Server hardware for enterprises
Best Search Engine Rank ρ=0.586A 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 Server hardware for enterprises industry covers 77 domains in this dataset. The most LLM-recommended vendors include hpe.com and supermicro.com and lenovo.com.
Within this industry, the strongest predictor of LLM recommendations is Best Search Engine Rank (ρ=0.586, n=49 (vs. ρ=0.238 across all industries)). PageRank follows as second-strongest (ρ=0.491).
hpe.com, supermicro.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, microsoft.com, oracle.com hold strong backlink authority but rank lower in LLM recommendations — a reminder that web scale alone does not guarantee AI visibility.
12 signals show a strong or dominant correlation within this category: Best Search Engine Rank (ρ=0.586), PageRank (ρ=0.491), BL Authority (Exp) (ρ=0.471), Backlink Count (ρ=0.471), BL Authority (ρ=0.470), HC (ρ=0.424), SE Outbound Links (ρ=0.373), Search Engine Appearances (ρ=0.354), Wikipedia Citations (ρ=0.296), Common Crawl (ρ=0.241), Avg Search Engine Rank (ρ=0.219), Reddit Comments (ρ=0.212).
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 77 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 |
|---|---|---|---|---|
| Best Search Engine Rank | +0.586 | 34.3% | 49 | Dominant |
| PageRank | +0.491 | 24.1% | 68 | Dominant |
| BL Authority (Exp) | +0.471 | 22.2% | 68 | Dominant |
| Backlink Count | +0.471 | 22.2% | 68 | Dominant |
| BL Authority | +0.470 | 22.1% | 68 | Dominant |
| HC | +0.424 | 18% | 68 | Dominant |
| SE Outbound Links | +0.373 | 13.9% | 56 | Dominant |
| Search Engine Appearances | +0.354 | 12.5% | 49 | Dominant |
| Wikipedia Citations | +0.296 | 8.8% | 36 | Strong |
| Common Crawl | +0.241 | 5.8% | 53 | Strong |
| Avg Search Engine Rank | +0.219 | 4.8% | 49 | Strong |
| Reddit Comments | +0.212 | 4.5% | 30 | Strong |
| Reddit Posts | +0.170 | 2.9% | 35 | Confirmed |
| Homepage Keywords | +0.063 | 0.4% | 59 | Emerging |
| Wikidata | -0.051 | 0.3% | 22 | Emerging |
How often AI models recommended each domain when answering Server hardware for enterprises 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 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 |
| 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 |
| lenovo.com | 99.3% | 153 | 1 | 30.8K | 72 | 691K | 7.5K | 620 | 299 | 1.3K | 465 | 89 | 156 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| dell.com | 83.3% | 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 |
| cisco.com | 75.6% | 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 |
| gigabyte.com | 73.5% | 35 | 1 | 5.7K | 65 | 126.8K | 1.4K | 52 | 25 | 18 | 48 | 4 | 12 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| fujitsu.com | 65.8% | 3 | 21 | 16K | 70 | 408.5K | 2.7K | 114 | — | 141 | 272 | — | 34 | GPU / AI infrastructure vendors, Managed network services, Server hardware for enterprises |
| inspur.com | 64.7% | — | — | 552 | 58 | 14.1K | 140 | 1 | — | — | — | — | 36 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| asus.com | 62.9% | 26 | 2 | 27.5K | 70 | 550K | 929 | 203 | 159 | 313 | 214 | 25 | 24 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| ibm.com | 38.9% | 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 |
| oracle.com | 30.9% | 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 |
| delltechnologies.com | 16.7% | 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 |
| intel.com | 16.4% | 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 |
| advantech.com | 16.0% | 37 | 1 | 2.9K | 58 | 72.2K | 1.7K | 33 | — | — | — | — | 115 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| quantaqct.com | 16.0% | — | — | 27 | 35 | 1.3K | — | — | — | — | — | — | — | GPU / AI infrastructure vendors, Server hardware for enterprises |
| tyan.com | 16.0% | — | — | 399 | 49 | 14.1K | 32 | 2 | — | — | 4 | — | 4 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| onlogic.com | 13.8% | 36 | 1 | 533 | 51 | 14.9K | 1.3K | 1 | — | 38 | — | — | — | GPU / AI infrastructure vendors, Server hardware for enterprises |
| hitachivantara.com | 12.4% | 51 | 5 | 1.7K | 61 | 55.6K | 3K | 99 | — | 3 | 14 | — | 279 | Server hardware for enterprises |
| kontron.com | 9.8% | 2 | 16 | 797 | 54 | 25.5K | 125 | 26 | — | — | — | 22 | 16 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| siemens.com | 9.1% | 123 | 2 | 32.8K | 72 | 801.2K | 6.2K | 993 | 18 | 818 | 855 | 89 | 124 | Commercial solar / energy services, Data analytics / BI software, Data-warehouse / lakehouse platforms, Enterprise AI platforms, GPU / AI infrastructure vendors, HVAC service contractors, Scientific instruments, Server hardware for enterprises |
| nvidia.com | 8.4% | 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 |
| nec.com | 7.6% | 3 | 2 | 7.3K | 66 | 214.3K | 596 | 37 | — | — | 139 | — | 52 | Managed network services, Server hardware for enterprises |
| stratus.com | 6.2% | 4 | 3 | 492 | 51 | 16.7K | 136 | 20 | — | — | 23 | — | 156 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| qct.io | 4.4% | 2 | 7 | 190 | 61 | 7.6K | 167 | 15 | — | — | 8 | — | 56 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| lambda.ai | 3.6% | 60 | 4 | 328 | 63 | 11.2K | 2.3K | 207 | 60 | 130 | — | — | 68 | GPU / AI infrastructure vendors, Server hardware for enterprises |
Domains appearing most frequently in Google search results for Server hardware for enterprises 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 | microsoft.com | 1.3M | 19.5M | 51.0000 | 78.3% | |
| 2 | ibm.com | 125K | 3.1M | 44.0000 | 75.5% | |
| 3 | oracle.com | 75.6K | 1.9M | 45.0000 | 86.8% | |
| 4 | huawei.com | 62.3K | 1.3M | 40.0000 | 38.2% | |
| 5 | cisco.com | 60.8K | 1.6M | 40.0000 | 70.7% | |
| 6 | nvidia.com | 51.8K | 1.3M | 40.0000 | 86.7% | |
| 7 | hp.com | 51.3K | 1.1M | 40.0000 | 43.4% | |
| 8 | intel.com | 43.6K | 1.1M | 44.0000 | 75.5% | |
| 9 | dell.com | 38K | 866.4K | 39.0000 | 79.7% | |
| 10 | siemens.com | 32.8K | 801.2K | 37.0000 | 69.2% | |
| 11 | lenovo.com | 30.8K | 691K | 37.0000 | 98.0% | |
| 12 | asus.com | 27.5K | 550K | 36.0000 | 77.2% | |
| 13 | amd.com | 26.8K | 594.6K | 38.0000 | 75.8% | |
| 14 | miro.com | 18.7K | 521.9K | 39.0000 | 48.7% | |
| 15 | hpe.com | 16K | 389K | 36.0000 | 80.9% | |
| 16 | fujitsu.com | 16K | 408.5K | 38.0000 | 60.0% | |
| 17 | msi.com | 10.8K | 214.9K | 35.0000 | 38.2% | |
| 18 | acer.com | 10.7K | 237.9K | 36.0000 | 67.1% | |
| 19 | synology.com | 7.8K | 171.8K | 35.0000 | 17.1% | |
| 20 | nec.com | 7.3K | 214.3K | 35.0000 | 52.5% | |
| 21 | gigabyte.com | 5.7K | 126.8K | 28.0000 | 91.2% | |
| 22 | netapp.com | 5.2K | 166.1K | 36.0000 | 59.5% | |
| 23 | delltechnologies.com | 4.9K | 158.9K | 36.0000 | 70.1% | |
| 24 | schneider-electric.com | 4.8K | 116.2K | 35.0000 | 78.0% | |
| 25 | qnap.com | 4.2K | 104.7K | 35.0000 | 55.3% |
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 Server hardware for enterprises. 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 |
| cisco.com | 100.0% | 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 |
| 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 |
| fujitsu.com | 100.0% | 3 | 21 | 16K | 70 | 408.5K | 2.7K | 114 | — | 141 | 272 | — | 34 | GPU / AI infrastructure vendors, Managed network services, 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 | 96.0% | 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 |
| inspur.com | 88.0% | — | — | 552 | 58 | 14.1K | 140 | 1 | — | — | — | — | 36 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| asus.com | 88.0% | 26 | 2 | 27.5K | 70 | 550K | 929 | 203 | 159 | 313 | 214 | 25 | 24 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| oracle.com | 20.0% | 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 |
| delltechnologies.com | 4.0% | 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 |
| 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 |
Domains in Google search results for neutral queries within Server hardware for enterprises. 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 | microsoft.com | 1.3M | 19.5M | 51.0000 | 78.3% | |
| 2 | ibm.com | 125K | 3.1M | 44.0000 | 75.5% | |
| 3 | oracle.com | 75.6K | 1.9M | 45.0000 | 86.8% | |
| 4 | huawei.com | 62.3K | 1.3M | 40.0000 | 38.2% | |
| 5 | cisco.com | 60.8K | 1.6M | 40.0000 | 70.7% | |
| 6 | nvidia.com | 51.8K | 1.3M | 40.0000 | 86.7% | |
| 7 | hp.com | 51.3K | 1.1M | 40.0000 | 43.4% | |
| 8 | intel.com | 43.6K | 1.1M | 44.0000 | 75.5% | |
| 9 | dell.com | 38K | 866.4K | 39.0000 | 79.7% | |
| 10 | siemens.com | 32.8K | 801.2K | 37.0000 | 69.2% | |
| 11 | lenovo.com | 30.8K | 691K | 37.0000 | 98.0% | |
| 12 | asus.com | 27.5K | 550K | 36.0000 | 77.2% | |
| 13 | amd.com | 26.8K | 594.6K | 38.0000 | 75.8% | |
| 14 | miro.com | 18.7K | 521.9K | 39.0000 | 48.7% | |
| 15 | hpe.com | 16K | 389K | 36.0000 | 80.9% | |
| 16 | fujitsu.com | 16K | 408.5K | 38.0000 | 60.0% | |
| 17 | msi.com | 10.8K | 214.9K | 35.0000 | 38.2% | |
| 18 | acer.com | 10.7K | 237.9K | 36.0000 | 67.1% | |
| 19 | synology.com | 7.8K | 171.8K | 35.0000 | 17.1% | |
| 20 | nec.com | 7.3K | 214.3K | 35.0000 | 52.5% | |
| 21 | gigabyte.com | 5.7K | 126.8K | 28.0000 | 91.2% | |
| 22 | netapp.com | 5.2K | 166.1K | 36.0000 | 59.5% | |
| 23 | delltechnologies.com | 4.9K | 158.9K | 36.0000 | 70.1% | |
| 24 | schneider-electric.com | 4.8K | 116.2K | 35.0000 | 78.0% | |
| 25 | qnap.com | 4.2K | 104.7K | 35.0000 | 55.3% |
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 team supports hundreds of business-critical applications, so I care about uptime, hardware lifecycle planning, remote management, and consistent vendor support across regions.
I want platforms that integrate cleanly with our virtualization stack, backup tools, monitoring systems, and existing procurement standards.
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 | +0.587 | 34.4% | 32 | Dominant |
| Best Search Engine RankLower rank = better | +0.587 | 34.4% | 32 | Dominant |
| PageRank | +0.303 | 9.2% | 43 | Dominant |
| Backlink Count | +0.264 | 7% | 43 | Strong |
| Common Crawl | +0.233 | 5.4% | 37 | Strong |
| Wikidata | -0.220 | 4.8% | 15 | Strong |
| Homepage Keywords | +0.207 | 4.3% | 41 | Strong |
| HC | +0.204 | 4.1% | 43 | Strong |
| Avg Search Engine RankLower rank = better | +0.138 | 1.9% | 32 | Confirmed |
| Reddit Posts | +0.101 | 1% | 22 | Confirmed |
| Reddit Comments | -0.054 | 0.3% | 19 | Emerging |
How often AI recommended each domain when answering Enterprise IT Director queries within Server hardware for enterprises. 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 |
| cisco.com | 100.0% | 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 |
| 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 |
| fujitsu.com | 100.0% | 3 | 21 | 16K | 70 | 408.5K | 2.7K | 114 | — | 141 | 272 | — | 34 | GPU / AI infrastructure vendors, Managed network services, Server hardware for enterprises |
| inspur.com | 96.0% | — | — | 552 | 58 | 14.1K | 140 | 1 | — | — | — | — | 36 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| dell.com | 88.0% | 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 |
| gigabyte.com | 84.0% | 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 | 68.0% | 26 | 2 | 27.5K | 70 | 550K | 929 | 203 | 159 | 313 | 214 | 25 | 24 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| oracle.com | 40.0% | 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 |
| ibm.com | 36.0% | 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 |
| hitachivantara.com | 32.0% | 51 | 5 | 1.7K | 61 | 55.6K | 3K | 99 | — | 3 | 14 | — | 279 | Server hardware for enterprises |
| intel.com | 16.0% | 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 |
| delltechnologies.com | 12.0% | 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 |
| huawei.com | 8.0% | 48 | 5 | 62.3K | 78 | 1.3M | 2.7K | 1.3K | — | 13 | 185 | 94 | 36 | Server hardware for enterprises |
| hitachi.com | 4.0% | 4 | 46 | 3.6K | 63 | 103.6K | 1K | 47 | — | 6 | 307 | 62 | 72 | Server hardware for enterprises |
| miro.com | 4.0% | 34 | 7 | 18.7K | 73 | 521.9K | 5.1K | 6.7K | 115 | 833 | 50 | 21 | 15 | Server hardware for enterprises |
| nec.com | 4.0% | 3 | 2 | 7.3K | 66 | 214.3K | 596 | 37 | — | — | 139 | — | 52 | Managed network services, Server hardware for enterprises |
| neweggbusiness.com | 4.0% | 12 | 9 | 303 | 48 | 9.6K | 1.2K | 15 | — | 2 | 32 | — | 116 | Server hardware for enterprises |
| tyan.com | 4.0% | — | — | 399 | 49 | 14.1K | 32 | 2 | — | — | 4 | — | 4 | GPU / AI infrastructure vendors, Server hardware for enterprises |
Domains in Google search results for Enterprise IT Director queries within Server hardware for enterprises. 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 | microsoft.com | 1.3M | 19.5M | 51.0000 | 78.3% | |
| 2 | ibm.com | 125K | 3.1M | 44.0000 | 75.5% | |
| 3 | oracle.com | 75.6K | 1.9M | 45.0000 | 86.8% | |
| 4 | huawei.com | 62.3K | 1.3M | 40.0000 | 38.2% | |
| 5 | cisco.com | 60.8K | 1.6M | 40.0000 | 70.7% | |
| 6 | nvidia.com | 51.8K | 1.3M | 40.0000 | 86.7% | |
| 7 | hp.com | 51.3K | 1.1M | 40.0000 | 43.4% | |
| 8 | intel.com | 43.6K | 1.1M | 44.0000 | 75.5% | |
| 9 | dell.com | 38K | 866.4K | 39.0000 | 79.7% | |
| 10 | siemens.com | 32.8K | 801.2K | 37.0000 | 69.2% | |
| 11 | lenovo.com | 30.8K | 691K | 37.0000 | 98.0% | |
| 12 | asus.com | 27.5K | 550K | 36.0000 | 77.2% | |
| 13 | amd.com | 26.8K | 594.6K | 38.0000 | 75.8% | |
| 14 | miro.com | 18.7K | 521.9K | 39.0000 | 48.7% | |
| 15 | hpe.com | 16K | 389K | 36.0000 | 80.9% | |
| 16 | fujitsu.com | 16K | 408.5K | 38.0000 | 60.0% | |
| 17 | msi.com | 10.8K | 214.9K | 35.0000 | 38.2% | |
| 18 | acer.com | 10.7K | 237.9K | 36.0000 | 67.1% | |
| 19 | synology.com | 7.8K | 171.8K | 35.0000 | 17.1% | |
| 20 | nec.com | 7.3K | 214.3K | 35.0000 | 52.5% | |
| 21 | gigabyte.com | 5.7K | 126.8K | 28.0000 | 91.2% | |
| 22 | netapp.com | 5.2K | 166.1K | 36.0000 | 59.5% | |
| 23 | delltechnologies.com | 4.9K | 158.9K | 36.0000 | 70.1% | |
| 24 | schneider-electric.com | 4.8K | 116.2K | 35.0000 | 78.0% | |
| 25 | qnap.com | 4.2K | 104.7K | 35.0000 | 55.3% |
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 systems that can be provisioned quickly, managed programmatically, and deployed in large numbers without creating exceptions for my operations team.
My priorities are high core counts, strong memory bandwidth, fast local storage options, and networking flexibility that supports software-defined infrastructure.
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 | +0.602 | 36.2% | 14 | Dominant |
| Avg Search Engine RankLower rank = better | +0.582 | 33.9% | 14 | Dominant |
| Search Engine Appearances | +0.341 | 11.6% | 14 | Dominant |
| Reddit Posts | -0.336 | 11.3% | 12 | Dominant |
| Wikidata | -0.251 | 6.3% | 11 | Strong |
| Homepage Keywords | +0.222 | 4.9% | 19 | Strong |
| Backlink Count | +0.180 | 3.2% | 21 | Confirmed |
| PageRank | +0.137 | 1.9% | 21 | Confirmed |
| Reddit Comments | +0.077 | 0.6% | 12 | Emerging |
| Common Crawl | +0.047 | 0.2% | 18 | Baseline |
| HC | -0.042 | 0.2% | 21 | Baseline |
How often AI recommended each domain when answering Cloud Infrastructure Lead queries within Server hardware for enterprises. 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 |
| gigabyte.com | 96.0% | 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 | 92.0% | 26 | 2 | 27.5K | 70 | 550K | 929 | 203 | 159 | 313 | 214 | 25 | 24 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| dell.com | 88.0% | 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 |
| inspur.com | 84.0% | — | — | 552 | 58 | 14.1K | 140 | 1 | — | — | — | — | 36 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| quantaqct.com | 80.0% | — | — | 27 | 35 | 1.3K | — | — | — | — | — | — | — | GPU / AI infrastructure vendors, Server hardware for enterprises |
| cisco.com | 68.0% | 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 | 28.0% | — | — | 141 | 53 | 5.6K | 27 | 3 | — | — | — | — | 96 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| tyan.com | 28.0% | — | — | 399 | 49 | 14.1K | 32 | 2 | — | — | 4 | — | 4 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| qct.io | 16.0% | 2 | 7 | 190 | 61 | 7.6K | 167 | 15 | — | — | 8 | — | 56 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| intel.com | 16.0% | 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 |
| fujitsu.com | 16.0% | 3 | 21 | 16K | 70 | 408.5K | 2.7K | 114 | — | 141 | 272 | — | 34 | GPU / AI infrastructure vendors, Managed network services, Server hardware for enterprises |
| delltechnologies.com | 12.0% | 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 |
| 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 |
| miro.com | 12.0% | 34 | 7 | 18.7K | 73 | 521.9K | 5.1K | 6.7K | 115 | 833 | 50 | 21 | 15 | Server hardware for enterprises |
| ibm.com | 8.0% | 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 |
| ieit.io | 4.0% | — | — | — | — | — | — | — | — | — | — | — | — | Server hardware for enterprises |
| inventec.com | 4.0% | — | — | 226 | 46 | 7.6K | — | — | — | — | 6 | — | 1 | Server hardware for enterprises |
| smc.com | 4.0% | — | — | 316 | 48 | 9K | — | 34 | — | — | — | — | — | Server hardware for enterprises |
| ciexample.net | 4.0% | — | — | — | — | — | — | — | — | — | — | — | — | Server hardware for enterprises |
| miro.co.jp | 4.0% | — | — | — | — | — | — | — | — | — | — | — | — | Server hardware for enterprises |
| mitaccomputing.com | 4.0% | 4 | 33 | 133 | 42 | 4.4K | 183 | — | — | — | — | — | 150 | Server hardware for enterprises |
Domains in Google search results for Cloud Infrastructure Lead queries within Server hardware for enterprises. 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 | microsoft.com | 1.3M | 19.5M | 51.0000 | 78.3% | |
| 2 | ibm.com | 125K | 3.1M | 44.0000 | 75.5% | |
| 3 | oracle.com | 75.6K | 1.9M | 45.0000 | 86.8% | |
| 4 | huawei.com | 62.3K | 1.3M | 40.0000 | 38.2% | |
| 5 | cisco.com | 60.8K | 1.6M | 40.0000 | 70.7% | |
| 6 | nvidia.com | 51.8K | 1.3M | 40.0000 | 86.7% | |
| 7 | hp.com | 51.3K | 1.1M | 40.0000 | 43.4% | |
| 8 | intel.com | 43.6K | 1.1M | 44.0000 | 75.5% | |
| 9 | dell.com | 38K | 866.4K | 39.0000 | 79.7% | |
| 10 | siemens.com | 32.8K | 801.2K | 37.0000 | 69.2% | |
| 11 | lenovo.com | 30.8K | 691K | 37.0000 | 98.0% | |
| 12 | asus.com | 27.5K | 550K | 36.0000 | 77.2% | |
| 13 | amd.com | 26.8K | 594.6K | 38.0000 | 75.8% | |
| 14 | miro.com | 18.7K | 521.9K | 39.0000 | 48.7% | |
| 15 | hpe.com | 16K | 389K | 36.0000 | 80.9% | |
| 16 | fujitsu.com | 16K | 408.5K | 38.0000 | 60.0% | |
| 17 | msi.com | 10.8K | 214.9K | 35.0000 | 38.2% | |
| 18 | acer.com | 10.7K | 237.9K | 36.0000 | 67.1% | |
| 19 | synology.com | 7.8K | 171.8K | 35.0000 | 17.1% | |
| 20 | nec.com | 7.3K | 214.3K | 35.0000 | 52.5% | |
| 21 | gigabyte.com | 5.7K | 126.8K | 28.0000 | 91.2% | |
| 22 | netapp.com | 5.2K | 166.1K | 36.0000 | 59.5% | |
| 23 | delltechnologies.com | 4.9K | 158.9K | 36.0000 | 70.1% | |
| 24 | schneider-electric.com | 4.8K | 116.2K | 35.0000 | 78.0% | |
| 25 | qnap.com | 4.2K | 104.7K | 35.0000 | 55.3% |
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 server hardware that supports electronic health records, imaging systems, secure data retention, and round-the-clock availability across hospitals or clinics.
My ideal vendor understands that downtime is not merely inconvenient here; it can disrupt operations that affect real people.
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 | +0.614 | 37.8% | 14 | Dominant |
| Common Crawl | +0.607 | 36.8% | 16 | Dominant |
| Search Engine Appearances | +0.567 | 32.2% | 14 | Dominant |
| Homepage Keywords | +0.360 | 13% | 16 | Dominant |
| HC | +0.291 | 8.4% | 16 | Strong |
| PageRank | +0.282 | 7.9% | 16 | Strong |
| Reddit Comments | +0.251 | 6.3% | 11 | Strong |
| Backlink Count | +0.215 | 4.6% | 16 | Strong |
| Wikidata | +0.164 | 2.7% | 11 | Confirmed |
| Avg Search Engine RankLower rank = better | +0.108 | 1.2% | 14 | Confirmed |
| Reddit Posts | +0.091 | 0.8% | 13 | Emerging |
How often AI recommended each domain when answering Healthcare Systems Manager queries within Server hardware for enterprises. 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 |
| cisco.com | 100.0% | 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 |
| 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 |
| fujitsu.com | 100.0% | 3 | 21 | 16K | 70 | 408.5K | 2.7K | 114 | — | 141 | 272 | — | 34 | GPU / AI infrastructure vendors, Managed network services, Server hardware for enterprises |
| inspur.com | 96.0% | — | — | 552 | 58 | 14.1K | 140 | 1 | — | — | — | — | 36 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| oracle.com | 84.0% | 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 |
| dell.com | 72.0% | 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 |
| ibm.com | 72.0% | 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 |
| hitachivantara.com | 68.0% | 51 | 5 | 1.7K | 61 | 55.6K | 3K | 99 | — | 3 | 14 | — | 279 | Server hardware for enterprises |
| gigabyte.com | 36.0% | 35 | 1 | 5.7K | 65 | 126.8K | 1.4K | 52 | 25 | 18 | 48 | 4 | 12 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| delltechnologies.com | 28.0% | 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 |
| asus.com | 28.0% | 26 | 2 | 27.5K | 70 | 550K | 929 | 203 | 159 | 313 | 214 | 25 | 24 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| nec.com | 8.0% | 3 | 2 | 7.3K | 66 | 214.3K | 596 | 37 | — | — | 139 | — | 52 | Managed network services, 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 |
| hitachi.com | 4.0% | 4 | 46 | 3.6K | 63 | 103.6K | 1K | 47 | — | 6 | 307 | 62 | 72 | Server hardware for enterprises |
Domains in Google search results for Healthcare Systems Manager queries within Server hardware for enterprises. 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 | microsoft.com | 1.3M | 19.5M | 51.0000 | 78.3% | |
| 2 | ibm.com | 125K | 3.1M | 44.0000 | 75.5% | |
| 3 | oracle.com | 75.6K | 1.9M | 45.0000 | 86.8% | |
| 4 | huawei.com | 62.3K | 1.3M | 40.0000 | 38.2% | |
| 5 | cisco.com | 60.8K | 1.6M | 40.0000 | 70.7% | |
| 6 | nvidia.com | 51.8K | 1.3M | 40.0000 | 86.7% | |
| 7 | hp.com | 51.3K | 1.1M | 40.0000 | 43.4% | |
| 8 | intel.com | 43.6K | 1.1M | 44.0000 | 75.5% | |
| 9 | dell.com | 38K | 866.4K | 39.0000 | 79.7% | |
| 10 | siemens.com | 32.8K | 801.2K | 37.0000 | 69.2% | |
| 11 | lenovo.com | 30.8K | 691K | 37.0000 | 98.0% | |
| 12 | asus.com | 27.5K | 550K | 36.0000 | 77.2% | |
| 13 | amd.com | 26.8K | 594.6K | 38.0000 | 75.8% | |
| 14 | miro.com | 18.7K | 521.9K | 39.0000 | 48.7% | |
| 15 | hpe.com | 16K | 389K | 36.0000 | 80.9% | |
| 16 | fujitsu.com | 16K | 408.5K | 38.0000 | 60.0% | |
| 17 | msi.com | 10.8K | 214.9K | 35.0000 | 38.2% | |
| 18 | acer.com | 10.7K | 237.9K | 36.0000 | 67.1% | |
| 19 | synology.com | 7.8K | 171.8K | 35.0000 | 17.1% | |
| 20 | nec.com | 7.3K | 214.3K | 35.0000 | 52.5% | |
| 21 | gigabyte.com | 5.7K | 126.8K | 28.0000 | 91.2% | |
| 22 | netapp.com | 5.2K | 166.1K | 36.0000 | 59.5% | |
| 23 | delltechnologies.com | 4.9K | 158.9K | 36.0000 | 70.1% | |
| 24 | schneider-electric.com | 4.8K | 116.2K | 35.0000 | 78.0% | |
| 25 | qnap.com | 4.2K | 104.7K | 35.0000 | 55.3% |
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.
Our systems support trading, analytics, transaction processing, and sensitive customer data, so I need platforms that are fast, fault-tolerant, and built for strict governance.
Latency matters for some workloads, while memory capacity, storage throughput, and clustering reliability matter for others, so I look for vendors with flexible enterprise portfolios and deep technical support.
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 | +0.745 | 55.5% | 12 | Dominant |
| Search Engine Appearances | +0.706 | 49.9% | 12 | Dominant |
| Common Crawl | +0.688 | 47.3% | 14 | Dominant |
| Homepage Keywords | +0.617 | 38% | 14 | Dominant |
| PageRank | +0.531 | 28.2% | 13 | Dominant |
| HC | +0.479 | 22.9% | 13 | Dominant |
| Backlink Count | +0.440 | 19.3% | 13 | Dominant |
| Wikidata | +0.317 | 10% | 9 | Dominant |
| Reddit Posts | +0.236 | 5.6% | 11 | Strong |
| Avg Search Engine RankLower rank = better | -0.224 | 5% | 12 | Strong |
| Reddit Comments | +0.155 | 2.4% | 11 | Confirmed |
How often AI recommended each domain when answering Financial Risk Architect queries within Server hardware for enterprises. 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 |
| cisco.com | 100.0% | 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 |
| 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 |
| fujitsu.com | 100.0% | 3 | 21 | 16K | 70 | 408.5K | 2.7K | 114 | — | 141 | 272 | — | 34 | GPU / AI infrastructure vendors, Managed network services, Server hardware for enterprises |
| inspur.com | 100.0% | — | — | 552 | 58 | 14.1K | 140 | 1 | — | — | — | — | 36 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| lenovo.com | 96.0% | 153 | 1 | 30.8K | 72 | 691K | 7.5K | 620 | 299 | 1.3K | 465 | 89 | 156 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| oracle.com | 96.0% | 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 |
| gigabyte.com | 92.0% | 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 | 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 |
| 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 |
| 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 |
| lenovopress.lenovo.com | 4.0% | 13 | 5 | — | — | — | 1.3K | 182 | 14 | 26 | 51 | — | 38 | Server hardware for enterprises |
| nec.com | 4.0% | 3 | 2 | 7.3K | 66 | 214.3K | 596 | 37 | — | — | 139 | — | 52 | Managed network services, Server hardware for enterprises |
Domains in Google search results for Financial Risk Architect queries within Server hardware for enterprises. 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 | microsoft.com | 1.3M | 19.5M | 51.0000 | 78.3% | |
| 2 | ibm.com | 125K | 3.1M | 44.0000 | 75.5% | |
| 3 | oracle.com | 75.6K | 1.9M | 45.0000 | 86.8% | |
| 4 | huawei.com | 62.3K | 1.3M | 40.0000 | 38.2% | |
| 5 | cisco.com | 60.8K | 1.6M | 40.0000 | 70.7% | |
| 6 | nvidia.com | 51.8K | 1.3M | 40.0000 | 86.7% | |
| 7 | hp.com | 51.3K | 1.1M | 40.0000 | 43.4% | |
| 8 | intel.com | 43.6K | 1.1M | 44.0000 | 75.5% | |
| 9 | dell.com | 38K | 866.4K | 39.0000 | 79.7% | |
| 10 | siemens.com | 32.8K | 801.2K | 37.0000 | 69.2% | |
| 11 | lenovo.com | 30.8K | 691K | 37.0000 | 98.0% | |
| 12 | asus.com | 27.5K | 550K | 36.0000 | 77.2% | |
| 13 | amd.com | 26.8K | 594.6K | 38.0000 | 75.8% | |
| 14 | miro.com | 18.7K | 521.9K | 39.0000 | 48.7% | |
| 15 | hpe.com | 16K | 389K | 36.0000 | 80.9% | |
| 16 | fujitsu.com | 16K | 408.5K | 38.0000 | 60.0% | |
| 17 | msi.com | 10.8K | 214.9K | 35.0000 | 38.2% | |
| 18 | acer.com | 10.7K | 237.9K | 36.0000 | 67.1% | |
| 19 | synology.com | 7.8K | 171.8K | 35.0000 | 17.1% | |
| 20 | nec.com | 7.3K | 214.3K | 35.0000 | 52.5% | |
| 21 | gigabyte.com | 5.7K | 126.8K | 28.0000 | 91.2% | |
| 22 | netapp.com | 5.2K | 166.1K | 36.0000 | 59.5% | |
| 23 | delltechnologies.com | 4.9K | 158.9K | 36.0000 | 70.1% | |
| 24 | schneider-electric.com | 4.8K | 116.2K | 35.0000 | 78.0% | |
| 25 | qnap.com | 4.2K | 104.7K | 35.0000 | 55.3% |
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 focus is on GPU-ready systems, high-speed interconnects, thermal design, large memory footprints, and storage architectures that can feed data-hungry jobs without bottlenecks.
I want vendors that understand mixed workloads ranging from prototyping to production inference, and that can advise on cluster design, scaling, and software compatibility.
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 | +0.649 | 42.1% | 17 | Dominant |
| Backlink Count | +0.528 | 27.8% | 26 | Dominant |
| PageRank | +0.495 | 24.5% | 26 | Dominant |
| Search Engine Appearances | +0.477 | 22.8% | 17 | Dominant |
| HC | +0.441 | 19.4% | 26 | Dominant |
| Reddit Comments | +0.324 | 10.5% | 15 | Dominant |
| Common Crawl | +0.288 | 8.3% | 22 | Strong |
| Homepage Keywords | +0.218 | 4.8% | 22 | Strong |
| Avg Search Engine RankLower rank = better | +0.176 | 3.1% | 17 | Confirmed |
| Reddit Posts | +0.161 | 2.6% | 15 | Confirmed |
| Wikidata | +0.024 | 0.1% | 8 | Baseline |
How often AI recommended each domain when answering AI Research Platform Owner queries within Server hardware for enterprises. 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 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 |
| 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 |
| 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 |
| asus.com | 100.0% | 26 | 2 | 27.5K | 70 | 550K | 929 | 203 | 159 | 313 | 214 | 25 | 24 | 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 |
| inspur.com | 48.0% | — | — | 552 | 58 | 14.1K | 140 | 1 | — | — | — | — | 36 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| penguinsolutions.com | 40.0% | 30 | 2 | 192 | 47 | 6.3K | 1.4K | 25 | — | 1 | — | — | 156 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| lambda.ai | 40.0% | 60 | 4 | 328 | 63 | 11.2K | 2.3K | 207 | 60 | 130 | — | — | 68 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| thinkmate.com | 40.0% | 6 | 29 | 72 | 35 | 2.7K | 320 | 16 | 5 | 3 | — | — | 96 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| quantaqct.com | 36.0% | — | — | 27 | 35 | 1.3K | — | — | — | — | — | — | — | GPU / AI infrastructure vendors, Server hardware for enterprises |
| tyan.com | 28.0% | — | — | 399 | 49 | 14.1K | 32 | 2 | — | — | 4 | — | 4 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| ibm.com | 16.0% | 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 |
| smci.com | 12.0% | — | — | 8 | 16 | 261 | — | — | — | — | — | — | 84 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| quidel.com | 8.0% | — | — | 334 | 45 | 10.8K | — | 17 | — | — | 31 | — | 72 | Server hardware for enterprises |
| qct.io | 4.0% | 2 | 7 | 190 | 61 | 7.6K | 167 | 15 | — | — | 8 | — | 56 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| smc.com | 4.0% | — | — | 316 | 48 | 9K | — | 34 | — | — | — | — | — | Server hardware for enterprises |
| 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 |
| liquidstack.com | 4.0% | 6 | 23 | 88 | 38 | 3.4K | 278 | 48 | 3 | — | — | — | — | Commercial HVAC equipment, GPU / AI infrastructure vendors, Server hardware for enterprises |
| amd.com | 4.0% | 128 | 2 | 26.8K | 75 | 594.6K | 4.7K | 246 | 79 | 275 | 753 | 81 | 148 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| xenon.com | 4.0% | — | — | 1 | 1 | 16 | — | — | — | — | — | — | 36 | Server hardware for enterprises |
| exxactcorp.com | 4.0% | 21 | 7 | 282 | 49 | 9K | 337 | 5 | — | — | — | — | 40 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| eviden.com | 4.0% | — | — | 797 | 59 | 28K | 220 | 748 | 7 | 5 | 68 | — | 96 | CRO / clinical services, 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 |
Domains in Google search results for AI Research Platform Owner queries within Server hardware for enterprises. 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 | microsoft.com | 1.3M | 19.5M | 51.0000 | 78.3% | |
| 2 | ibm.com | 125K | 3.1M | 44.0000 | 75.5% | |
| 3 | oracle.com | 75.6K | 1.9M | 45.0000 | 86.8% | |
| 4 | huawei.com | 62.3K | 1.3M | 40.0000 | 38.2% | |
| 5 | cisco.com | 60.8K | 1.6M | 40.0000 | 70.7% | |
| 6 | nvidia.com | 51.8K | 1.3M | 40.0000 | 86.7% | |
| 7 | hp.com | 51.3K | 1.1M | 40.0000 | 43.4% | |
| 8 | intel.com | 43.6K | 1.1M | 44.0000 | 75.5% | |
| 9 | dell.com | 38K | 866.4K | 39.0000 | 79.7% | |
| 10 | siemens.com | 32.8K | 801.2K | 37.0000 | 69.2% | |
| 11 | lenovo.com | 30.8K | 691K | 37.0000 | 98.0% | |
| 12 | asus.com | 27.5K | 550K | 36.0000 | 77.2% | |
| 13 | amd.com | 26.8K | 594.6K | 38.0000 | 75.8% | |
| 14 | miro.com | 18.7K | 521.9K | 39.0000 | 48.7% | |
| 15 | hpe.com | 16K | 389K | 36.0000 | 80.9% | |
| 16 | fujitsu.com | 16K | 408.5K | 38.0000 | 60.0% | |
| 17 | msi.com | 10.8K | 214.9K | 35.0000 | 38.2% | |
| 18 | acer.com | 10.7K | 237.9K | 36.0000 | 67.1% | |
| 19 | synology.com | 7.8K | 171.8K | 35.0000 | 17.1% | |
| 20 | nec.com | 7.3K | 214.3K | 35.0000 | 52.5% | |
| 21 | gigabyte.com | 5.7K | 126.8K | 28.0000 | 91.2% | |
| 22 | netapp.com | 5.2K | 166.1K | 36.0000 | 59.5% | |
| 23 | delltechnologies.com | 4.9K | 158.9K | 36.0000 | 70.1% | |
| 24 | schneider-electric.com | 4.8K | 116.2K | 35.0000 | 78.0% | |
| 25 | qnap.com | 4.2K | 104.7K | 35.0000 | 55.3% |
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 clients need reliable infrastructure for virtualization, file services, backup, line-of-business apps, and hybrid cloud connectivity, but they usually have limited budgets and small internal IT teams.
I want server platforms that are straightforward to configure, remote-manage, and maintain across many customer environments without requiring custom engineering every time.
Signal correlations calculated only for domains recommended in the context of this persona's queries. These may differ from the industry-wide pattern above.
Differences from the overall industry table reveal which signals matter specifically for reaching this audience — useful for targeting content strategy and acquisition priorities for this segment.
| Signal | ρ (Spearman) | R² | n | Rank Influence |
|---|---|---|---|---|
| Common Crawl | +0.725 | 52.5% | 17 | Dominant |
| Best Search Engine RankLower rank = better | +0.659 | 43.4% | 13 | Dominant |
| Search Engine Appearances | +0.633 | 40% | 13 | Dominant |
| PageRank | +0.612 | 37.5% | 17 | Dominant |
| HC | +0.521 | 27.1% | 17 | Dominant |
| Reddit Posts | +0.515 | 26.5% | 14 | Dominant |
| Backlink Count | +0.502 | 25.2% | 17 | Dominant |
| Avg Search Engine RankLower rank = better | +0.368 | 13.6% | 13 | Dominant |
| Wikidata | +0.310 | 9.6% | 10 | Dominant |
| Reddit Comments | +0.287 | 8.2% | 12 | Strong |
| Homepage Keywords | +0.120 | 1.4% | 16 | Confirmed |
How often AI recommended each domain when answering SMB MSP Owner queries within Server hardware for enterprises. 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 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 |
| 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 |
| 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 |
| asus.com | 100.0% | 26 | 2 | 27.5K | 70 | 550K | 929 | 203 | 159 | 313 | 214 | 25 | 24 | 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 |
| fujitsu.com | 100.0% | 3 | 21 | 16K | 70 | 408.5K | 2.7K | 114 | — | 141 | 272 | — | 34 | GPU / AI infrastructure vendors, Managed network services, 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 |
| intel.com | 88.0% | 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 |
| dell.com | 72.0% | 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 |
| delltechnologies.com | 28.0% | 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 |
| acer.com | 28.0% | 1 | 62 | 10.7K | 69 | 237.9K | 83 | 121 | 6 | 3 | 30 | — | 36 | Server hardware for enterprises |
| qnap.com | 28.0% | 4 | 2 | 4.2K | 62 | 104.7K | 261 | 34 | — | 16 | 13 | 10 | 292 | Server hardware for enterprises |
| inspur.com | 20.0% | — | — | 552 | 58 | 14.1K | 140 | 1 | — | — | — | — | 36 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| tyan.com | 20.0% | — | — | 399 | 49 | 14.1K | 32 | 2 | — | — | 4 | — | 4 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| msi.com | 12.0% | 8 | 26 | 10.8K | 64 | 214.9K | 287 | 84 | 45 | 67 | 31 | 17 | — | Server hardware for enterprises |
| neweggbusiness.com | 8.0% | 12 | 9 | 303 | 48 | 9.6K | 1.2K | 15 | — | 2 | 32 | — | 116 | Server hardware for enterprises |
| qnapturbo.com | 4.0% | — | — | — | — | — | — | — | — | — | — | — | — | Server hardware for enterprises |
| synology.com | 4.0% | 9 | 21 | 7.8K | 65 | 171.8K | 391 | 23 | 2 | 2 | 21 | — | 88 | Server hardware for enterprises |
Domains in Google search results for SMB MSP Owner queries within Server hardware for enterprises. 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 | microsoft.com | 1.3M | 19.5M | 51.0000 | 78.3% | |
| 2 | ibm.com | 125K | 3.1M | 44.0000 | 75.5% | |
| 3 | oracle.com | 75.6K | 1.9M | 45.0000 | 86.8% | |
| 4 | huawei.com | 62.3K | 1.3M | 40.0000 | 38.2% | |
| 5 | cisco.com | 60.8K | 1.6M | 40.0000 | 70.7% | |
| 6 | nvidia.com | 51.8K | 1.3M | 40.0000 | 86.7% | |
| 7 | hp.com | 51.3K | 1.1M | 40.0000 | 43.4% | |
| 8 | intel.com | 43.6K | 1.1M | 44.0000 | 75.5% | |
| 9 | dell.com | 38K | 866.4K | 39.0000 | 79.7% | |
| 10 | siemens.com | 32.8K | 801.2K | 37.0000 | 69.2% | |
| 11 | lenovo.com | 30.8K | 691K | 37.0000 | 98.0% | |
| 12 | asus.com | 27.5K | 550K | 36.0000 | 77.2% | |
| 13 | amd.com | 26.8K | 594.6K | 38.0000 | 75.8% | |
| 14 | miro.com | 18.7K | 521.9K | 39.0000 | 48.7% | |
| 15 | hpe.com | 16K | 389K | 36.0000 | 80.9% | |
| 16 | fujitsu.com | 16K | 408.5K | 38.0000 | 60.0% | |
| 17 | msi.com | 10.8K | 214.9K | 35.0000 | 38.2% | |
| 18 | acer.com | 10.7K | 237.9K | 36.0000 | 67.1% | |
| 19 | synology.com | 7.8K | 171.8K | 35.0000 | 17.1% | |
| 20 | nec.com | 7.3K | 214.3K | 35.0000 | 52.5% | |
| 21 | gigabyte.com | 5.7K | 126.8K | 28.0000 | 91.2% | |
| 22 | netapp.com | 5.2K | 166.1K | 36.0000 | 59.5% | |
| 23 | delltechnologies.com | 4.9K | 158.9K | 36.0000 | 70.1% | |
| 24 | schneider-electric.com | 4.8K | 116.2K | 35.0000 | 78.0% | |
| 25 | qnap.com | 4.2K | 104.7K | 35.0000 | 55.3% |
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 deployments may sit in stores, warehouses, regional offices, or back-room IT closets, so compact form factors, quiet operation, remote management, and resilience in constrained environments are all priorities.
I want systems that can support local applications such as POS, inventory, analytics, security video, and branch failover without requiring constant onsite attention.
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 | +0.515 | 26.5% | 22 | Dominant |
| PageRank | +0.498 | 24.8% | 25 | Dominant |
| Best Search Engine RankLower rank = better | +0.488 | 23.8% | 22 | Dominant |
| Backlink Count | +0.488 | 23.8% | 25 | Dominant |
| HC | +0.464 | 21.5% | 25 | Dominant |
| Common Crawl | +0.447 | 20% | 22 | Dominant |
| Reddit Posts | +0.289 | 8.4% | 15 | Strong |
| Wikidata | -0.091 | 0.8% | 11 | Emerging |
| Avg Search Engine RankLower rank = better | +0.069 | 0.5% | 22 | Emerging |
| Reddit Comments | +0.063 | 0.4% | 13 | Emerging |
| Homepage Keywords | +0.039 | 0.2% | 24 | Baseline |
How often AI recommended each domain when answering Edge Retail Technologist queries within Server hardware for enterprises. 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 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 |
| 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 |
| 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 | 100.0% | 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 |
| asus.com | 96.0% | 26 | 2 | 27.5K | 70 | 550K | 929 | 203 | 159 | 313 | 214 | 25 | 24 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| dell.com | 88.0% | 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 |
| advantech.com | 76.0% | 37 | 1 | 2.9K | 58 | 72.2K | 1.7K | 33 | — | — | — | — | 115 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| fujitsu.com | 60.0% | 3 | 21 | 16K | 70 | 408.5K | 2.7K | 114 | — | 141 | 272 | — | 34 | GPU / AI infrastructure vendors, Managed network services, Server hardware for enterprises |
| onlogic.com | 52.0% | 36 | 1 | 533 | 51 | 14.9K | 1.3K | 1 | — | 38 | — | — | — | GPU / AI infrastructure vendors, Server hardware for enterprises |
| intel.com | 44.0% | 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 |
| gigabyte.com | 44.0% | 35 | 1 | 5.7K | 65 | 126.8K | 1.4K | 52 | 25 | 18 | 48 | 4 | 12 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| kontron.com | 36.0% | 2 | 16 | 797 | 54 | 25.5K | 125 | 26 | — | — | — | 22 | 16 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| nec.com | 20.0% | 3 | 2 | 7.3K | 66 | 214.3K | 596 | 37 | — | — | 139 | — | 52 | Managed network services, Server hardware for enterprises |
| delltechnologies.com | 12.0% | 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 |
| acer.com | 8.0% | 1 | 62 | 10.7K | 69 | 237.9K | 83 | 121 | 6 | 3 | 30 | — | 36 | Server hardware for enterprises |
| trentonsystems.com | 8.0% | 19 | 4 | 350 | 44 | 9.1K | 351 | 9 | — | — | — | — | 88 | Server hardware for enterprises |
| neousys-tech.com | 8.0% | 1 | 25 | 153 | 39 | 3.9K | 59 | — | — | — | — | — | 84 | Server hardware for enterprises |
| transtec.de | 8.0% | — | — | 947 | 44 | 25.6K | — | — | — | — | — | — | — | Server hardware for enterprises |
| neweggbusiness.com | 8.0% | 12 | 9 | 303 | 48 | 9.6K | 1.2K | 15 | — | 2 | 32 | — | 116 | Server hardware for enterprises |
| scalecomputing.com | 4.0% | 114 | 1 | 469 | 50 | 15.8K | 2.7K | 1 | — | 7 | — | — | 104 | Server hardware for enterprises |
| hp.com | 4.0% | 43 | 8 | 51.3K | 75 | 1.1M | 3.5K | 1.3K | 252 | 146 | 1.1K | 116 | 96 | Server hardware for enterprises |
| asrockrack.com | 4.0% | 1 | 97 | 327 | 55 | 11.5K | 110 | — | 1 | — | — | — | 76 | Server hardware for enterprises |
| truscale.com | 4.0% | — | — | — | — | — | — | — | — | — | — | — | 70 | Server hardware for enterprises |
| trippelite.eaton.com | 4.0% | — | — | — | — | — | — | — | — | — | — | — | — | Server hardware for enterprises |
| stratus.com | 4.0% | 4 | 3 | 492 | 51 | 16.7K | 136 | 20 | — | — | 23 | — | 156 | GPU / AI infrastructure vendors, Server hardware for enterprises |
Domains in Google search results for Edge Retail Technologist queries within Server hardware for enterprises. 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 | microsoft.com | 1.3M | 19.5M | 51.0000 | 78.3% | |
| 2 | ibm.com | 125K | 3.1M | 44.0000 | 75.5% | |
| 3 | oracle.com | 75.6K | 1.9M | 45.0000 | 86.8% | |
| 4 | huawei.com | 62.3K | 1.3M | 40.0000 | 38.2% | |
| 5 | cisco.com | 60.8K | 1.6M | 40.0000 | 70.7% | |
| 6 | nvidia.com | 51.8K | 1.3M | 40.0000 | 86.7% | |
| 7 | hp.com | 51.3K | 1.1M | 40.0000 | 43.4% | |
| 8 | intel.com | 43.6K | 1.1M | 44.0000 | 75.5% | |
| 9 | dell.com | 38K | 866.4K | 39.0000 | 79.7% | |
| 10 | siemens.com | 32.8K | 801.2K | 37.0000 | 69.2% | |
| 11 | lenovo.com | 30.8K | 691K | 37.0000 | 98.0% | |
| 12 | asus.com | 27.5K | 550K | 36.0000 | 77.2% | |
| 13 | amd.com | 26.8K | 594.6K | 38.0000 | 75.8% | |
| 14 | miro.com | 18.7K | 521.9K | 39.0000 | 48.7% | |
| 15 | hpe.com | 16K | 389K | 36.0000 | 80.9% | |
| 16 | fujitsu.com | 16K | 408.5K | 38.0000 | 60.0% | |
| 17 | msi.com | 10.8K | 214.9K | 35.0000 | 38.2% | |
| 18 | acer.com | 10.7K | 237.9K | 36.0000 | 67.1% | |
| 19 | synology.com | 7.8K | 171.8K | 35.0000 | 17.1% | |
| 20 | nec.com | 7.3K | 214.3K | 35.0000 | 52.5% | |
| 21 | gigabyte.com | 5.7K | 126.8K | 28.0000 | 91.2% | |
| 22 | netapp.com | 5.2K | 166.1K | 36.0000 | 59.5% | |
| 23 | delltechnologies.com | 4.9K | 158.9K | 36.0000 | 70.1% | |
| 24 | schneider-electric.com | 4.8K | 116.2K | 35.0000 | 78.0% | |
| 25 | qnap.com | 4.2K | 104.7K | 35.0000 | 55.3% |
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 vendors that can meet strict documentation requirements, security expectations, and contract terms while still delivering reliable performance for agency workloads.
These environments often involve mixed legacy and modern systems, so interoperability and migration support are as important to me as raw specifications.
Signal correlations calculated only for domains recommended in the context of this persona's queries. These may differ from the industry-wide pattern above.
Differences from the overall industry table reveal which signals matter specifically for reaching this audience — useful for targeting content strategy and acquisition priorities for this segment.
| Signal | ρ (Spearman) | R² | n | Rank Influence |
|---|---|---|---|---|
| Best Search Engine RankLower rank = better | +0.470 | 22.1% | 46 | Dominant |
| Search Engine Appearances | +0.461 | 21.2% | 46 | Dominant |
| Common Crawl | +0.299 | 9% | 49 | Strong |
| Reddit Posts | -0.272 | 7.4% | 27 | Strong |
| Backlink Count | +0.248 | 6.2% | 59 | Strong |
| PageRank | +0.192 | 3.7% | 59 | Confirmed |
| Homepage Keywords | +0.179 | 3.2% | 55 | Confirmed |
| HC | +0.172 | 3% | 59 | Confirmed |
| Avg Search Engine RankLower rank = better | +0.161 | 2.6% | 46 | Confirmed |
| Reddit Comments | -0.129 | 1.7% | 22 | Confirmed |
| Wikidata | +0.098 | 1% | 12 | Emerging |
How often AI recommended each domain when answering Government Procurement Officer queries within Server hardware for enterprises. 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 |
| cisco.com | 100.0% | 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 |
| 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 |
| fujitsu.com | 100.0% | 3 | 21 | 16K | 70 | 408.5K | 2.7K | 114 | — | 141 | 272 | — | 34 | GPU / AI infrastructure vendors, Managed network services, Server hardware for enterprises |
| oracle.com | 100.0% | 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 |
| inspur.com | 96.0% | — | — | 552 | 58 | 14.1K | 140 | 1 | — | — | — | — | 36 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| ibm.com | 92.0% | 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 |
| dell.com | 64.0% | 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 |
| gigabyte.com | 56.0% | 35 | 1 | 5.7K | 65 | 126.8K | 1.4K | 52 | 25 | 18 | 48 | 4 | 12 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| delltechnologies.com | 36.0% | 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 |
| hitachivantara.com | 32.0% | 51 | 5 | 1.7K | 61 | 55.6K | 3K | 99 | — | 3 | 14 | — | 279 | Server hardware for enterprises |
| nec.com | 20.0% | 3 | 2 | 7.3K | 66 | 214.3K | 596 | 37 | — | — | 139 | — | 52 | Managed network services, Server hardware for enterprises |
| miro.com | 4.0% | 34 | 7 | 18.7K | 73 | 521.9K | 5.1K | 6.7K | 115 | 833 | 50 | 21 | 15 | Server hardware for enterprises |
Domains in Google search results for Government Procurement Officer queries within Server hardware for enterprises. 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 | microsoft.com | 1.3M | 19.5M | 51.0000 | 78.3% | |
| 2 | ibm.com | 125K | 3.1M | 44.0000 | 75.5% | |
| 3 | oracle.com | 75.6K | 1.9M | 45.0000 | 86.8% | |
| 4 | huawei.com | 62.3K | 1.3M | 40.0000 | 38.2% | |
| 5 | cisco.com | 60.8K | 1.6M | 40.0000 | 70.7% | |
| 6 | nvidia.com | 51.8K | 1.3M | 40.0000 | 86.7% | |
| 7 | hp.com | 51.3K | 1.1M | 40.0000 | 43.4% | |
| 8 | intel.com | 43.6K | 1.1M | 44.0000 | 75.5% | |
| 9 | dell.com | 38K | 866.4K | 39.0000 | 79.7% | |
| 10 | siemens.com | 32.8K | 801.2K | 37.0000 | 69.2% | |
| 11 | lenovo.com | 30.8K | 691K | 37.0000 | 98.0% | |
| 12 | asus.com | 27.5K | 550K | 36.0000 | 77.2% | |
| 13 | amd.com | 26.8K | 594.6K | 38.0000 | 75.8% | |
| 14 | miro.com | 18.7K | 521.9K | 39.0000 | 48.7% | |
| 15 | hpe.com | 16K | 389K | 36.0000 | 80.9% | |
| 16 | fujitsu.com | 16K | 408.5K | 38.0000 | 60.0% | |
| 17 | msi.com | 10.8K | 214.9K | 35.0000 | 38.2% | |
| 18 | acer.com | 10.7K | 237.9K | 36.0000 | 67.1% | |
| 19 | synology.com | 7.8K | 171.8K | 35.0000 | 17.1% | |
| 20 | nec.com | 7.3K | 214.3K | 35.0000 | 52.5% | |
| 21 | gigabyte.com | 5.7K | 126.8K | 28.0000 | 91.2% | |
| 22 | netapp.com | 5.2K | 166.1K | 36.0000 | 59.5% | |
| 23 | delltechnologies.com | 4.9K | 158.9K | 36.0000 | 70.1% | |
| 24 | schneider-electric.com | 4.8K | 116.2K | 35.0000 | 78.0% | |
| 25 | qnap.com | 4.2K | 104.7K | 35.0000 | 55.3% |
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 team works with dense racks, strict SLAs, and customers who expect always-on performance, so I need server hardware that is reliable, modular, and easy to maintain under pressure.
Density, airflow, power efficiency, and remote management are major priorities because even small inefficiencies scale into serious cost issues across the floor.
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 |
|---|---|---|---|---|
| PageRank | +0.654 | 42.8% | 27 | Dominant |
| Best Search Engine RankLower rank = better | +0.646 | 41.7% | 16 | Dominant |
| Search Engine Appearances | +0.619 | 38.3% | 16 | Dominant |
| Backlink Count | +0.601 | 36.1% | 27 | Dominant |
| HC | +0.551 | 30.4% | 27 | Dominant |
| Common Crawl | +0.436 | 19% | 19 | Dominant |
| Reddit Comments | +0.287 | 8.2% | 11 | Strong |
| Reddit Posts | +0.182 | 3.3% | 11 | Confirmed |
| Homepage Keywords | +0.136 | 1.8% | 24 | Confirmed |
| Avg Search Engine RankLower rank = better | +0.130 | 1.7% | 16 | Confirmed |
| Wikidata | -0.024 | 0.1% | 8 | Baseline |
How often AI recommended each domain when answering Colocation Operations Manager queries within Server hardware for enterprises. 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 |
| 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 |
| 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 |
| lenovo.com | 96.0% | 153 | 1 | 30.8K | 72 | 691K | 7.5K | 620 | 299 | 1.3K | 465 | 89 | 156 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| asus.com | 96.0% | 26 | 2 | 27.5K | 70 | 550K | 929 | 203 | 159 | 313 | 214 | 25 | 24 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| tyan.com | 92.0% | — | — | 399 | 49 | 14.1K | 32 | 2 | — | — | 4 | — | 4 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| dell.com | 88.0% | 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 |
| inspur.com | 84.0% | — | — | 552 | 58 | 14.1K | 140 | 1 | — | — | — | — | 36 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| quantaqct.com | 60.0% | — | — | 27 | 35 | 1.3K | — | — | — | — | — | — | — | GPU / AI infrastructure vendors, Server hardware for enterprises |
| fujitsu.com | 48.0% | 3 | 21 | 16K | 70 | 408.5K | 2.7K | 114 | — | 141 | 272 | — | 34 | GPU / AI infrastructure vendors, Managed network services, Server hardware for enterprises |
| qct.io | 28.0% | 2 | 7 | 190 | 61 | 7.6K | 167 | 15 | — | — | 8 | — | 56 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| delltechnologies.com | 12.0% | 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 |
| 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 |
| wiwynn.com | 12.0% | — | — | 141 | 53 | 5.6K | 27 | 3 | — | — | — | — | 96 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| nec.com | 12.0% | 3 | 2 | 7.3K | 66 | 214.3K | 596 | 37 | — | — | 139 | — | 52 | Managed network services, Server hardware for enterprises |
| mirotechnologies.com | 8.0% | — | — | 5 | 17 | 229 | — | — | — | — | — | — | — | Server hardware for enterprises |
| lenovopress.lenovo.com | 4.0% | 13 | 5 | — | — | — | 1.3K | 182 | 14 | 26 | 51 | — | 38 | Server hardware for enterprises |
| asrockrack.com | 4.0% | 1 | 97 | 327 | 55 | 11.5K | 110 | — | 1 | — | — | — | 76 | Server hardware for enterprises |
| cisco.com | 4.0% | 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 |
| inventec.com | 4.0% | — | — | 226 | 46 | 7.6K | — | — | — | — | 6 | — | 1 | Server hardware for enterprises |
| msystems.com | 4.0% | — | — | 7 | 18 | 287 | — | — | — | — | — | — | — | Server hardware for enterprises |
| ieiworld.com | 4.0% | — | — | 266 | 45 | 7.5K | — | — | — | — | — | — | — | GPU / AI infrastructure vendors, Server hardware for enterprises |
| smci.com | 4.0% | — | — | 8 | 16 | 261 | — | — | — | — | — | — | 84 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| xfusion.com | 4.0% | 1 | 39 | 168 | 48 | 5.6K | 241 | — | — | — | — | — | 32 | Server hardware for enterprises |
| serversdirect.com | 4.0% | 2 | 30 | 34 | 38 | 1.2K | 54 | 3 | — | — | — | — | 72 | Server hardware for enterprises |
Domains in Google search results for Colocation Operations Manager queries within Server hardware for enterprises. 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 | microsoft.com | 1.3M | 19.5M | 51.0000 | 78.3% | |
| 2 | ibm.com | 125K | 3.1M | 44.0000 | 75.5% | |
| 3 | oracle.com | 75.6K | 1.9M | 45.0000 | 86.8% | |
| 4 | huawei.com | 62.3K | 1.3M | 40.0000 | 38.2% | |
| 5 | cisco.com | 60.8K | 1.6M | 40.0000 | 70.7% | |
| 6 | nvidia.com | 51.8K | 1.3M | 40.0000 | 86.7% | |
| 7 | hp.com | 51.3K | 1.1M | 40.0000 | 43.4% | |
| 8 | intel.com | 43.6K | 1.1M | 44.0000 | 75.5% | |
| 9 | dell.com | 38K | 866.4K | 39.0000 | 79.7% | |
| 10 | siemens.com | 32.8K | 801.2K | 37.0000 | 69.2% | |
| 11 | lenovo.com | 30.8K | 691K | 37.0000 | 98.0% | |
| 12 | asus.com | 27.5K | 550K | 36.0000 | 77.2% | |
| 13 | amd.com | 26.8K | 594.6K | 38.0000 | 75.8% | |
| 14 | miro.com | 18.7K | 521.9K | 39.0000 | 48.7% | |
| 15 | hpe.com | 16K | 389K | 36.0000 | 80.9% | |
| 16 | fujitsu.com | 16K | 408.5K | 38.0000 | 60.0% | |
| 17 | msi.com | 10.8K | 214.9K | 35.0000 | 38.2% | |
| 18 | acer.com | 10.7K | 237.9K | 36.0000 | 67.1% | |
| 19 | synology.com | 7.8K | 171.8K | 35.0000 | 17.1% | |
| 20 | nec.com | 7.3K | 214.3K | 35.0000 | 52.5% | |
| 21 | gigabyte.com | 5.7K | 126.8K | 28.0000 | 91.2% | |
| 22 | netapp.com | 5.2K | 166.1K | 36.0000 | 59.5% | |
| 23 | delltechnologies.com | 4.9K | 158.9K | 36.0000 | 70.1% | |
| 24 | schneider-electric.com | 4.8K | 116.2K | 35.0000 | 78.0% | |
| 25 | qnap.com | 4.2K | 104.7K | 35.0000 | 55.3% |
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 reliability, ruggedness where needed, remote manageability, and compatibility with a mix of modern enterprise software and older industrial applications.
Some workloads can run centrally, but others need local processing near the factory floor for latency, resiliency, or operational autonomy, so I look for flexible deployment options.
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 | +0.656 | 43.1% | 17 | Dominant |
| PageRank | +0.427 | 18.2% | 20 | Dominant |
| Search Engine Appearances | +0.406 | 16.5% | 17 | Dominant |
| Backlink Count | +0.384 | 14.8% | 20 | Dominant |
| Common Crawl | +0.337 | 11.3% | 18 | Dominant |
| HC | +0.322 | 10.4% | 20 | Dominant |
| Avg Search Engine RankLower rank = better | +0.277 | 7.7% | 17 | Strong |
| Homepage Keywords | +0.277 | 7.7% | 18 | Strong |
| Reddit Posts | -0.134 | 1.8% | 10 | Confirmed |
| Wikidata | -0.071 | 0.5% | 9 | Emerging |
| Reddit Comments | +0.036 | 0.1% | 10 | Baseline |
How often AI recommended each domain when answering Manufacturing OT Strategist queries within Server hardware for enterprises. 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 |
| advantech.com | 100.0% | 37 | 1 | 2.9K | 58 | 72.2K | 1.7K | 33 | — | — | — | — | 115 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| onlogic.com | 100.0% | 36 | 1 | 533 | 51 | 14.9K | 1.3K | 1 | — | 38 | — | — | — | GPU / AI infrastructure vendors, Server hardware for enterprises |
| siemens.com | 100.0% | 123 | 2 | 32.8K | 72 | 801.2K | 6.2K | 993 | 18 | 818 | 855 | 89 | 124 | Commercial solar / energy services, Data analytics / BI software, Data-warehouse / lakehouse platforms, Enterprise AI platforms, GPU / AI infrastructure vendors, HVAC service contractors, Scientific instruments, Server hardware for enterprises |
| 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 |
| cisco.com | 72.0% | 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 |
| kontron.com | 72.0% | 2 | 16 | 797 | 54 | 25.5K | 125 | 26 | — | — | — | 22 | 16 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| stratus.com | 64.0% | 4 | 3 | 492 | 51 | 16.7K | 136 | 20 | — | — | 23 | — | 156 | 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 |
| neider-electric.com | 20.0% | — | — | — | — | — | — | — | — | — | — | — | — | Server hardware for enterprises |
| nec.com | 16.0% | 3 | 2 | 7.3K | 66 | 214.3K | 596 | 37 | — | — | 139 | — | 52 | Managed network services, Server hardware for enterprises |
| asus.com | 16.0% | 26 | 2 | 27.5K | 70 | 550K | 929 | 203 | 159 | 313 | 214 | 25 | 24 | GPU / AI infrastructure vendors, Server hardware for enterprises |
| 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 |
| contec.com | 8.0% | 4 | 38 | 302 | 45 | 8.8K | 116 | — | — | — | — | — | 64 | Server hardware for enterprises |
| trenton.com | 4.0% | — | — | 4 | 8 | 15 | — | — | — | — | — | — | — | Server hardware for enterprises |
| nexcom.com | 4.0% | — | — | 366 | 47 | 10.8K | 7 | 10 | — | — | — | — | 19 | Server hardware for enterprises |
| hitachivantara.com | 4.0% | 51 | 5 | 1.7K | 61 | 55.6K | 3K | 99 | — | 3 | 14 | — | 279 | Server hardware for enterprises |
| ibm.com | 4.0% | 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 |
| trentonsystems.com | 4.0% | 19 | 4 | 350 | 44 | 9.1K | 351 | 9 | — | — | — | — | 88 | Server hardware for enterprises |
Domains in Google search results for Manufacturing OT Strategist queries within Server hardware for enterprises. 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 | microsoft.com | 1.3M | 19.5M | 51.0000 | 78.3% | |
| 2 | ibm.com | 125K | 3.1M | 44.0000 | 75.5% | |
| 3 | oracle.com | 75.6K | 1.9M | 45.0000 | 86.8% | |
| 4 | huawei.com | 62.3K | 1.3M | 40.0000 | 38.2% | |
| 5 | cisco.com | 60.8K | 1.6M | 40.0000 | 70.7% | |
| 6 | nvidia.com | 51.8K | 1.3M | 40.0000 | 86.7% | |
| 7 | hp.com | 51.3K | 1.1M | 40.0000 | 43.4% | |
| 8 | intel.com | 43.6K | 1.1M | 44.0000 | 75.5% | |
| 9 | dell.com | 38K | 866.4K | 39.0000 | 79.7% | |
| 10 | siemens.com | 32.8K | 801.2K | 37.0000 | 69.2% | |
| 11 | lenovo.com | 30.8K | 691K | 37.0000 | 98.0% | |
| 12 | asus.com | 27.5K | 550K | 36.0000 | 77.2% | |
| 13 | amd.com | 26.8K | 594.6K | 38.0000 | 75.8% | |
| 14 | miro.com | 18.7K | 521.9K | 39.0000 | 48.7% | |
| 15 | hpe.com | 16K | 389K | 36.0000 | 80.9% | |
| 16 | fujitsu.com | 16K | 408.5K | 38.0000 | 60.0% | |
| 17 | msi.com | 10.8K | 214.9K | 35.0000 | 38.2% | |
| 18 | acer.com | 10.7K | 237.9K | 36.0000 | 67.1% | |
| 19 | synology.com | 7.8K | 171.8K | 35.0000 | 17.1% | |
| 20 | nec.com | 7.3K | 214.3K | 35.0000 | 52.5% | |
| 21 | gigabyte.com | 5.7K | 126.8K | 28.0000 | 91.2% | |
| 22 | netapp.com | 5.2K | 166.1K | 36.0000 | 59.5% | |
| 23 | delltechnologies.com | 4.9K | 158.9K | 36.0000 | 70.1% | |
| 24 | schneider-electric.com | 4.8K | 116.2K | 35.0000 | 78.0% | |
| 25 | qnap.com | 4.2K | 104.7K | 35.0000 | 55.3% |