LLM Ranking Factors

Server hardware for enterprises

Best Search Engine Rank ρ=0.586
Domains
77
Personas
11
Top signal
Best Search Engine Rank
ρ = 0.586
Top LLM domain
hpe.com
Analysis

A 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.

Persona research

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:

Signal correlations — Server hardware for enterprises

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.

Signalρ (Spearman)nRank Influence
Best Search Engine Rank+0.58634.3%49Dominant
PageRank+0.49124.1%68Dominant
BL Authority (Exp)+0.47122.2%68Dominant
Backlink Count+0.47122.2%68Dominant
BL Authority+0.47022.1%68Dominant
HC+0.42418%68Dominant
SE Outbound Links+0.37313.9%56Dominant
Search Engine Appearances+0.35412.5%49Dominant
Wikipedia Citations+0.2968.8%36Strong
Common Crawl+0.2415.8%53Strong
Avg Search Engine Rank+0.2194.8%49Strong
Reddit Comments+0.2124.5%30Strong
Reddit Posts+0.1702.9%35Confirmed
Homepage Keywords+0.0630.4%59Emerging
Wikidata-0.0510.3%22Emerging
Top LLM-recommended domains

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.

Domain signals matrix (top 25 by LLM score)

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.

DomainLLM %SE #SE Best RankBacklinksPageRankAUCSE OBLCrawlReddit CmtsReddit PostsWikipediaWikidataHomepageIndustries
hpe.com100.0%17.8K2146721196
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
supermicro.com100.0%1453107131176
GPU / AI infrastructure vendors,
Server hardware for enterprises
lenovo.com99.3%6202991.3K46589156
GPU / AI infrastructure vendors,
Server hardware for enterprises
dell.com83.3%8164684451.2K12348
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Server hardware for enterprises
cisco.com75.6%2.6K372291.3K7352
Cloud infrastructure services,
Customer support / contact center software,
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
gigabyte.com73.5%52251848412
GPU / AI infrastructure vendors,
Server hardware for enterprises
fujitsu.com65.8%11414127234
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
inspur.com64.7%136
GPU / AI infrastructure vendors,
Server hardware for enterprises
asus.com62.9%2031593132142524
GPU / AI infrastructure vendors,
Server hardware for enterprises
ibm.com38.9%3.2K249243.6K32187
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.com30.9%1.7K36622K17628
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.com16.7%991521736
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Healthcare IT for providers,
Server hardware for enterprises
intel.com16.4%2.1K591891.6K13656
GPU / AI infrastructure vendors,
Server hardware for enterprises
advantech.com16.0%33115
GPU / AI infrastructure vendors,
Server hardware for enterprises
quantaqct.com16.0%
GPU / AI infrastructure vendors,
Server hardware for enterprises
tyan.com16.0%244
GPU / AI infrastructure vendors,
Server hardware for enterprises
onlogic.com13.8%138
GPU / AI infrastructure vendors,
Server hardware for enterprises
hitachivantara.com12.4%99314279
Server hardware for enterprises
kontron.com9.8%262216
GPU / AI infrastructure vendors,
Server hardware for enterprises
siemens.com9.1%9931881885589124
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.com8.4%78716337872482261
Enterprise AI platforms,
GPU / AI infrastructure vendors,
Server hardware for enterprises
nec.com7.6%3713952
Managed network services,
Server hardware for enterprises
stratus.com6.2%2023156
GPU / AI infrastructure vendors,
Server hardware for enterprises
qct.io4.4%15856
GPU / AI infrastructure vendors,
Server hardware for enterprises
lambda.ai3.6%2076013068
GPU / AI infrastructure vendors,
Server hardware for enterprises
Top search engine domains

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.

Top domains by backlink authority

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.

#DomainPageRankBacklinksAUCHCLLM Score
1microsoft.com
90.0000
1.3M19.5M51.000078.3%
2ibm.com
83.0000
125K3.1M44.000075.5%
3oracle.com
85.0000
75.6K1.9M45.000086.8%
4huawei.com
78.0000
62.3K1.3M40.000038.2%
5cisco.com
77.0000
60.8K1.6M40.000070.7%
6nvidia.com
76.0000
51.8K1.3M40.000086.7%
7hp.com
75.0000
51.3K1.1M40.000043.4%
8intel.com
77.0000
43.6K1.1M44.000075.5%
9dell.com
74.0000
38K866.4K39.000079.7%
10siemens.com
72.0000
32.8K801.2K37.000069.2%
11lenovo.com
72.0000
30.8K691K37.000098.0%
12asus.com
70.0000
27.5K550K36.000077.2%
13amd.com
75.0000
26.8K594.6K38.000075.8%
14miro.com
73.0000
18.7K521.9K39.000048.7%
15hpe.com
73.0000
16K389K36.000080.9%
16fujitsu.com
70.0000
16K408.5K38.000060.0%
17msi.com
64.0000
10.8K214.9K35.000038.2%
18acer.com
69.0000
10.7K237.9K36.000067.1%
19synology.com
65.0000
7.8K171.8K35.000017.1%
20nec.com
66.0000
7.3K214.3K35.000052.5%
21gigabyte.com
65.0000
5.7K126.8K28.000091.2%
22netapp.com
71.0000
5.2K166.1K36.000059.5%
23delltechnologies.com
68.0000
4.9K158.9K36.000070.1%
24schneider-electric.com
62.0000
4.8K116.2K35.000078.0%
25qnap.com
62.0000
4.2K104.7K35.000055.3%

neutral General / no persona

4,179 domains
About this persona

This persona represents a distinct audience segment identified from LLM query patterns within this industry. The description reflects how AI models characterize users making queries in this segment.

Domains recommended for this persona are scored based on how frequently they appear in persona-specific queries — which may differ from the industry-wide rankings above.

I want straightforward, reliable recommendations, so recommend to me the top 10 Server hardware for enterprises businesses or websites that I should check out.
Signal correlations — neutral

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.

Signalρ (Spearman)nRank Influence
Search Engine Appearances+0.2687.2%2,638Strong
Best Search Engine RankLower rank = better+0.2556.5%2,638Strong
Backlink Count+0.2224.9%3,629Strong
PageRank+0.2134.5%3,629Strong
HC+0.1983.9%3,629Confirmed
Wikidata+0.1482.2%644Confirmed
Reddit Comments+0.1321.7%1,699Confirmed
Reddit Posts+0.1271.6%1,729Confirmed
Common Crawl+0.1231.5%3,003Confirmed
Avg Search Engine RankLower rank = better+0.1081.2%2,638Confirmed
Homepage Keywords+0.0350.1%3,337Baseline
Top LLM-recommended domains — neutral

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.

Domain signals matrix — neutral

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.

DomainLLM %SE #SE Best RankBacklinksPageRankAUCSE OBLCrawlReddit CmtsReddit PostsWikipediaWikidataHomepageIndustries
hpe.com100.0%17.8K2146721196
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
lenovo.com100.0%6202991.3K46589156
GPU / AI infrastructure vendors,
Server hardware for enterprises
supermicro.com100.0%1453107131176
GPU / AI infrastructure vendors,
Server hardware for enterprises
cisco.com100.0%2.6K372291.3K7352
Cloud infrastructure services,
Customer support / contact center software,
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
ibm.com100.0%3.2K249243.6K32187
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.com100.0%11414127234
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
gigabyte.com100.0%52251848412
GPU / AI infrastructure vendors,
Server hardware for enterprises
dell.com96.0%8164684451.2K12348
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Server hardware for enterprises
inspur.com88.0%136
GPU / AI infrastructure vendors,
Server hardware for enterprises
asus.com88.0%2031593132142524
GPU / AI infrastructure vendors,
Server hardware for enterprises
oracle.com20.0%1.7K36622K17628
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.com4.0%991521736
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Healthcare IT for providers,
Server hardware for enterprises
intel.com4.0%2.1K591891.6K13656
GPU / AI infrastructure vendors,
Server hardware for enterprises
Top search engine domains — neutral

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.

Top backlink domains — neutral

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.

#DomainPageRankBacklinksAUCHCLLM Score
1microsoft.com
90.0000
1.3M19.5M51.000078.3%
2ibm.com
83.0000
125K3.1M44.000075.5%
3oracle.com
85.0000
75.6K1.9M45.000086.8%
4huawei.com
78.0000
62.3K1.3M40.000038.2%
5cisco.com
77.0000
60.8K1.6M40.000070.7%
6nvidia.com
76.0000
51.8K1.3M40.000086.7%
7hp.com
75.0000
51.3K1.1M40.000043.4%
8intel.com
77.0000
43.6K1.1M44.000075.5%
9dell.com
74.0000
38K866.4K39.000079.7%
10siemens.com
72.0000
32.8K801.2K37.000069.2%
11lenovo.com
72.0000
30.8K691K37.000098.0%
12asus.com
70.0000
27.5K550K36.000077.2%
13amd.com
75.0000
26.8K594.6K38.000075.8%
14miro.com
73.0000
18.7K521.9K39.000048.7%
15hpe.com
73.0000
16K389K36.000080.9%
16fujitsu.com
70.0000
16K408.5K38.000060.0%
17msi.com
64.0000
10.8K214.9K35.000038.2%
18acer.com
69.0000
10.7K237.9K36.000067.1%
19synology.com
65.0000
7.8K171.8K35.000017.1%
20nec.com
66.0000
7.3K214.3K35.000052.5%
21gigabyte.com
65.0000
5.7K126.8K28.000091.2%
22netapp.com
71.0000
5.2K166.1K36.000059.5%
23delltechnologies.com
68.0000
4.9K158.9K36.000070.1%
24schneider-electric.com
62.0000
4.8K116.2K35.000078.0%
25qnap.com
62.0000
4.2K104.7K35.000055.3%

Enterprise IT Director Persona segment

48 domains
About this persona

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 lead infrastructure strategy for a large multi-site company, and I need server hardware that is dependable, standardized, and easy to manage at scale.
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 — Enterprise IT Director

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.

Signalρ (Spearman)nRank Influence
Search Engine Appearances+0.58734.4%32Dominant
Best Search Engine RankLower rank = better+0.58734.4%32Dominant
PageRank+0.3039.2%43Dominant
Backlink Count+0.2647%43Strong
Common Crawl+0.2335.4%37Strong
Wikidata-0.2204.8%15Strong
Homepage Keywords+0.2074.3%41Strong
HC+0.2044.1%43Strong
Avg Search Engine RankLower rank = better+0.1381.9%32Confirmed
Reddit Posts+0.1011%22Confirmed
Reddit Comments-0.0540.3%19Emerging
Top LLM-recommended domains — Enterprise IT Director

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.

Domain signals matrix — Enterprise IT Director

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.

DomainLLM %SE #SE Best RankBacklinksPageRankAUCSE OBLCrawlReddit CmtsReddit PostsWikipediaWikidataHomepageIndustries
hpe.com100.0%17.8K2146721196
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
lenovo.com100.0%6202991.3K46589156
GPU / AI infrastructure vendors,
Server hardware for enterprises
cisco.com100.0%2.6K372291.3K7352
Cloud infrastructure services,
Customer support / contact center software,
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
supermicro.com100.0%1453107131176
GPU / AI infrastructure vendors,
Server hardware for enterprises
fujitsu.com100.0%11414127234
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
inspur.com96.0%136
GPU / AI infrastructure vendors,
Server hardware for enterprises
dell.com88.0%8164684451.2K12348
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Server hardware for enterprises
gigabyte.com84.0%52251848412
GPU / AI infrastructure vendors,
Server hardware for enterprises
asus.com68.0%2031593132142524
GPU / AI infrastructure vendors,
Server hardware for enterprises
oracle.com40.0%1.7K36622K17628
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.com36.0%3.2K249243.6K32187
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.com32.0%99314279
Server hardware for enterprises
intel.com16.0%2.1K591891.6K13656
GPU / AI infrastructure vendors,
Server hardware for enterprises
delltechnologies.com12.0%991521736
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Healthcare IT for providers,
Server hardware for enterprises
huawei.com8.0%1.3K131859436
Server hardware for enterprises
hitachi.com4.0%4763076272
Server hardware for enterprises
miro.com4.0%6.7K115833502115
Server hardware for enterprises
nec.com4.0%3713952
Managed network services,
Server hardware for enterprises
neweggbusiness.com4.0%15232116
Server hardware for enterprises
tyan.com4.0%244
GPU / AI infrastructure vendors,
Server hardware for enterprises
Top search engine domains — Enterprise IT Director

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.

Top backlink domains — Enterprise IT Director

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.

#DomainPageRankBacklinksAUCHCLLM Score
1microsoft.com
90.0000
1.3M19.5M51.000078.3%
2ibm.com
83.0000
125K3.1M44.000075.5%
3oracle.com
85.0000
75.6K1.9M45.000086.8%
4huawei.com
78.0000
62.3K1.3M40.000038.2%
5cisco.com
77.0000
60.8K1.6M40.000070.7%
6nvidia.com
76.0000
51.8K1.3M40.000086.7%
7hp.com
75.0000
51.3K1.1M40.000043.4%
8intel.com
77.0000
43.6K1.1M44.000075.5%
9dell.com
74.0000
38K866.4K39.000079.7%
10siemens.com
72.0000
32.8K801.2K37.000069.2%
11lenovo.com
72.0000
30.8K691K37.000098.0%
12asus.com
70.0000
27.5K550K36.000077.2%
13amd.com
75.0000
26.8K594.6K38.000075.8%
14miro.com
73.0000
18.7K521.9K39.000048.7%
15hpe.com
73.0000
16K389K36.000080.9%
16fujitsu.com
70.0000
16K408.5K38.000060.0%
17msi.com
64.0000
10.8K214.9K35.000038.2%
18acer.com
69.0000
10.7K237.9K36.000067.1%
19synology.com
65.0000
7.8K171.8K35.000017.1%
20nec.com
66.0000
7.3K214.3K35.000052.5%
21gigabyte.com
65.0000
5.7K126.8K28.000091.2%
22netapp.com
71.0000
5.2K166.1K36.000059.5%
23delltechnologies.com
68.0000
4.9K158.9K36.000070.1%
24schneider-electric.com
62.0000
4.8K116.2K35.000078.0%
25qnap.com
62.0000
4.2K104.7K35.000055.3%

Cloud Infrastructure Lead Persona segment

24 domains
About this persona

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 build and operate internal cloud platforms, so I think about server hardware in terms of density, automation, efficiency, and repeatability.
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 — Cloud Infrastructure Lead

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.

Signalρ (Spearman)nRank Influence
Best Search Engine RankLower rank = better+0.60236.2%14Dominant
Avg Search Engine RankLower rank = better+0.58233.9%14Dominant
Search Engine Appearances+0.34111.6%14Dominant
Reddit Posts-0.33611.3%12Dominant
Wikidata-0.2516.3%11Strong
Homepage Keywords+0.2224.9%19Strong
Backlink Count+0.1803.2%21Confirmed
PageRank+0.1371.9%21Confirmed
Reddit Comments+0.0770.6%12Emerging
Common Crawl+0.0470.2%18Baseline
HC-0.0420.2%21Baseline
Top LLM-recommended domains — Cloud Infrastructure Lead

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.

Domain signals matrix — Cloud Infrastructure Lead

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.

DomainLLM %SE #SE Best RankBacklinksPageRankAUCSE OBLCrawlReddit CmtsReddit PostsWikipediaWikidataHomepageIndustries
hpe.com100.0%17.8K2146721196
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
lenovo.com100.0%6202991.3K46589156
GPU / AI infrastructure vendors,
Server hardware for enterprises
supermicro.com100.0%1453107131176
GPU / AI infrastructure vendors,
Server hardware for enterprises
gigabyte.com96.0%52251848412
GPU / AI infrastructure vendors,
Server hardware for enterprises
asus.com92.0%2031593132142524
GPU / AI infrastructure vendors,
Server hardware for enterprises
dell.com88.0%8164684451.2K12348
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Server hardware for enterprises
inspur.com84.0%136
GPU / AI infrastructure vendors,
Server hardware for enterprises
quantaqct.com80.0%
GPU / AI infrastructure vendors,
Server hardware for enterprises
cisco.com68.0%2.6K372291.3K7352
Cloud infrastructure services,
Customer support / contact center software,
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
wiwynn.com28.0%396
GPU / AI infrastructure vendors,
Server hardware for enterprises
tyan.com28.0%244
GPU / AI infrastructure vendors,
Server hardware for enterprises
qct.io16.0%15856
GPU / AI infrastructure vendors,
Server hardware for enterprises
intel.com16.0%2.1K591891.6K13656
GPU / AI infrastructure vendors,
Server hardware for enterprises
fujitsu.com16.0%11414127234
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
delltechnologies.com12.0%991521736
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Healthcare IT for providers,
Server hardware for enterprises
amd.com12.0%2467927575381148
GPU / AI infrastructure vendors,
Server hardware for enterprises
miro.com12.0%6.7K115833502115
Server hardware for enterprises
ibm.com8.0%3.2K249243.6K32187
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.io4.0%
Server hardware for enterprises
inventec.com4.0%61
Server hardware for enterprises
smc.com4.0%34
Server hardware for enterprises
ciexample.net4.0%
Server hardware for enterprises
miro.co.jp4.0%
Server hardware for enterprises
mitaccomputing.com4.0%150
Server hardware for enterprises
Top search engine domains — Cloud Infrastructure Lead

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.

Top backlink domains — Cloud Infrastructure Lead

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.

#DomainPageRankBacklinksAUCHCLLM Score
1microsoft.com
90.0000
1.3M19.5M51.000078.3%
2ibm.com
83.0000
125K3.1M44.000075.5%
3oracle.com
85.0000
75.6K1.9M45.000086.8%
4huawei.com
78.0000
62.3K1.3M40.000038.2%
5cisco.com
77.0000
60.8K1.6M40.000070.7%
6nvidia.com
76.0000
51.8K1.3M40.000086.7%
7hp.com
75.0000
51.3K1.1M40.000043.4%
8intel.com
77.0000
43.6K1.1M44.000075.5%
9dell.com
74.0000
38K866.4K39.000079.7%
10siemens.com
72.0000
32.8K801.2K37.000069.2%
11lenovo.com
72.0000
30.8K691K37.000098.0%
12asus.com
70.0000
27.5K550K36.000077.2%
13amd.com
75.0000
26.8K594.6K38.000075.8%
14miro.com
73.0000
18.7K521.9K39.000048.7%
15hpe.com
73.0000
16K389K36.000080.9%
16fujitsu.com
70.0000
16K408.5K38.000060.0%
17msi.com
64.0000
10.8K214.9K35.000038.2%
18acer.com
69.0000
10.7K237.9K36.000067.1%
19synology.com
65.0000
7.8K171.8K35.000017.1%
20nec.com
66.0000
7.3K214.3K35.000052.5%
21gigabyte.com
65.0000
5.7K126.8K28.000091.2%
22netapp.com
71.0000
5.2K166.1K36.000059.5%
23delltechnologies.com
68.0000
4.9K158.9K36.000070.1%
24schneider-electric.com
62.0000
4.8K116.2K35.000078.0%
25qnap.com
62.0000
4.2K104.7K35.000055.3%

Healthcare Systems Manager Persona segment

16 domains
About this persona

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 manage infrastructure for a healthcare organization where system reliability is directly tied to patient care, clinician productivity, and regulatory compliance.
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 — Healthcare Systems Manager

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.

Signalρ (Spearman)nRank Influence
Best Search Engine RankLower rank = better+0.61437.8%14Dominant
Common Crawl+0.60736.8%16Dominant
Search Engine Appearances+0.56732.2%14Dominant
Homepage Keywords+0.36013%16Dominant
HC+0.2918.4%16Strong
PageRank+0.2827.9%16Strong
Reddit Comments+0.2516.3%11Strong
Backlink Count+0.2154.6%16Strong
Wikidata+0.1642.7%11Confirmed
Avg Search Engine RankLower rank = better+0.1081.2%14Confirmed
Reddit Posts+0.0910.8%13Emerging
Top LLM-recommended domains — Healthcare Systems Manager

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.

Domain signals matrix — Healthcare Systems Manager

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.

DomainLLM %SE #SE Best RankBacklinksPageRankAUCSE OBLCrawlReddit CmtsReddit PostsWikipediaWikidataHomepageIndustries
hpe.com100.0%17.8K2146721196
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
lenovo.com100.0%6202991.3K46589156
GPU / AI infrastructure vendors,
Server hardware for enterprises
cisco.com100.0%2.6K372291.3K7352
Cloud infrastructure services,
Customer support / contact center software,
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
supermicro.com100.0%1453107131176
GPU / AI infrastructure vendors,
Server hardware for enterprises
fujitsu.com100.0%11414127234
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
inspur.com96.0%136
GPU / AI infrastructure vendors,
Server hardware for enterprises
oracle.com84.0%1.7K36622K17628
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.com72.0%8164684451.2K12348
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Server hardware for enterprises
ibm.com72.0%3.2K249243.6K32187
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.com68.0%99314279
Server hardware for enterprises
gigabyte.com36.0%52251848412
GPU / AI infrastructure vendors,
Server hardware for enterprises
delltechnologies.com28.0%991521736
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Healthcare IT for providers,
Server hardware for enterprises
asus.com28.0%2031593132142524
GPU / AI infrastructure vendors,
Server hardware for enterprises
nec.com8.0%3713952
Managed network services,
Server hardware for enterprises
netapp.com4.0%91135112824108
GPU / AI infrastructure vendors,
Server hardware for enterprises
hitachi.com4.0%4763076272
Server hardware for enterprises
Top search engine domains — Healthcare Systems Manager

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.

Top backlink domains — Healthcare Systems Manager

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.

#DomainPageRankBacklinksAUCHCLLM Score
1microsoft.com
90.0000
1.3M19.5M51.000078.3%
2ibm.com
83.0000
125K3.1M44.000075.5%
3oracle.com
85.0000
75.6K1.9M45.000086.8%
4huawei.com
78.0000
62.3K1.3M40.000038.2%
5cisco.com
77.0000
60.8K1.6M40.000070.7%
6nvidia.com
76.0000
51.8K1.3M40.000086.7%
7hp.com
75.0000
51.3K1.1M40.000043.4%
8intel.com
77.0000
43.6K1.1M44.000075.5%
9dell.com
74.0000
38K866.4K39.000079.7%
10siemens.com
72.0000
32.8K801.2K37.000069.2%
11lenovo.com
72.0000
30.8K691K37.000098.0%
12asus.com
70.0000
27.5K550K36.000077.2%
13amd.com
75.0000
26.8K594.6K38.000075.8%
14miro.com
73.0000
18.7K521.9K39.000048.7%
15hpe.com
73.0000
16K389K36.000080.9%
16fujitsu.com
70.0000
16K408.5K38.000060.0%
17msi.com
64.0000
10.8K214.9K35.000038.2%
18acer.com
69.0000
10.7K237.9K36.000067.1%
19synology.com
65.0000
7.8K171.8K35.000017.1%
20nec.com
66.0000
7.3K214.3K35.000052.5%
21gigabyte.com
65.0000
5.7K126.8K28.000091.2%
22netapp.com
71.0000
5.2K166.1K36.000059.5%
23delltechnologies.com
68.0000
4.9K158.9K36.000070.1%
24schneider-electric.com
62.0000
4.8K116.2K35.000078.0%
25qnap.com
62.0000
4.2K104.7K35.000055.3%

Financial Risk Architect Persona segment

14 domains
About this persona

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 evaluate server hardware for a financial services environment where performance, security, auditability, and resilience are all non-negotiable.
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 — Financial Risk Architect

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.

Signalρ (Spearman)nRank Influence
Best Search Engine RankLower rank = better+0.74555.5%12Dominant
Search Engine Appearances+0.70649.9%12Dominant
Common Crawl+0.68847.3%14Dominant
Homepage Keywords+0.61738%14Dominant
PageRank+0.53128.2%13Dominant
HC+0.47922.9%13Dominant
Backlink Count+0.44019.3%13Dominant
Wikidata+0.31710%9Dominant
Reddit Posts+0.2365.6%11Strong
Avg Search Engine RankLower rank = better-0.2245%12Strong
Reddit Comments+0.1552.4%11Confirmed
Top LLM-recommended domains — Financial Risk Architect

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.

Domain signals matrix — Financial Risk Architect

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.

DomainLLM %SE #SE Best RankBacklinksPageRankAUCSE OBLCrawlReddit CmtsReddit PostsWikipediaWikidataHomepageIndustries
hpe.com100.0%17.8K2146721196
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
cisco.com100.0%2.6K372291.3K7352
Cloud infrastructure services,
Customer support / contact center software,
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
ibm.com100.0%3.2K249243.6K32187
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.com100.0%1453107131176
GPU / AI infrastructure vendors,
Server hardware for enterprises
fujitsu.com100.0%11414127234
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
inspur.com100.0%136
GPU / AI infrastructure vendors,
Server hardware for enterprises
lenovo.com96.0%6202991.3K46589156
GPU / AI infrastructure vendors,
Server hardware for enterprises
oracle.com96.0%1.7K36622K17628
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.com92.0%52251848412
GPU / AI infrastructure vendors,
Server hardware for enterprises
dell.com80.0%8164684451.2K12348
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Server hardware for enterprises
delltechnologies.com20.0%991521736
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Healthcare IT for providers,
Server hardware for enterprises
asus.com8.0%2031593132142524
GPU / AI infrastructure vendors,
Server hardware for enterprises
lenovopress.lenovo.com4.0%18214265138
Server hardware for enterprises
nec.com4.0%3713952
Managed network services,
Server hardware for enterprises
Top search engine domains — Financial Risk Architect

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.

Top backlink domains — Financial Risk Architect

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.

#DomainPageRankBacklinksAUCHCLLM Score
1microsoft.com
90.0000
1.3M19.5M51.000078.3%
2ibm.com
83.0000
125K3.1M44.000075.5%
3oracle.com
85.0000
75.6K1.9M45.000086.8%
4huawei.com
78.0000
62.3K1.3M40.000038.2%
5cisco.com
77.0000
60.8K1.6M40.000070.7%
6nvidia.com
76.0000
51.8K1.3M40.000086.7%
7hp.com
75.0000
51.3K1.1M40.000043.4%
8intel.com
77.0000
43.6K1.1M44.000075.5%
9dell.com
74.0000
38K866.4K39.000079.7%
10siemens.com
72.0000
32.8K801.2K37.000069.2%
11lenovo.com
72.0000
30.8K691K37.000098.0%
12asus.com
70.0000
27.5K550K36.000077.2%
13amd.com
75.0000
26.8K594.6K38.000075.8%
14miro.com
73.0000
18.7K521.9K39.000048.7%
15hpe.com
73.0000
16K389K36.000080.9%
16fujitsu.com
70.0000
16K408.5K38.000060.0%
17msi.com
64.0000
10.8K214.9K35.000038.2%
18acer.com
69.0000
10.7K237.9K36.000067.1%
19synology.com
65.0000
7.8K171.8K35.000017.1%
20nec.com
66.0000
7.3K214.3K35.000052.5%
21gigabyte.com
65.0000
5.7K126.8K28.000091.2%
22netapp.com
71.0000
5.2K166.1K36.000059.5%
23delltechnologies.com
68.0000
4.9K158.9K36.000070.1%
24schneider-electric.com
62.0000
4.8K116.2K35.000078.0%
25qnap.com
62.0000
4.2K104.7K35.000055.3%

AI Research Platform Owner Persona segment

26 domains
About this persona

This persona represents a distinct audience segment identified from LLM query patterns within this industry. The description reflects how AI models characterize users making queries in this segment.

Domains recommended for this persona are scored based on how frequently they appear in persona-specific queries — which may differ from the industry-wide rankings above.

I am responsible for infrastructure that supports AI model training, data science experimentation, and high-performance compute workloads, so I need server hardware optimized for acceleration, bandwidth, and sustained throughput.
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 — AI Research Platform Owner

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.

Signalρ (Spearman)nRank Influence
Best Search Engine RankLower rank = better+0.64942.1%17Dominant
Backlink Count+0.52827.8%26Dominant
PageRank+0.49524.5%26Dominant
Search Engine Appearances+0.47722.8%17Dominant
HC+0.44119.4%26Dominant
Reddit Comments+0.32410.5%15Dominant
Common Crawl+0.2888.3%22Strong
Homepage Keywords+0.2184.8%22Strong
Avg Search Engine RankLower rank = better+0.1763.1%17Confirmed
Reddit Posts+0.1612.6%15Confirmed
Wikidata+0.0240.1%8Baseline
Top LLM-recommended domains — AI Research Platform Owner

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.

Domain signals matrix — AI Research Platform Owner

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.

DomainLLM %SE #SE Best RankBacklinksPageRankAUCSE OBLCrawlReddit CmtsReddit PostsWikipediaWikidataHomepageIndustries
supermicro.com100.0%1453107131176
GPU / AI infrastructure vendors,
Server hardware for enterprises
dell.com100.0%8164684451.2K12348
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Server hardware for enterprises
hpe.com100.0%17.8K2146721196
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
lenovo.com100.0%6202991.3K46589156
GPU / AI infrastructure vendors,
Server hardware for enterprises
gigabyte.com100.0%52251848412
GPU / AI infrastructure vendors,
Server hardware for enterprises
asus.com100.0%2031593132142524
GPU / AI infrastructure vendors,
Server hardware for enterprises
nvidia.com92.0%78716337872482261
Enterprise AI platforms,
GPU / AI infrastructure vendors,
Server hardware for enterprises
inspur.com48.0%136
GPU / AI infrastructure vendors,
Server hardware for enterprises
penguinsolutions.com40.0%251156
GPU / AI infrastructure vendors,
Server hardware for enterprises
lambda.ai40.0%2076013068
GPU / AI infrastructure vendors,
Server hardware for enterprises
thinkmate.com40.0%165396
GPU / AI infrastructure vendors,
Server hardware for enterprises
quantaqct.com36.0%
GPU / AI infrastructure vendors,
Server hardware for enterprises
tyan.com28.0%244
GPU / AI infrastructure vendors,
Server hardware for enterprises
ibm.com16.0%3.2K249243.6K32187
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.com12.0%84
GPU / AI infrastructure vendors,
Server hardware for enterprises
quidel.com8.0%173172
Server hardware for enterprises
qct.io4.0%15856
GPU / AI infrastructure vendors,
Server hardware for enterprises
smc.com4.0%34
Server hardware for enterprises
liquidweb.com4.0%702233128
GPU / AI infrastructure vendors,
Server hardware for enterprises
liquidstack.com4.0%483
Commercial HVAC equipment,
GPU / AI infrastructure vendors,
Server hardware for enterprises
amd.com4.0%2467927575381148
GPU / AI infrastructure vendors,
Server hardware for enterprises
xenon.com4.0%36
Server hardware for enterprises
exxactcorp.com4.0%540
GPU / AI infrastructure vendors,
Server hardware for enterprises
eviden.com4.0%748756896
CRO / clinical services,
GPU / AI infrastructure vendors,
Server hardware for enterprises
crusoe.ai4.0%7635176
GPU / AI infrastructure vendors,
Server hardware for enterprises
Top search engine domains — AI Research Platform Owner

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.

Top backlink domains — AI Research Platform Owner

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.

#DomainPageRankBacklinksAUCHCLLM Score
1microsoft.com
90.0000
1.3M19.5M51.000078.3%
2ibm.com
83.0000
125K3.1M44.000075.5%
3oracle.com
85.0000
75.6K1.9M45.000086.8%
4huawei.com
78.0000
62.3K1.3M40.000038.2%
5cisco.com
77.0000
60.8K1.6M40.000070.7%
6nvidia.com
76.0000
51.8K1.3M40.000086.7%
7hp.com
75.0000
51.3K1.1M40.000043.4%
8intel.com
77.0000
43.6K1.1M44.000075.5%
9dell.com
74.0000
38K866.4K39.000079.7%
10siemens.com
72.0000
32.8K801.2K37.000069.2%
11lenovo.com
72.0000
30.8K691K37.000098.0%
12asus.com
70.0000
27.5K550K36.000077.2%
13amd.com
75.0000
26.8K594.6K38.000075.8%
14miro.com
73.0000
18.7K521.9K39.000048.7%
15hpe.com
73.0000
16K389K36.000080.9%
16fujitsu.com
70.0000
16K408.5K38.000060.0%
17msi.com
64.0000
10.8K214.9K35.000038.2%
18acer.com
69.0000
10.7K237.9K36.000067.1%
19synology.com
65.0000
7.8K171.8K35.000017.1%
20nec.com
66.0000
7.3K214.3K35.000052.5%
21gigabyte.com
65.0000
5.7K126.8K28.000091.2%
22netapp.com
71.0000
5.2K166.1K36.000059.5%
23delltechnologies.com
68.0000
4.9K158.9K36.000070.1%
24schneider-electric.com
62.0000
4.8K116.2K35.000078.0%
25qnap.com
62.0000
4.2K104.7K35.000055.3%

SMB MSP Owner Persona segment

18 domains
About this persona

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 run a managed service provider serving small and midsize businesses, and I buy server hardware with an eye toward standardization, margin protection, ease of support, and flexible deployment models.
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 — SMB MSP Owner

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.

Signalρ (Spearman)nRank Influence
Common Crawl+0.72552.5%17Dominant
Best Search Engine RankLower rank = better+0.65943.4%13Dominant
Search Engine Appearances+0.63340%13Dominant
PageRank+0.61237.5%17Dominant
HC+0.52127.1%17Dominant
Reddit Posts+0.51526.5%14Dominant
Backlink Count+0.50225.2%17Dominant
Avg Search Engine RankLower rank = better+0.36813.6%13Dominant
Wikidata+0.3109.6%10Dominant
Reddit Comments+0.2878.2%12Strong
Homepage Keywords+0.1201.4%16Confirmed
Top LLM-recommended domains — SMB MSP Owner

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.

Domain signals matrix — SMB MSP Owner

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.

DomainLLM %SE #SE Best RankBacklinksPageRankAUCSE OBLCrawlReddit CmtsReddit PostsWikipediaWikidataHomepageIndustries
lenovo.com100.0%6202991.3K46589156
GPU / AI infrastructure vendors,
Server hardware for enterprises
hpe.com100.0%17.8K2146721196
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
supermicro.com100.0%1453107131176
GPU / AI infrastructure vendors,
Server hardware for enterprises
asus.com100.0%2031593132142524
GPU / AI infrastructure vendors,
Server hardware for enterprises
gigabyte.com100.0%52251848412
GPU / AI infrastructure vendors,
Server hardware for enterprises
fujitsu.com100.0%11414127234
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
cisco.com88.0%2.6K372291.3K7352
Cloud infrastructure services,
Customer support / contact center software,
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
intel.com88.0%2.1K591891.6K13656
GPU / AI infrastructure vendors,
Server hardware for enterprises
dell.com72.0%8164684451.2K12348
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Server hardware for enterprises
delltechnologies.com28.0%991521736
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Healthcare IT for providers,
Server hardware for enterprises
acer.com28.0%121633036
Server hardware for enterprises
qnap.com28.0%34161310292
Server hardware for enterprises
inspur.com20.0%136
GPU / AI infrastructure vendors,
Server hardware for enterprises
tyan.com20.0%244
GPU / AI infrastructure vendors,
Server hardware for enterprises
msi.com12.0%8445673117
Server hardware for enterprises
neweggbusiness.com8.0%15232116
Server hardware for enterprises
qnapturbo.com4.0%
Server hardware for enterprises
synology.com4.0%23222188
Server hardware for enterprises
Top search engine domains — SMB MSP Owner

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.

Top backlink domains — SMB MSP Owner

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.

#DomainPageRankBacklinksAUCHCLLM Score
1microsoft.com
90.0000
1.3M19.5M51.000078.3%
2ibm.com
83.0000
125K3.1M44.000075.5%
3oracle.com
85.0000
75.6K1.9M45.000086.8%
4huawei.com
78.0000
62.3K1.3M40.000038.2%
5cisco.com
77.0000
60.8K1.6M40.000070.7%
6nvidia.com
76.0000
51.8K1.3M40.000086.7%
7hp.com
75.0000
51.3K1.1M40.000043.4%
8intel.com
77.0000
43.6K1.1M44.000075.5%
9dell.com
74.0000
38K866.4K39.000079.7%
10siemens.com
72.0000
32.8K801.2K37.000069.2%
11lenovo.com
72.0000
30.8K691K37.000098.0%
12asus.com
70.0000
27.5K550K36.000077.2%
13amd.com
75.0000
26.8K594.6K38.000075.8%
14miro.com
73.0000
18.7K521.9K39.000048.7%
15hpe.com
73.0000
16K389K36.000080.9%
16fujitsu.com
70.0000
16K408.5K38.000060.0%
17msi.com
64.0000
10.8K214.9K35.000038.2%
18acer.com
69.0000
10.7K237.9K36.000067.1%
19synology.com
65.0000
7.8K171.8K35.000017.1%
20nec.com
66.0000
7.3K214.3K35.000052.5%
21gigabyte.com
65.0000
5.7K126.8K28.000091.2%
22netapp.com
71.0000
5.2K166.1K36.000059.5%
23delltechnologies.com
68.0000
4.9K158.9K36.000070.1%
24schneider-electric.com
62.0000
4.8K116.2K35.000078.0%
25qnap.com
62.0000
4.2K104.7K35.000055.3%

Edge Retail Technologist Persona segment

27 domains
About this persona

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 oversee technology for a retail or distributed branch environment, and I need server hardware that performs reliably outside a pristine data center.
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 — Edge Retail Technologist

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.

Signalρ (Spearman)nRank Influence
Search Engine Appearances+0.51526.5%22Dominant
PageRank+0.49824.8%25Dominant
Best Search Engine RankLower rank = better+0.48823.8%22Dominant
Backlink Count+0.48823.8%25Dominant
HC+0.46421.5%25Dominant
Common Crawl+0.44720%22Dominant
Reddit Posts+0.2898.4%15Strong
Wikidata-0.0910.8%11Emerging
Avg Search Engine RankLower rank = better+0.0690.5%22Emerging
Reddit Comments+0.0630.4%13Emerging
Homepage Keywords+0.0390.2%24Baseline
Top LLM-recommended domains — Edge Retail Technologist

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.

Domain signals matrix — Edge Retail Technologist

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.

DomainLLM %SE #SE Best RankBacklinksPageRankAUCSE OBLCrawlReddit CmtsReddit PostsWikipediaWikidataHomepageIndustries
lenovo.com100.0%6202991.3K46589156
GPU / AI infrastructure vendors,
Server hardware for enterprises
hpe.com100.0%17.8K2146721196
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
supermicro.com100.0%1453107131176
GPU / AI infrastructure vendors,
Server hardware for enterprises
cisco.com100.0%2.6K372291.3K7352
Cloud infrastructure services,
Customer support / contact center software,
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
asus.com96.0%2031593132142524
GPU / AI infrastructure vendors,
Server hardware for enterprises
dell.com88.0%8164684451.2K12348
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Server hardware for enterprises
advantech.com76.0%33115
GPU / AI infrastructure vendors,
Server hardware for enterprises
fujitsu.com60.0%11414127234
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
onlogic.com52.0%138
GPU / AI infrastructure vendors,
Server hardware for enterprises
intel.com44.0%2.1K591891.6K13656
GPU / AI infrastructure vendors,
Server hardware for enterprises
gigabyte.com44.0%52251848412
GPU / AI infrastructure vendors,
Server hardware for enterprises
kontron.com36.0%262216
GPU / AI infrastructure vendors,
Server hardware for enterprises
nec.com20.0%3713952
Managed network services,
Server hardware for enterprises
delltechnologies.com12.0%991521736
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Healthcare IT for providers,
Server hardware for enterprises
acer.com8.0%121633036
Server hardware for enterprises
trentonsystems.com8.0%988
Server hardware for enterprises
neousys-tech.com8.0%84
Server hardware for enterprises
transtec.de8.0%
Server hardware for enterprises
neweggbusiness.com8.0%15232116
Server hardware for enterprises
scalecomputing.com4.0%17104
Server hardware for enterprises
hp.com4.0%1.3K2521461.1K11696
Server hardware for enterprises
asrockrack.com4.0%176
Server hardware for enterprises
truscale.com4.0%70
Server hardware for enterprises
trippelite.eaton.com4.0%
Server hardware for enterprises
stratus.com4.0%2023156
GPU / AI infrastructure vendors,
Server hardware for enterprises
Top search engine domains — Edge Retail Technologist

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.

Top backlink domains — Edge Retail Technologist

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.

#DomainPageRankBacklinksAUCHCLLM Score
1microsoft.com
90.0000
1.3M19.5M51.000078.3%
2ibm.com
83.0000
125K3.1M44.000075.5%
3oracle.com
85.0000
75.6K1.9M45.000086.8%
4huawei.com
78.0000
62.3K1.3M40.000038.2%
5cisco.com
77.0000
60.8K1.6M40.000070.7%
6nvidia.com
76.0000
51.8K1.3M40.000086.7%
7hp.com
75.0000
51.3K1.1M40.000043.4%
8intel.com
77.0000
43.6K1.1M44.000075.5%
9dell.com
74.0000
38K866.4K39.000079.7%
10siemens.com
72.0000
32.8K801.2K37.000069.2%
11lenovo.com
72.0000
30.8K691K37.000098.0%
12asus.com
70.0000
27.5K550K36.000077.2%
13amd.com
75.0000
26.8K594.6K38.000075.8%
14miro.com
73.0000
18.7K521.9K39.000048.7%
15hpe.com
73.0000
16K389K36.000080.9%
16fujitsu.com
70.0000
16K408.5K38.000060.0%
17msi.com
64.0000
10.8K214.9K35.000038.2%
18acer.com
69.0000
10.7K237.9K36.000067.1%
19synology.com
65.0000
7.8K171.8K35.000017.1%
20nec.com
66.0000
7.3K214.3K35.000052.5%
21gigabyte.com
65.0000
5.7K126.8K28.000091.2%
22netapp.com
71.0000
5.2K166.1K36.000059.5%
23delltechnologies.com
68.0000
4.9K158.9K36.000070.1%
24schneider-electric.com
62.0000
4.8K116.2K35.000078.0%
25qnap.com
62.0000
4.2K104.7K35.000055.3%

Government Procurement Officer Persona segment

64 domains
About this persona

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 source server hardware for a public sector organization, and my buying process is shaped by compliance, procurement rules, long-term supportability, and accountability to multiple stakeholders.
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 — Government Procurement Officer

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.

Signalρ (Spearman)nRank Influence
Best Search Engine RankLower rank = better+0.47022.1%46Dominant
Search Engine Appearances+0.46121.2%46Dominant
Common Crawl+0.2999%49Strong
Reddit Posts-0.2727.4%27Strong
Backlink Count+0.2486.2%59Strong
PageRank+0.1923.7%59Confirmed
Homepage Keywords+0.1793.2%55Confirmed
HC+0.1723%59Confirmed
Avg Search Engine RankLower rank = better+0.1612.6%46Confirmed
Reddit Comments-0.1291.7%22Confirmed
Wikidata+0.0981%12Emerging
Top LLM-recommended domains — Government Procurement Officer

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.

Domain signals matrix — Government Procurement Officer

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.

DomainLLM %SE #SE Best RankBacklinksPageRankAUCSE OBLCrawlReddit CmtsReddit PostsWikipediaWikidataHomepageIndustries
hpe.com100.0%17.8K2146721196
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
lenovo.com100.0%6202991.3K46589156
GPU / AI infrastructure vendors,
Server hardware for enterprises
cisco.com100.0%2.6K372291.3K7352
Cloud infrastructure services,
Customer support / contact center software,
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
supermicro.com100.0%1453107131176
GPU / AI infrastructure vendors,
Server hardware for enterprises
fujitsu.com100.0%11414127234
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
oracle.com100.0%1.7K36622K17628
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.com96.0%136
GPU / AI infrastructure vendors,
Server hardware for enterprises
ibm.com92.0%3.2K249243.6K32187
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.com64.0%8164684451.2K12348
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Server hardware for enterprises
gigabyte.com56.0%52251848412
GPU / AI infrastructure vendors,
Server hardware for enterprises
delltechnologies.com36.0%991521736
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Healthcare IT for providers,
Server hardware for enterprises
hitachivantara.com32.0%99314279
Server hardware for enterprises
nec.com20.0%3713952
Managed network services,
Server hardware for enterprises
miro.com4.0%6.7K115833502115
Server hardware for enterprises
Top search engine domains — Government Procurement Officer

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.

Top backlink domains — Government Procurement Officer

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.

#DomainPageRankBacklinksAUCHCLLM Score
1microsoft.com
90.0000
1.3M19.5M51.000078.3%
2ibm.com
83.0000
125K3.1M44.000075.5%
3oracle.com
85.0000
75.6K1.9M45.000086.8%
4huawei.com
78.0000
62.3K1.3M40.000038.2%
5cisco.com
77.0000
60.8K1.6M40.000070.7%
6nvidia.com
76.0000
51.8K1.3M40.000086.7%
7hp.com
75.0000
51.3K1.1M40.000043.4%
8intel.com
77.0000
43.6K1.1M44.000075.5%
9dell.com
74.0000
38K866.4K39.000079.7%
10siemens.com
72.0000
32.8K801.2K37.000069.2%
11lenovo.com
72.0000
30.8K691K37.000098.0%
12asus.com
70.0000
27.5K550K36.000077.2%
13amd.com
75.0000
26.8K594.6K38.000075.8%
14miro.com
73.0000
18.7K521.9K39.000048.7%
15hpe.com
73.0000
16K389K36.000080.9%
16fujitsu.com
70.0000
16K408.5K38.000060.0%
17msi.com
64.0000
10.8K214.9K35.000038.2%
18acer.com
69.0000
10.7K237.9K36.000067.1%
19synology.com
65.0000
7.8K171.8K35.000017.1%
20nec.com
66.0000
7.3K214.3K35.000052.5%
21gigabyte.com
65.0000
5.7K126.8K28.000091.2%
22netapp.com
71.0000
5.2K166.1K36.000059.5%
23delltechnologies.com
68.0000
4.9K158.9K36.000070.1%
24schneider-electric.com
62.0000
4.8K116.2K35.000078.0%
25qnap.com
62.0000
4.2K104.7K35.000055.3%

Colocation Operations Manager Persona segment

29 domains
About this persona

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 manage infrastructure decisions for a hosting, colocation, or service provider environment where hardware must deliver strong utilization, efficient serviceability, and predictable operating economics.
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 — Colocation Operations Manager

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.

Signalρ (Spearman)nRank Influence
PageRank+0.65442.8%27Dominant
Best Search Engine RankLower rank = better+0.64641.7%16Dominant
Search Engine Appearances+0.61938.3%16Dominant
Backlink Count+0.60136.1%27Dominant
HC+0.55130.4%27Dominant
Common Crawl+0.43619%19Dominant
Reddit Comments+0.2878.2%11Strong
Reddit Posts+0.1823.3%11Confirmed
Homepage Keywords+0.1361.8%24Confirmed
Avg Search Engine RankLower rank = better+0.1301.7%16Confirmed
Wikidata-0.0240.1%8Baseline
Top LLM-recommended domains — Colocation Operations Manager

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.

Domain signals matrix — Colocation Operations Manager

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.

DomainLLM %SE #SE Best RankBacklinksPageRankAUCSE OBLCrawlReddit CmtsReddit PostsWikipediaWikidataHomepageIndustries
hpe.com100.0%17.8K2146721196
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
supermicro.com100.0%1453107131176
GPU / AI infrastructure vendors,
Server hardware for enterprises
gigabyte.com100.0%52251848412
GPU / AI infrastructure vendors,
Server hardware for enterprises
lenovo.com96.0%6202991.3K46589156
GPU / AI infrastructure vendors,
Server hardware for enterprises
asus.com96.0%2031593132142524
GPU / AI infrastructure vendors,
Server hardware for enterprises
tyan.com92.0%244
GPU / AI infrastructure vendors,
Server hardware for enterprises
dell.com88.0%8164684451.2K12348
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Server hardware for enterprises
inspur.com84.0%136
GPU / AI infrastructure vendors,
Server hardware for enterprises
quantaqct.com60.0%
GPU / AI infrastructure vendors,
Server hardware for enterprises
fujitsu.com48.0%11414127234
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
qct.io28.0%15856
GPU / AI infrastructure vendors,
Server hardware for enterprises
delltechnologies.com12.0%991521736
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Healthcare IT for providers,
Server hardware for enterprises
intel.com12.0%2.1K591891.6K13656
GPU / AI infrastructure vendors,
Server hardware for enterprises
wiwynn.com12.0%396
GPU / AI infrastructure vendors,
Server hardware for enterprises
nec.com12.0%3713952
Managed network services,
Server hardware for enterprises
mirotechnologies.com8.0%
Server hardware for enterprises
lenovopress.lenovo.com4.0%18214265138
Server hardware for enterprises
asrockrack.com4.0%176
Server hardware for enterprises
cisco.com4.0%2.6K372291.3K7352
Cloud infrastructure services,
Customer support / contact center software,
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
inventec.com4.0%61
Server hardware for enterprises
msystems.com4.0%
Server hardware for enterprises
ieiworld.com4.0%
GPU / AI infrastructure vendors,
Server hardware for enterprises
smci.com4.0%84
GPU / AI infrastructure vendors,
Server hardware for enterprises
xfusion.com4.0%32
Server hardware for enterprises
serversdirect.com4.0%372
Server hardware for enterprises
Top search engine domains — Colocation Operations Manager

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.

Top backlink domains — Colocation Operations Manager

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.

#DomainPageRankBacklinksAUCHCLLM Score
1microsoft.com
90.0000
1.3M19.5M51.000078.3%
2ibm.com
83.0000
125K3.1M44.000075.5%
3oracle.com
85.0000
75.6K1.9M45.000086.8%
4huawei.com
78.0000
62.3K1.3M40.000038.2%
5cisco.com
77.0000
60.8K1.6M40.000070.7%
6nvidia.com
76.0000
51.8K1.3M40.000086.7%
7hp.com
75.0000
51.3K1.1M40.000043.4%
8intel.com
77.0000
43.6K1.1M44.000075.5%
9dell.com
74.0000
38K866.4K39.000079.7%
10siemens.com
72.0000
32.8K801.2K37.000069.2%
11lenovo.com
72.0000
30.8K691K37.000098.0%
12asus.com
70.0000
27.5K550K36.000077.2%
13amd.com
75.0000
26.8K594.6K38.000075.8%
14miro.com
73.0000
18.7K521.9K39.000048.7%
15hpe.com
73.0000
16K389K36.000080.9%
16fujitsu.com
70.0000
16K408.5K38.000060.0%
17msi.com
64.0000
10.8K214.9K35.000038.2%
18acer.com
69.0000
10.7K237.9K36.000067.1%
19synology.com
65.0000
7.8K171.8K35.000017.1%
20nec.com
66.0000
7.3K214.3K35.000052.5%
21gigabyte.com
65.0000
5.7K126.8K28.000091.2%
22netapp.com
71.0000
5.2K166.1K36.000059.5%
23delltechnologies.com
68.0000
4.9K158.9K36.000070.1%
24schneider-electric.com
62.0000
4.8K116.2K35.000078.0%
25qnap.com
62.0000
4.2K104.7K35.000055.3%

Manufacturing OT Strategist Persona segment

21 domains
About this persona

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 work at the intersection of IT and operational technology in a manufacturing environment, and I need server hardware that can support plant systems, industrial data collection, analytics, and business continuity across production facilities.
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 — Manufacturing OT Strategist

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.

Signalρ (Spearman)nRank Influence
Best Search Engine RankLower rank = better+0.65643.1%17Dominant
PageRank+0.42718.2%20Dominant
Search Engine Appearances+0.40616.5%17Dominant
Backlink Count+0.38414.8%20Dominant
Common Crawl+0.33711.3%18Dominant
HC+0.32210.4%20Dominant
Avg Search Engine RankLower rank = better+0.2777.7%17Strong
Homepage Keywords+0.2777.7%18Strong
Reddit Posts-0.1341.8%10Confirmed
Wikidata-0.0710.5%9Emerging
Reddit Comments+0.0360.1%10Baseline
Top LLM-recommended domains — Manufacturing OT Strategist

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.

Domain signals matrix — Manufacturing OT Strategist

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.

DomainLLM %SE #SE Best RankBacklinksPageRankAUCSE OBLCrawlReddit CmtsReddit PostsWikipediaWikidataHomepageIndustries
hpe.com100.0%17.8K2146721196
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
lenovo.com100.0%6202991.3K46589156
GPU / AI infrastructure vendors,
Server hardware for enterprises
supermicro.com100.0%1453107131176
GPU / AI infrastructure vendors,
Server hardware for enterprises
advantech.com100.0%33115
GPU / AI infrastructure vendors,
Server hardware for enterprises
onlogic.com100.0%138
GPU / AI infrastructure vendors,
Server hardware for enterprises
siemens.com100.0%9931881885589124
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.com80.0%8164684451.2K12348
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Server hardware for enterprises
cisco.com72.0%2.6K372291.3K7352
Cloud infrastructure services,
Customer support / contact center software,
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
kontron.com72.0%262216
GPU / AI infrastructure vendors,
Server hardware for enterprises
stratus.com64.0%2023156
GPU / AI infrastructure vendors,
Server hardware for enterprises
delltechnologies.com20.0%991521736
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Healthcare IT for providers,
Server hardware for enterprises
neider-electric.com20.0%
Server hardware for enterprises
nec.com16.0%3713952
Managed network services,
Server hardware for enterprises
asus.com16.0%2031593132142524
GPU / AI infrastructure vendors,
Server hardware for enterprises
schneider-electric.com12.0%14257448
Commercial HVAC equipment,
Commercial solar / energy services,
Commercial solar EPC,
GPU / AI infrastructure vendors,
HVAC service contractors,
Server hardware for enterprises
contec.com8.0%64
Server hardware for enterprises
trenton.com4.0%
Server hardware for enterprises
nexcom.com4.0%1019
Server hardware for enterprises
hitachivantara.com4.0%99314279
Server hardware for enterprises
ibm.com4.0%3.2K249243.6K32187
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.com4.0%988
Server hardware for enterprises
Top search engine domains — Manufacturing OT Strategist

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.

Top backlink domains — Manufacturing OT Strategist

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.

#DomainPageRankBacklinksAUCHCLLM Score
1microsoft.com
90.0000
1.3M19.5M51.000078.3%
2ibm.com
83.0000
125K3.1M44.000075.5%
3oracle.com
85.0000
75.6K1.9M45.000086.8%
4huawei.com
78.0000
62.3K1.3M40.000038.2%
5cisco.com
77.0000
60.8K1.6M40.000070.7%
6nvidia.com
76.0000
51.8K1.3M40.000086.7%
7hp.com
75.0000
51.3K1.1M40.000043.4%
8intel.com
77.0000
43.6K1.1M44.000075.5%
9dell.com
74.0000
38K866.4K39.000079.7%
10siemens.com
72.0000
32.8K801.2K37.000069.2%
11lenovo.com
72.0000
30.8K691K37.000098.0%
12asus.com
70.0000
27.5K550K36.000077.2%
13amd.com
75.0000
26.8K594.6K38.000075.8%
14miro.com
73.0000
18.7K521.9K39.000048.7%
15hpe.com
73.0000
16K389K36.000080.9%
16fujitsu.com
70.0000
16K408.5K38.000060.0%
17msi.com
64.0000
10.8K214.9K35.000038.2%
18acer.com
69.0000
10.7K237.9K36.000067.1%
19synology.com
65.0000
7.8K171.8K35.000017.1%
20nec.com
66.0000
7.3K214.3K35.000052.5%
21gigabyte.com
65.0000
5.7K126.8K28.000091.2%
22netapp.com
71.0000
5.2K166.1K36.000059.5%
23delltechnologies.com
68.0000
4.9K158.9K36.000070.1%
24schneider-electric.com
62.0000
4.8K116.2K35.000078.0%
25qnap.com
62.0000
4.2K104.7K35.000055.3%