94K | 1.7K | 36 | 62 | 2K | 176 | 28 | Accounting software, Cloud infrastructure services, CRM software, CRO / clinical services, Customer support / contact center software, Data analytics / BI software, Data-warehouse / lakehouse platforms, Enterprise AI platforms, ERP software, GPU / AI infrastructure vendors, Healthcare IT for providers, Healthcare practice-management software, HR/payroll software, Marketing automation software, Procurement software, Server hardware for enterprises |
Domains in Google search results for Inference Platform Lead queries within GPU / AI infrastructure vendors. 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 | microsoft.com | 1.3M | 19.5M | 51.0000 | 78.3% | |
| 3 | amazon.com | 1.1M | 16.4M | 49.0000 | 66.5% | |
| 4 | ovhcloud.com | 162K | 397.3K | 36.0000 | 60.8% | |
| 5 | ibm.com | 125K | 3.1M | 44.0000 | 75.5% | |
| 6 | samsung.com | 79.9K | 1.7M | 42.0000 | 46.4% | |
| 7 | oracle.com | 75.6K | 1.9M | 45.0000 | 86.8% | |
| 8 | cisco.com | 60.8K | 1.6M | 40.0000 | 70.7% | |
| 9 | nvidia.com | 51.8K | 1.3M | 40.0000 | 86.7% | |
| 10 | intel.com | 43.6K | 1.1M | 44.0000 | 75.5% | |
| 11 | dell.com | 38K | 866.4K | 39.0000 | 79.7% | |
| 12 | siemens.com | 32.8K | 801.2K | 37.0000 | 69.2% | |
| 13 | lenovo.com | 30.8K | 691K | 37.0000 | 98.0% | |
| 14 | redhat.com | 28.7K | 800.5K | 44.0000 | 60.3% | |
| 15 | asus.com | 27.5K | 550K | 36.0000 | 77.2% | |
| 16 | amd.com | 26.8K | 594.6K | 38.0000 | 75.8% | |
| 17 | vmware.com | 25.5K | 643.6K | 39.0000 | 74.4% | |
| 18 | digitalocean.com | 22K | 549.6K | 38.0000 | 74.3% | |
| 19 | hpe.com | 16K | 389K | 36.0000 | 80.9% | |
| 20 | fujitsu.com | 16K | 408.5K | 38.0000 | 60.0% | |
| 21 | azure.com | 14.1K | 382.7K | 39.0000 | 58.8% | |
| 22 | volvocars.com | 10.8K | 260.6K | 36.0000 | 51.0% | |
| 23 | gigabyte.com | 5.7K | 126.8K | 28.0000 | 91.2% | |
| 24 | vultr.com | 5.2K | 104.7K | 36.0000 | 73.2% | |
| 25 | netapp.com | 5.2K | 166.1K | 36.0000 | 59.5% |
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.
Performance matters, but it comes after trust, compliance evidence, and the ability to fit within our governance model.
I want vendors that can support private or hybrid deployments, strong encryption practices, access controls, logging, incident response processes, and clear documentation for regulatory review.
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 | +0.599 | 35.8% | 20 | Dominant |
| Best Search Engine RankLower rank = better | +0.587 | 34.5% | 20 | Dominant |
| Backlink Count | +0.429 | 18.4% | 20 | Dominant |
| Reddit Posts | +0.354 | 12.6% | 20 | Dominant |
| Common Crawl | +0.308 | 9.5% | 22 | Dominant |
| Reddit Comments | +0.289 | 8.4% | 21 | Strong |
| HC | +0.266 | 7.1% | 20 | Strong |
| PageRank | +0.264 | 7% | 20 | Strong |
| Wikidata | +0.125 | 1.6% | 16 | Confirmed |
| Homepage Keywords | -0.035 | 0.1% | 20 | Baseline |
| Avg Search Engine RankLower rank = better | +0.009 | 0% | 20 | Baseline |
How often AI recommended each domain when answering Regulated Industry CTO queries within GPU / AI infrastructure vendors. 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| hpe.com | 100.0% | 465 | 1 | 16K | 73 | 389K | 18.3K | 17.8K | 2 | 1 | 467 | 21 | 196 | Cloud infrastructure services, GPU / AI infrastructure vendors, Managed network services, Server hardware for enterprises |
| nvidia.com | 100.0% | 598 | 1 | 51.8K | 76 | 1.3M | 24.5K | 787 | 163 | 378 | 724 | 82 | 261 | Enterprise AI platforms, GPU / AI infrastructure vendors, Server hardware for enterprises |
| lenovo.com | 100.0% | 153 | 1 | 30.8K | 72 | 691K | 7.5K | 620 | 299 | 1.3K | 465 | 89 | 156 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| ibm.com | 100.0% | 758 | 1 | 125K | 83 | 3.1M | 125.9K | 3.2K | 24 | 924 | 3.6K | 321 | 87 | Cloud infrastructure services, Data analytics / BI software, Data-warehouse / lakehouse platforms, Enterprise AI platforms, Enterprise search & knowledge copilots, GPU / AI infrastructure vendors, HR consulting, Managed network services, Marketing automation software, Procurement software, Server hardware for enterprises |
| oracle.com | 88.0% | 1K | 1 | 75.6K | 85 | 1.9M | 94K | 1.7K | 36 | 62 | 2K | 176 | 28 | Accounting software, Cloud infrastructure services, CRM software, CRO / clinical services, Customer support / contact center software, Data analytics / BI software, Data-warehouse / lakehouse platforms, Enterprise AI platforms, ERP software, GPU / AI infrastructure vendors, Healthcare IT for providers, Healthcare practice-management software, HR/payroll software, Marketing automation software, Procurement software, Server hardware for enterprises |
| aws.amazon.com | 88.0% | 945 | 1 | — | — | — | 142.2K | 120.2K | 2.2K | 5.9K | 5.5K | 433 | 40 | Cloud infrastructure services, Customer support / contact center software, Data analytics / BI software, Data-warehouse / lakehouse platforms, Enterprise AI platforms, Enterprise search & knowledge copilots, GPU / AI infrastructure vendors |
| dell.com | 80.0% | 343 | 1 | 38K | 74 | 866.4K | 18K | 816 | 468 | 445 | 1.2K | 123 | 48 | Cloud infrastructure services, GPU / AI infrastructure vendors, Server hardware for enterprises |
| googlecloud.com | 56.0% | — | — | 30 | 25 | 960 | — | 15 | — | — | — | — | — | Cloud infrastructure services, Data analytics / BI software, Data-warehouse / lakehouse platforms, Enterprise AI platforms, Enterprise search & knowledge copilots, GPU / AI infrastructure vendors |
| azure.microsoft.com | 52.0% | 252 | 1 | — | — | — | 67.4K | 41.3K | 587 | 1.5K | 2K | 233 | 228 | Cloud infrastructure services, Data-warehouse / lakehouse platforms, Enterprise AI platforms, GPU / AI infrastructure vendors |
| supermicro.com | 52.0% | 255 | 1 | 3.5K | 64 | 98.5K | 5.9K | 145 | 3 | 107 | 131 | — | 176 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| microsoft.com | 36.0% | 1.7K | 1 | 1.3M | 90 | 19.5M | 167.5K | 10.2K | 646 | 1.2K | 6.2K | 372 | 68 | Accounting software, Cloud infrastructure services, CRM software, Customer support / contact center software, Data analytics / BI software, Data-warehouse / lakehouse platforms, E-signature & document workflow, Enterprise AI platforms, Enterprise search & knowledge copilots, ERP software, GPU / AI infrastructure vendors, Healthcare IT for providers, Managed network services, Marketing automation software, Procurement software, Server hardware for enterprises |
| cisco.com | 28.0% | 533 | 1 | 60.8K | 77 | 1.6M | 27.8K | 2.6K | 37 | 229 | 1.3K | 73 | 52 | Cloud infrastructure services, Customer support / contact center software, GPU / AI infrastructure vendors, Managed network services, Server hardware for enterprises |
| delltechnologies.com | 20.0% | 69 | 1 | 4.9K | 68 | 158.9K | 1.5K | 99 | 1 | — | 52 | 17 | 36 | Cloud infrastructure services, GPU / AI infrastructure vendors, Healthcare IT for providers, Server hardware for enterprises |
| crusoe.ai | 20.0% | 69 | 5 | 499 | 52 | 16.7K | 1.3K | 76 | 3 | 5 | — | — | 176 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| coreweave.com | 20.0% | 159 | 1 | 1.1K | 63 | 35.2K | 3.7K | 154 | 15 | 285 | 41 | — | 132 | GPU / AI infrastructure vendors |
| googlecloud.google.com | 16.0% | — | — | — | — | — | — | — | — | — | — | — | — | Data-warehouse / lakehouse platforms, Enterprise AI platforms, GPU / AI infrastructure vendors |
| azure.com | 12.0% | 2 | 96 | 14.1K | 76 | 382.7K | 347 | 857 | 12 | 31 | — | — | 228 | Cloud infrastructure services, Enterprise AI platforms, GPU / AI infrastructure vendors |
| 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 |
| gcore.com | 8.0% | 45 | 3 | 859 | 66 | 27.8K | 2.8K | 421 | 13 | 56 | 89 | 34 | 392 | GPU / AI infrastructure vendors |
| nutanix.com | 4.0% | 94 | 4 | 3.7K | 65 | 115K | 5K | 139 | 2 | 33 | 21 | 21 | 120 | GPU / AI infrastructure vendors, Healthcare IT for providers |
| redhat.com | 4.0% | 215 | 1 | 28.7K | 78 | 800.5K | 13.6K | 3.6K | 18 | 79 | 743 | 70 | 220 | Cloud infrastructure services, GPU / AI infrastructure vendors |
| vmware.com | 4.0% | 54 | 1 | 25.5K | 74 | 643.6K | 8.8K | 522 | 4 | 6 | 513 | 89 | 12 | Cloud infrastructure services, GPU / AI infrastructure vendors, Healthcare IT for providers |
| sambanova.ai | 4.0% | 5 | 7 | 588 | 55 | 21.5K | 564 | 203 | 7 | 44 | 10 | — | 92 | GPU / AI infrastructure vendors |
Domains in Google search results for Regulated Industry CTO queries within GPU / AI infrastructure vendors. 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 | microsoft.com | 1.3M | 19.5M | 51.0000 | 78.3% | |
| 3 | amazon.com | 1.1M | 16.4M | 49.0000 | 66.5% | |
| 4 | ovhcloud.com | 162K | 397.3K | 36.0000 | 60.8% | |
| 5 | ibm.com | 125K | 3.1M | 44.0000 | 75.5% | |
| 6 | samsung.com | 79.9K | 1.7M | 42.0000 | 46.4% | |
| 7 | oracle.com | 75.6K | 1.9M | 45.0000 | 86.8% | |
| 8 | cisco.com | 60.8K | 1.6M | 40.0000 | 70.7% | |
| 9 | nvidia.com | 51.8K | 1.3M | 40.0000 | 86.7% | |
| 10 | intel.com | 43.6K | 1.1M | 44.0000 | 75.5% | |
| 11 | dell.com | 38K | 866.4K | 39.0000 | 79.7% | |
| 12 | siemens.com | 32.8K | 801.2K | 37.0000 | 69.2% | |
| 13 | lenovo.com | 30.8K | 691K | 37.0000 | 98.0% | |
| 14 | redhat.com | 28.7K | 800.5K | 44.0000 | 60.3% | |
| 15 | asus.com | 27.5K | 550K | 36.0000 | 77.2% | |
| 16 | amd.com | 26.8K | 594.6K | 38.0000 | 75.8% | |
| 17 | vmware.com | 25.5K | 643.6K | 39.0000 | 74.4% | |
| 18 | digitalocean.com | 22K | 549.6K | 38.0000 | 74.3% | |
| 19 | hpe.com | 16K | 389K | 36.0000 | 80.9% | |
| 20 | fujitsu.com | 16K | 408.5K | 38.0000 | 60.0% | |
| 21 | azure.com | 14.1K | 382.7K | 39.0000 | 58.8% | |
| 22 | volvocars.com | 10.8K | 260.6K | 36.0000 | 51.0% | |
| 23 | gigabyte.com | 5.7K | 126.8K | 28.0000 | 91.2% | |
| 24 | vultr.com | 5.2K | 104.7K | 36.0000 | 73.2% | |
| 25 | netapp.com | 5.2K | 166.1K | 36.0000 | 59.5% |
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 extend beyond technical performance to include domestic hosting options, trusted partnerships, resilient supply chains, public-sector procurement readiness, and support for local talent and research communities.
I want vendors that can help design secure, large-scale environments for government, education, and industry users while respecting data sovereignty and policy requirements.
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 |
|---|---|---|---|---|
| Backlink Count | +0.565 | 31.9% | 35 | Dominant |
| Common Crawl | +0.525 | 27.6% | 35 | Dominant |
| HC | +0.516 | 26.6% | 35 | Dominant |
| PageRank | +0.506 | 25.6% | 35 | Dominant |
| Search Engine Appearances | +0.475 | 22.6% | 27 | Dominant |
| Best Search Engine RankLower rank = better | +0.336 | 11.3% | 27 | Dominant |
| Wikidata | +0.266 | 7.1% | 17 | Strong |
| Homepage Keywords | +0.154 | 2.4% | 36 | Confirmed |
| Reddit Comments | +0.123 | 1.5% | 24 | Confirmed |
| Reddit Posts | +0.089 | 0.8% | 26 | Emerging |
| Avg Search Engine RankLower rank = better | -0.043 | 0.2% | 27 | Baseline |
How often AI recommended each domain when answering Sovereign AI Planner queries within GPU / AI infrastructure vendors. 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| hpe.com | 100.0% | 465 | 1 | 16K | 73 | 389K | 18.3K | 17.8K | 2 | 1 | 467 | 21 | 196 | Cloud infrastructure services, GPU / AI infrastructure vendors, Managed network services, Server hardware for enterprises |
| lenovo.com | 100.0% | 153 | 1 | 30.8K | 72 | 691K | 7.5K | 620 | 299 | 1.3K | 465 | 89 | 156 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| supermicro.com | 100.0% | 255 | 1 | 3.5K | 64 | 98.5K | 5.9K | 145 | 3 | 107 | 131 | — | 176 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| eviden.com | 100.0% | — | — | 797 | 59 | 28K | 220 | 748 | 7 | 5 | 68 | — | 96 | CRO / clinical services, GPU / AI infrastructure vendors, Server hardware for enterprises |
| nvidia.com | 88.0% | 598 | 1 | 51.8K | 76 | 1.3M | 24.5K | 787 | 163 | 378 | 724 | 82 | 261 | Enterprise AI platforms, GPU / AI infrastructure vendors, Server hardware for enterprises |
| amd.com | 84.0% | 128 | 2 | 26.8K | 75 | 594.6K | 4.7K | 246 | 79 | 275 | 753 | 81 | 148 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| atos.net | 68.0% | 13 | 20 | 4.1K | 64 | 133.2K | 1.1K | 1.4K | 97 | 75 | 365 | 58 | 60 | Cloud infrastructure services, GPU / AI infrastructure vendors, Managed network services |
| delltechnologies.com | 56.0% | 69 | 1 | 4.9K | 68 | 158.9K | 1.5K | 99 | 1 | — | 52 | 17 | 36 | Cloud infrastructure services, GPU / AI infrastructure vendors, Healthcare IT for providers, Server hardware for enterprises |
| dell.com | 44.0% | 343 | 1 | 38K | 74 | 866.4K | 18K | 816 | 468 | 445 | 1.2K | 123 | 48 | Cloud infrastructure services, GPU / AI infrastructure vendors, Server hardware for enterprises |
| nebius.com | 44.0% | 105 | 1 | 733 | 60 | 24.8K | 2.3K | 183 | 93 | 603 | 35 | — | 100 | GPU / AI infrastructure vendors |
| intel.com | 36.0% | 102 | 5 | 43.6K | 77 | 1.1M | 8.7K | 2.1K | 59 | 189 | 1.6K | 136 | 56 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| cisco.com | 16.0% | 533 | 1 | 60.8K | 77 | 1.6M | 27.8K | 2.6K | 37 | 229 | 1.3K | 73 | 52 | Cloud infrastructure services, Customer support / contact center software, GPU / AI infrastructure vendors, Managed network services, Server hardware for enterprises |
| cerebras.ai | 16.0% | 23 | 16 | 1K | 64 | 30.7K | 762 | 91 | 39 | 17 | 53 | — | 60 | GPU / AI infrastructure vendors |
| cray.com | 12.0% | — | — | 656 | 55 | 26.5K | — | 7 | — | — | 28 | — | 35 | GPU / AI infrastructure vendors |
| schneider-electric.com | 12.0% | — | — | 4.8K | 62 | 116.2K | 116 | 142 | 5 | — | 74 | — | 48 | Commercial HVAC equipment, Commercial solar / energy services, Commercial solar EPC, GPU / AI infrastructure vendors, HVAC service contractors, Server hardware for enterprises |
| gigabyte.com | 12.0% | 35 | 1 | 5.7K | 65 | 126.8K | 1.4K | 52 | 25 | 18 | 48 | 4 | 12 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| gcore.com | 12.0% | 45 | 3 | 859 | 66 | 27.8K | 2.8K | 421 | 13 | 56 | 89 | 34 | 392 | GPU / AI infrastructure vendors |
| samsung.com | 8.0% | 61 | 9 | 79.9K | 80 | 1.7M | 6.7K | 4.6K | 2.9K | 1.6K | 1.2K | 218 | 74 | Commercial HVAC equipment, GPU / AI infrastructure vendors, Wireless carriers |
| g42.ai | 8.0% | 3 | 30 | 548 | 52 | 17.3K | 106 | 64 | — | 5 | 17 | 17 | 56 | GPU / AI infrastructure vendors |
| liquidweb.com | 8.0% | 74 | 4 | 3.3K | 66 | 89.4K | 8.8K | 702 | 2 | 331 | — | — | 28 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| groq.com | 8.0% | 25 | 13 | 2.6K | 66 | 75.2K | 972 | 574 | 81 | 191 | 40 | 18 | 20 | GPU / AI infrastructure vendors |
| graphcore.ai | 8.0% | — | — | 611 | 53 | 22K | 235 | 3 | — | — | 13 | 7 | 4 | GPU / AI infrastructure vendors |
| leonardo.com | 4.0% | 6 | 49 | 1.9K | 56 | 56.1K | 27 | 28 | — | 2 | 122 | 12 | 88 | GPU / AI infrastructure vendors |
| nscale.com | 4.0% | 74 | 6 | 312 | 48 | 10.5K | 946 | 31 | 5 | — | — | — | 184 | GPU / AI infrastructure vendors |
| fujitsu.com | 4.0% | 3 | 21 | 16K | 70 | 408.5K | 2.7K | 114 | — | 141 | 272 | — | 34 | GPU / AI infrastructure vendors, Managed network services, Server hardware for enterprises |
Domains in Google search results for Sovereign AI Planner queries within GPU / AI infrastructure vendors. 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 | microsoft.com | 1.3M | 19.5M | 51.0000 | 78.3% | |
| 3 | amazon.com | 1.1M | 16.4M | 49.0000 | 66.5% | |
| 4 | ovhcloud.com | 162K | 397.3K | 36.0000 | 60.8% | |
| 5 | ibm.com | 125K | 3.1M | 44.0000 | 75.5% | |
| 6 | samsung.com | 79.9K | 1.7M | 42.0000 | 46.4% | |
| 7 | oracle.com | 75.6K | 1.9M | 45.0000 | 86.8% | |
| 8 | cisco.com | 60.8K | 1.6M | 40.0000 | 70.7% | |
| 9 | nvidia.com | 51.8K | 1.3M | 40.0000 | 86.7% | |
| 10 | intel.com | 43.6K | 1.1M | 44.0000 | 75.5% | |
| 11 | dell.com | 38K | 866.4K | 39.0000 | 79.7% | |
| 12 | siemens.com | 32.8K | 801.2K | 37.0000 | 69.2% | |
| 13 | lenovo.com | 30.8K | 691K | 37.0000 | 98.0% | |
| 14 | redhat.com | 28.7K | 800.5K | 44.0000 | 60.3% | |
| 15 | asus.com | 27.5K | 550K | 36.0000 | 77.2% | |
| 16 | amd.com | 26.8K | 594.6K | 38.0000 | 75.8% | |
| 17 | vmware.com | 25.5K | 643.6K | 39.0000 | 74.4% | |
| 18 | digitalocean.com | 22K | 549.6K | 38.0000 | 74.3% | |
| 19 | hpe.com | 16K | 389K | 36.0000 | 80.9% | |
| 20 | fujitsu.com | 16K | 408.5K | 38.0000 | 60.0% | |
| 21 | azure.com | 14.1K | 382.7K | 39.0000 | 58.8% | |
| 22 | volvocars.com | 10.8K | 260.6K | 36.0000 | 51.0% | |
| 23 | gigabyte.com | 5.7K | 126.8K | 28.0000 | 91.2% | |
| 24 | vultr.com | 5.2K | 104.7K | 36.0000 | 73.2% | |
| 25 | netapp.com | 5.2K | 166.1K | 36.0000 | 59.5% |
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 use cases demand low latency, local processing, ruggedized or compact form factors, remote management, and reliable connectivity back to central systems.
I want GPU and AI infrastructure vendors that can support inference-heavy workloads, fleet observability, secure device and node management, and straightforward lifecycle operations across many sites with limited onsite IT staff.
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 | -0.565 | 31.9% | 11 | Dominant |
| Search Engine Appearances | +0.494 | 24.4% | 24 | Dominant |
| Best Search Engine RankLower rank = better | +0.490 | 24% | 24 | Dominant |
| Backlink Count | +0.408 | 16.6% | 28 | Dominant |
| PageRank | +0.388 | 15.1% | 28 | Dominant |
| HC | +0.259 | 6.7% | 28 | Strong |
| Common Crawl | +0.240 | 5.8% | 25 | Strong |
| Homepage Keywords | +0.238 | 5.7% | 26 | Strong |
| Avg Search Engine RankLower rank = better | +0.125 | 1.6% | 24 | Confirmed |
| Reddit Posts | -0.104 | 1.1% | 16 | Confirmed |
| Reddit Comments | -0.036 | 0.1% | 17 | Baseline |
How often AI recommended each domain when answering Edge AI Operator queries within GPU / AI infrastructure vendors. 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| hpe.com | 100.0% | 465 | 1 | 16K | 73 | 389K | 18.3K | 17.8K | 2 | 1 | 467 | 21 | 196 | Cloud infrastructure services, GPU / AI infrastructure vendors, Managed network services, Server hardware for enterprises |
| lenovo.com | 100.0% | 153 | 1 | 30.8K | 72 | 691K | 7.5K | 620 | 299 | 1.3K | 465 | 89 | 156 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| advantech.com | 100.0% | 37 | 1 | 2.9K | 58 | 72.2K | 1.7K | 33 | — | — | — | — | 115 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| supermicro.com | 100.0% | 255 | 1 | 3.5K | 64 | 98.5K | 5.9K | 145 | 3 | 107 | 131 | — | 176 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| nvidia.com | 96.0% | 598 | 1 | 51.8K | 76 | 1.3M | 24.5K | 787 | 163 | 378 | 724 | 82 | 261 | Enterprise AI platforms, GPU / AI infrastructure vendors, Server hardware for enterprises |
| delltechnologies.com | 88.0% | 69 | 1 | 4.9K | 68 | 158.9K | 1.5K | 99 | 1 | — | 52 | 17 | 36 | Cloud infrastructure services, GPU / AI infrastructure vendors, Healthcare IT for providers, Server hardware for enterprises |
| onlogic.com | 88.0% | 36 | 1 | 533 | 51 | 14.9K | 1.3K | 1 | — | 38 | — | — | — | GPU / AI infrastructure vendors, Server hardware for enterprises |
| cisco.com | 84.0% | 533 | 1 | 60.8K | 77 | 1.6M | 27.8K | 2.6K | 37 | 229 | 1.3K | 73 | 52 | Cloud infrastructure services, Customer support / contact center software, GPU / AI infrastructure vendors, Managed network services, Server hardware for enterprises |
| crusoe.ai | 52.0% | 69 | 5 | 499 | 52 | 16.7K | 1.3K | 76 | 3 | 5 | — | — | 176 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| kontron.com | 52.0% | 2 | 16 | 797 | 54 | 25.5K | 125 | 26 | — | — | — | 22 | 16 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| windriver.com | 16.0% | 50 | 4 | 1.2K | 59 | 43.8K | 585 | 22 | — | 3 | 152 | — | 120 | GPU / AI infrastructure vendors |
| stratus.com | 16.0% | 4 | 3 | 492 | 51 | 16.7K | 136 | 20 | — | — | 23 | — | 156 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| lannerinc.com | 16.0% | 2 | 19 | 257 | 48 | 9.5K | 174 | — | 2 | — | 6 | — | 116 | GPU / AI infrastructure vendors |
| dell.com | 12.0% | 343 | 1 | 38K | 74 | 866.4K | 18K | 816 | 468 | 445 | 1.2K | 123 | 48 | Cloud infrastructure services, GPU / AI infrastructure vendors, Server hardware for enterprises |
| redhat.com | 8.0% | 215 | 1 | 28.7K | 78 | 800.5K | 13.6K | 3.6K | 18 | 79 | 743 | 70 | 220 | Cloud infrastructure services, GPU / AI infrastructure vendors |
| litmus.io | 8.0% | 2 | 2 | 129 | 49 | 5.4K | 325 | 74 | — | — | — | — | 92 | Data analytics / BI software, Enterprise AI platforms, GPU / AI infrastructure vendors |
| azure.microsoft.com | 4.0% | 252 | 1 | — | — | — | 67.4K | 41.3K | 587 | 1.5K | 2K | 233 | 228 | Cloud infrastructure services, Data-warehouse / lakehouse platforms, Enterprise AI platforms, GPU / AI infrastructure vendors |
| ondas.com | 4.0% | — | — | 175 | 43 | 5.7K | — | 65 | 14 | 18 | — | — | 8 | GPU / AI infrastructure vendors |
| nvidianetworks.com | 4.0% | — | — | — | — | — | — | — | — | — | — | — | — | GPU / AI infrastructure vendors |
| ieiworld.com | 4.0% | — | — | 266 | 45 | 7.5K | — | — | — | — | — | — | — | GPU / AI infrastructure vendors, Server hardware for enterprises |
| adlinktech.com | 4.0% | 6 | 1 | 637 | 52 | 20.6K | 377 | 19 | — | — | — | — | 96 | GPU / AI infrastructure vendors |
| azure.com | 4.0% | 2 | 96 | 14.1K | 76 | 382.7K | 347 | 857 | 12 | 31 | — | — | 228 | Cloud infrastructure services, Enterprise AI platforms, GPU / AI infrastructure vendors |
| kioxia.com | 4.0% | — | — | 1.2K | 62 | 34.7K | — | 21 | — | — | 10 | — | 24 | GPU / AI infrastructure vendors |
| seco.com | 4.0% | 5 | 4 | 237 | 46 | 8.3K | 176 | 1 | — | 7 | — | — | 72 | GPU / AI infrastructure vendors |
| volvocars.com | 4.0% | 28 | 2 | 10.8K | 66 | 260.6K | 2.5K | 81 | 47 | 938 | 674 | 95 | 100 | Auto OEM brands, GPU / AI infrastructure vendors |
Domains in Google search results for Edge AI Operator queries within GPU / AI infrastructure vendors. 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 | microsoft.com | 1.3M | 19.5M | 51.0000 | 78.3% | |
| 3 | amazon.com | 1.1M | 16.4M | 49.0000 | 66.5% | |
| 4 | ovhcloud.com | 162K | 397.3K | 36.0000 | 60.8% | |
| 5 | ibm.com | 125K | 3.1M | 44.0000 | 75.5% | |
| 6 | samsung.com | 79.9K | 1.7M | 42.0000 | 46.4% | |
| 7 | oracle.com | 75.6K | 1.9M | 45.0000 | 86.8% | |
| 8 | cisco.com | 60.8K | 1.6M | 40.0000 | 70.7% | |
| 9 | nvidia.com | 51.8K | 1.3M | 40.0000 | 86.7% | |
| 10 | intel.com | 43.6K | 1.1M | 44.0000 | 75.5% | |
| 11 | dell.com | 38K | 866.4K | 39.0000 | 79.7% | |
| 12 | siemens.com | 32.8K | 801.2K | 37.0000 | 69.2% | |
| 13 | lenovo.com | 30.8K | 691K | 37.0000 | 98.0% | |
| 14 | redhat.com | 28.7K | 800.5K | 44.0000 | 60.3% | |
| 15 | asus.com | 27.5K | 550K | 36.0000 | 77.2% | |
| 16 | amd.com | 26.8K | 594.6K | 38.0000 | 75.8% | |
| 17 | vmware.com | 25.5K | 643.6K | 39.0000 | 74.4% | |
| 18 | digitalocean.com | 22K | 549.6K | 38.0000 | 74.3% | |
| 19 | hpe.com | 16K | 389K | 36.0000 | 80.9% | |
| 20 | fujitsu.com | 16K | 408.5K | 38.0000 | 60.0% | |
| 21 | azure.com | 14.1K | 382.7K | 39.0000 | 58.8% | |
| 22 | volvocars.com | 10.8K | 260.6K | 36.0000 | 51.0% | |
| 23 | gigabyte.com | 5.7K | 126.8K | 28.0000 | 91.2% | |
| 24 | vultr.com | 5.2K | 104.7K | 36.0000 | 73.2% | |
| 25 | netapp.com | 5.2K | 166.1K | 36.0000 | 59.5% |
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 not just buying for internal use; I am buying to package compute, storage, networking, support, and governance into services that many end customers can consume.
That means I care deeply about multitenancy, billing integration, remote management, partner programs, white-label potential, and strong technical support that scales through my operations team.
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 |
|---|---|---|---|---|
| Backlink Count | +0.606 | 36.8% | 37 | Dominant |
| PageRank | +0.509 | 25.9% | 37 | Dominant |
| HC | +0.478 | 22.8% | 37 | Dominant |
| Best Search Engine RankLower rank = better | +0.403 | 16.2% | 35 | Dominant |
| Search Engine Appearances | +0.329 | 10.8% | 35 | Dominant |
| Common Crawl | +0.274 | 7.5% | 36 | Strong |
| Reddit Posts | +0.210 | 4.4% | 25 | Strong |
| Avg Search Engine RankLower rank = better | -0.137 | 1.9% | 35 | Confirmed |
| Wikidata | +0.121 | 1.5% | 18 | Confirmed |
| Homepage Keywords | +0.039 | 0.2% | 35 | Baseline |
| Reddit Comments | 0.000 | 0% | 29 | Baseline |
How often AI recommended each domain when answering Managed Service Builder queries within GPU / AI infrastructure vendors. 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| hpe.com | 100.0% | 465 | 1 | 16K | 73 | 389K | 18.3K | 17.8K | 2 | 1 | 467 | 21 | 196 | Cloud infrastructure services, GPU / AI infrastructure vendors, Managed network services, Server hardware for enterprises |
| lenovo.com | 100.0% | 153 | 1 | 30.8K | 72 | 691K | 7.5K | 620 | 299 | 1.3K | 465 | 89 | 156 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| supermicro.com | 100.0% | 255 | 1 | 3.5K | 64 | 98.5K | 5.9K | 145 | 3 | 107 | 131 | — | 176 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| nvidia.com | 96.0% | 598 | 1 | 51.8K | 76 | 1.3M | 24.5K | 787 | 163 | 378 | 724 | 82 | 261 | Enterprise AI platforms, GPU / AI infrastructure vendors, Server hardware for enterprises |
| delltechnologies.com | 92.0% | 69 | 1 | 4.9K | 68 | 158.9K | 1.5K | 99 | 1 | — | 52 | 17 | 36 | Cloud infrastructure services, GPU / AI infrastructure vendors, Healthcare IT for providers, Server hardware for enterprises |
| netapp.com | 76.0% | 65 | 4 | 5.2K | 71 | 166.1K | 3.7K | 91 | 1 | 351 | 128 | 24 | 108 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| purestorage.com | 68.0% | 91 | 1 | 2.5K | 62 | 82.7K | 2.7K | 13 | — | — | 18 | 18 | 136 | GPU / AI infrastructure vendors, Healthcare IT for providers |
| vastdata.com | 52.0% | 28 | 1 | 682 | 53 | 22.5K | 1K | 165 | 2 | — | 19 | 19 | 59 | GPU / AI infrastructure vendors |
| vultr.com | 44.0% | 58 | 4 | 5.2K | 67 | 104.7K | 3.7K | 162 | 23 | 32 | 17 | — | 180 | Cloud infrastructure services, Colocation interconnection services, Data center colocation, GPU / AI infrastructure vendors |
| amd.com | 40.0% | 128 | 2 | 26.8K | 75 | 594.6K | 4.7K | 246 | 79 | 275 | 753 | 81 | 148 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| liquidweb.com | 24.0% | 74 | 4 | 3.3K | 66 | 89.4K | 8.8K | 702 | 2 | 331 | — | — | 28 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| gigabyte.com | 20.0% | 35 | 1 | 5.7K | 65 | 126.8K | 1.4K | 52 | 25 | 18 | 48 | 4 | 12 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| asus.com | 20.0% | 26 | 2 | 27.5K | 70 | 550K | 929 | 203 | 159 | 313 | 214 | 25 | 24 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| vmware.com | 16.0% | 54 | 1 | 25.5K | 74 | 643.6K | 8.8K | 522 | 4 | 6 | 513 | 89 | 12 | Cloud infrastructure services, GPU / AI infrastructure vendors, Healthcare IT for providers |
| redhat.com | 16.0% | 215 | 1 | 28.7K | 78 | 800.5K | 13.6K | 3.6K | 18 | 79 | 743 | 70 | 220 | Cloud infrastructure services, GPU / AI infrastructure vendors |
| nutanix.com | 12.0% | 94 | 4 | 3.7K | 65 | 115K | 5K | 139 | 2 | 33 | 21 | 21 | 120 | GPU / AI infrastructure vendors, Healthcare IT for providers |
| phoenixnap.com | 12.0% | 63 | 11 | 2.2K | 63 | 64.1K | 6.7K | 4.9K | 29 | 25 | 66 | — | 92 | Colocation interconnection services, Data center colocation, GPU / AI infrastructure vendors |
| coreweave.com | 12.0% | 159 | 1 | 1.1K | 63 | 35.2K | 3.7K | 154 | 15 | 285 | 41 | — | 132 | GPU / AI infrastructure vendors |
| dell.com | 8.0% | 343 | 1 | 38K | 74 | 866.4K | 18K | 816 | 468 | 445 | 1.2K | 123 | 48 | Cloud infrastructure services, GPU / AI infrastructure vendors, Server hardware for enterprises |
| ciq.com | 8.0% | 1 | 71 | 156 | 54 | 6.8K | 15 | 35 | 1 | 6 | — | — | 76 | GPU / AI infrastructure vendors |
| nscale.com | 8.0% | 74 | 6 | 312 | 48 | 10.5K | 946 | 31 | 5 | — | — | — | 184 | GPU / AI infrastructure vendors |
| inspur.com | 8.0% | — | — | 552 | 58 | 14.1K | 140 | 1 | — | — | — | — | 36 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| ovhcloud.com | 8.0% | 121 | 1 | 162K | 86 | 397.3K | 5.4K | 228 | 7 | 12 | 27 | — | 340 | Cloud infrastructure services, GPU / AI infrastructure vendors |
| cloudian.com | 8.0% | 36 | 1 | 949 | 57 | 29.6K | 895 | 644 | 3 | 92 | 130 | — | — | GPU / AI infrastructure vendors |
| liquidstack.com | 4.0% | 6 | 23 | 88 | 38 | 3.4K | 278 | 48 | 3 | — | — | — | — | Commercial HVAC equipment, GPU / AI infrastructure vendors, Server hardware for enterprises |
Domains in Google search results for Managed Service Builder queries within GPU / AI infrastructure vendors. 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 | microsoft.com | 1.3M | 19.5M | 51.0000 | 78.3% | |
| 3 | amazon.com | 1.1M | 16.4M | 49.0000 | 66.5% | |
| 4 | ovhcloud.com | 162K | 397.3K | 36.0000 | 60.8% | |
| 5 | ibm.com | 125K | 3.1M | 44.0000 | 75.5% | |
| 6 | samsung.com | 79.9K | 1.7M | 42.0000 | 46.4% | |
| 7 | oracle.com | 75.6K | 1.9M | 45.0000 | 86.8% | |
| 8 | cisco.com | 60.8K | 1.6M | 40.0000 | 70.7% | |
| 9 | nvidia.com | 51.8K | 1.3M | 40.0000 | 86.7% | |
| 10 | intel.com | 43.6K | 1.1M | 44.0000 | 75.5% | |
| 11 | dell.com | 38K | 866.4K | 39.0000 | 79.7% | |
| 12 | siemens.com | 32.8K | 801.2K | 37.0000 | 69.2% | |
| 13 | lenovo.com | 30.8K | 691K | 37.0000 | 98.0% | |
| 14 | redhat.com | 28.7K | 800.5K | 44.0000 | 60.3% | |
| 15 | asus.com | 27.5K | 550K | 36.0000 | 77.2% | |
| 16 | amd.com | 26.8K | 594.6K | 38.0000 | 75.8% | |
| 17 | vmware.com | 25.5K | 643.6K | 39.0000 | 74.4% | |
| 18 | digitalocean.com | 22K | 549.6K | 38.0000 | 74.3% | |
| 19 | hpe.com | 16K | 389K | 36.0000 | 80.9% | |
| 20 | fujitsu.com | 16K | 408.5K | 38.0000 | 60.0% | |
| 21 | azure.com | 14.1K | 382.7K | 39.0000 | 58.8% | |
| 22 | volvocars.com | 10.8K | 260.6K | 36.0000 | 51.0% | |
| 23 | gigabyte.com | 5.7K | 126.8K | 28.0000 | 91.2% | |
| 24 | vultr.com | 5.2K | 104.7K | 36.0000 | 73.2% | |
| 25 | netapp.com | 5.2K | 166.1K | 36.0000 | 59.5% |
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 workloads are often bursty and deadline-driven, so I need high GPU density, fast storage, strong networking, and predictable performance during crunch periods when teams cannot afford delays.
I want vendors that understand hybrid workflows across on-prem, colocation, and cloud, and that can support both traditional graphics-heavy pipelines and newer AI-assisted content creation.
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 | +0.622 | 38.7% | 42 | Dominant |
| Search Engine Appearances | +0.511 | 26.1% | 42 | Dominant |
| Backlink Count | +0.310 | 9.6% | 45 | Dominant |
| Avg Search Engine RankLower rank = better | +0.301 | 9% | 42 | Dominant |
| PageRank | +0.274 | 7.5% | 45 | Strong |
| HC | +0.216 | 4.7% | 45 | Strong |
| Common Crawl | +0.140 | 2% | 47 | Confirmed |
| Reddit Posts | +0.096 | 0.9% | 36 | Emerging |
| Homepage Keywords | +0.050 | 0.2% | 43 | Baseline |
| Reddit Comments | +0.040 | 0.2% | 36 | Baseline |
| Wikidata | +0.018 | 0% | 16 | Baseline |
How often AI recommended each domain when answering Media Rendering Head queries within GPU / AI infrastructure vendors. 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| coreweave.com | 92.0% | 159 | 1 | 1.1K | 63 | 35.2K | 3.7K | 154 | 15 | 285 | 41 | — | 132 | GPU / AI infrastructure vendors |
| lambda.ai | 92.0% | 60 | 4 | 328 | 63 | 11.2K | 2.3K | 207 | 60 | 130 | — | — | 68 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| supermicro.com | 80.0% | 255 | 1 | 3.5K | 64 | 98.5K | 5.9K | 145 | 3 | 107 | 131 | — | 176 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| pugetsystems.com | 72.0% | 19 | 1 | 1K | 53 | 30.8K | 548 | 2 | 5 | 11 | 79 | — | 66 | GPU / AI infrastructure vendors |
| lenovo.com | 72.0% | 153 | 1 | 30.8K | 72 | 691K | 7.5K | 620 | 299 | 1.3K | 465 | 89 | 156 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| vastdata.com | 64.0% | 28 | 1 | 682 | 53 | 22.5K | 1K | 165 | 2 | — | 19 | 19 | 59 | GPU / AI infrastructure vendors |
| nvidia.com | 60.0% | 598 | 1 | 51.8K | 76 | 1.3M | 24.5K | 787 | 163 | 378 | 724 | 82 | 261 | Enterprise AI platforms, GPU / AI infrastructure vendors, Server hardware for enterprises |
| hpe.com | 60.0% | 465 | 1 | 16K | 73 | 389K | 18.3K | 17.8K | 2 | 1 | 467 | 21 | 196 | Cloud infrastructure services, GPU / AI infrastructure vendors, Managed network services, Server hardware for enterprises |
| dell.com | 52.0% | 343 | 1 | 38K | 74 | 866.4K | 18K | 816 | 468 | 445 | 1.2K | 123 | 48 | Cloud infrastructure services, GPU / AI infrastructure vendors, Server hardware for enterprises |
| vultr.com | 36.0% | 58 | 4 | 5.2K | 67 | 104.7K | 3.7K | 162 | 23 | 32 | 17 | — | 180 | Cloud infrastructure services, Colocation interconnection services, Data center colocation, GPU / AI infrastructure vendors |
| thinkmate.com | 28.0% | 6 | 29 | 72 | 35 | 2.7K | 320 | 16 | 5 | 3 | — | — | 96 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| delltechnologies.com | 20.0% | 69 | 1 | 4.9K | 68 | 158.9K | 1.5K | 99 | 1 | — | 52 | 17 | 36 | Cloud infrastructure services, GPU / AI infrastructure vendors, Healthcare IT for providers, Server hardware for enterprises |
| crusoe.ai | 20.0% | 69 | 5 | 499 | 52 | 16.7K | 1.3K | 76 | 3 | 5 | — | — | 176 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| aws.amazon.com | 20.0% | 945 | 1 | — | — | — | 142.2K | 120.2K | 2.2K | 5.9K | 5.5K | 433 | 40 | Cloud infrastructure services, Customer support / contact center software, Data analytics / BI software, Data-warehouse / lakehouse platforms, Enterprise AI platforms, Enterprise search & knowledge copilots, GPU / AI infrastructure vendors |
| liquidweb.com | 16.0% | 74 | 4 | 3.3K | 66 | 89.4K | 8.8K | 702 | 2 | 331 | — | — | 28 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| azure.microsoft.com | 16.0% | 252 | 1 | — | — | — | 67.4K | 41.3K | 587 | 1.5K | 2K | 233 | 228 | Cloud infrastructure services, Data-warehouse / lakehouse platforms, Enterprise AI platforms, GPU / AI infrastructure vendors |
| scan.co.uk | 16.0% | 1 | 72 | 1K | 57 | 28.8K | 164 | 36 | 588 | 248 | 166 | — | 102 | GPU / AI infrastructure vendors |
| voltagepark.com | 12.0% | 8 | 7 | 73 | 36 | 2.8K | 303 | 1 | — | 69 | — | — | 48 | GPU / AI infrastructure vendors |
| hivelocity.net | 12.0% | 77 | 4 | 383 | 54 | 11.9K | 4.2K | 24 | 5 | — | — | — | 144 | Colocation interconnection services, Data center colocation, GPU / AI infrastructure vendors |
| penguinsolutions.com | 12.0% | 30 | 2 | 192 | 47 | 6.3K | 1.4K | 25 | — | 1 | — | — | 156 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| equinix.com | 12.0% | 717 | 1 | 2.9K | 68 | 100.2K | 15K | 2.3K | — | — | 81 | — | 128 | B2B marketing data providers, Cloud infrastructure services, Colocation interconnection services, Commercial solar / energy services, Data center colocation, GPU / AI infrastructure vendors, Managed legal services, Managed network services |
| amd.com | 12.0% | 128 | 2 | 26.8K | 75 | 594.6K | 4.7K | 246 | 79 | 275 | 753 | 81 | 148 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| acecloudhosting.com | 12.0% | 11 | 6 | 484 | 49 | 15.8K | 1.8K | 127 | 2 | 6 | — | — | 124 | GPU / AI infrastructure vendors |
| exostellar.io | 8.0% | — | — | 25 | 36 | 1.1K | 34 | 1 | — | 3 | — | — | 4 | GPU / AI infrastructure vendors |
| 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 |
Domains in Google search results for Media Rendering Head queries within GPU / AI infrastructure vendors. 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 | microsoft.com | 1.3M | 19.5M | 51.0000 | 78.3% | |
| 3 | amazon.com | 1.1M | 16.4M | 49.0000 | 66.5% | |
| 4 | ovhcloud.com | 162K | 397.3K | 36.0000 | 60.8% | |
| 5 | ibm.com | 125K | 3.1M | 44.0000 | 75.5% | |
| 6 | samsung.com | 79.9K | 1.7M | 42.0000 | 46.4% | |
| 7 | oracle.com | 75.6K | 1.9M | 45.0000 | 86.8% | |
| 8 | cisco.com | 60.8K | 1.6M | 40.0000 | 70.7% | |
| 9 | nvidia.com | 51.8K | 1.3M | 40.0000 | 86.7% | |
| 10 | intel.com | 43.6K | 1.1M | 44.0000 | 75.5% | |
| 11 | dell.com | 38K | 866.4K | 39.0000 | 79.7% | |
| 12 | siemens.com | 32.8K | 801.2K | 37.0000 | 69.2% | |
| 13 | lenovo.com | 30.8K | 691K | 37.0000 | 98.0% | |
| 14 | redhat.com | 28.7K | 800.5K | 44.0000 | 60.3% | |
| 15 | asus.com | 27.5K | 550K | 36.0000 | 77.2% | |
| 16 | amd.com | 26.8K | 594.6K | 38.0000 | 75.8% | |
| 17 | vmware.com | 25.5K | 643.6K | 39.0000 | 74.4% | |
| 18 | digitalocean.com | 22K | 549.6K | 38.0000 | 74.3% | |
| 19 | hpe.com | 16K | 389K | 36.0000 | 80.9% | |
| 20 | fujitsu.com | 16K | 408.5K | 38.0000 | 60.0% | |
| 21 | azure.com | 14.1K | 382.7K | 39.0000 | 58.8% | |
| 22 | volvocars.com | 10.8K | 260.6K | 36.0000 | 51.0% | |
| 23 | gigabyte.com | 5.7K | 126.8K | 28.0000 | 91.2% | |
| 24 | vultr.com | 5.2K | 104.7K | 36.0000 | 73.2% | |
| 25 | netapp.com | 5.2K | 166.1K | 36.0000 | 59.5% |