LLM Ranking Factors

GPU / AI infrastructure vendors

Search Engine Appearances ρ=0.535
Domains
144
Personas
11
Top signal
Search Engine Appearances
ρ = 0.535
Top LLM domain
nvidia.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 GPU / AI infrastructure vendors industry covers 144 domains in this dataset. The most LLM-recommended vendors include nvidia.com and hpe.com and lenovo.com.

Within this industry, the strongest predictor of LLM recommendations is Search Engine Appearances (ρ=0.535, n=102 (vs. ρ=0.241 across all industries)). SE Outbound Links follows as second-strongest (ρ=0.478).

hpe.com, lenovo.com rank highly in LLM recommendations despite a modest backlink footprint — suggesting strong topical authority or brand recognition that exceeds raw web-presence metrics.

Conversely, google.com, microsoft.com hold strong backlink authority but rank lower in LLM recommendations — a reminder that web scale alone does not guarantee AI visibility.

13 signals show a strong or dominant correlation within this category: Search Engine Appearances (ρ=0.535), SE Outbound Links (ρ=0.478), Common Crawl (ρ=0.428), Wikipedia Citations (ρ=0.408), Best Search Engine Rank (ρ=0.406), PageRank (ρ=0.395), Backlink Count (ρ=0.390), BL Authority (ρ=0.386), BL Authority (Exp) (ρ=0.381), Reddit Comments (ρ=0.339), HC (ρ=0.272), Wikidata (ρ=0.247), Reddit Posts (ρ=0.240).

Coverage varies by signal: backlink and SERP data tend to have the broadest reach, while Wikipedia and Reddit signals typically cover only the largest brands. Signals with fewer than 20 observations should be interpreted with caution.

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 — GPU / AI infrastructure vendors

Spearman rank correlations (ρ) between each measurable signal and the LLM recommendation score across all 144 domains in this industry.

Higher absolute ρ values (closer to ±1.0) indicate stronger relationships. Positive ρ means more of this signal correlates with better AI visibility. Rank Influence summarizes the practical strength — prioritize Dominant and Strong signals when optimizing.

Signalρ (Spearman)nRank Influence
Search Engine Appearances+0.53528.7%102Dominant
SE Outbound Links+0.47822.9%115Dominant
Common Crawl+0.42818.3%120Dominant
Wikipedia Citations+0.40816.6%77Dominant
Best Search Engine Rank+0.40616.5%102Dominant
PageRank+0.39515.6%128Dominant
Backlink Count+0.39015.2%128Dominant
BL Authority+0.38614.9%128Dominant
BL Authority (Exp)+0.38114.5%128Dominant
Reddit Comments+0.33911.5%78Dominant
HC+0.2727.4%128Strong
Wikidata+0.2476.1%41Strong
Reddit Posts+0.2405.8%81Strong
Avg Search Engine Rank-0.0510.3%102Emerging
Homepage Keywords+0.0150%119Baseline
Top LLM-recommended domains

How often AI models recommended each domain when answering GPU / AI infrastructure vendors queries across all personas. Each LLM run represents one query — the left chart shows raw recommendation counts, the right shows what percentage of queries included that domain.

275 total LLM query runs across all personas for this industry. A domain appearing in 50% of queries means AI models recommended it in half of all runs — regardless of list position.

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
nvidia.com84.4%78716337872482261
Enterprise AI platforms,
GPU / AI infrastructure vendors,
Server hardware for enterprises
hpe.com71.6%17.8K2146721196
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
lenovo.com70.9%6202991.3K46589156
GPU / AI infrastructure vendors,
Server hardware for enterprises
supermicro.com69.1%1453107131176
GPU / AI infrastructure vendors,
Server hardware for enterprises
dell.com44.0%8164684451.2K12348
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Server hardware for enterprises
lambda.ai43.6%2076013068
GPU / AI infrastructure vendors,
Server hardware for enterprises
coreweave.com39.3%1541528541132
GPU / AI infrastructure vendors
crusoe.ai36.7%7635176
GPU / AI infrastructure vendors,
Server hardware for enterprises
amd.com34.2%2467927575381148
GPU / AI infrastructure vendors,
Server hardware for enterprises
delltechnologies.com28.7%991521736
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Healthcare IT for providers,
Server hardware for enterprises
together.ai26.2%1.2K1441552776
GPU / AI infrastructure vendors
cisco.com21.8%2.6K372291.3K7352
Cloud infrastructure services,
Customer support / contact center software,
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
runpod.io21.1%16017323380
GPU / AI infrastructure vendors
ibm.com18.9%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
aws.amazon.com18.5%120.2K2.2K5.9K5.5K43340
Cloud infrastructure services,
Customer support / contact center software,
Data analytics / BI software,
Data-warehouse / lakehouse platforms,
Enterprise AI platforms,
Enterprise search & knowledge copilots,
GPU / AI infrastructure vendors
gigabyte.com18.5%52251848412
GPU / AI infrastructure vendors,
Server hardware for enterprises
oracle.com14.2%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
vast.ai13.8%69174980848
GPU / AI infrastructure vendors
netapp.com13.5%91135112824108
GPU / AI infrastructure vendors,
Server hardware for enterprises
eviden.com12.4%748756896
CRO / clinical services,
GPU / AI infrastructure vendors,
Server hardware for enterprises
vastdata.com12.4%1652191959
GPU / AI infrastructure vendors
azure.microsoft.com11.6%41.3K5871.5K2K233228
Cloud infrastructure services,
Data-warehouse / lakehouse platforms,
Enterprise AI platforms,
GPU / AI infrastructure vendors
vultr.com10.9%162233217180
Cloud infrastructure services,
Colocation interconnection services,
Data center colocation,
GPU / AI infrastructure vendors
modal.com10.9%3571331433460
GPU / AI infrastructure vendors
purestorage.com10.9%131818136
GPU / AI infrastructure vendors,
Healthcare IT for providers
Top search engine domains

Domains appearing most frequently in Google search results for GPU / AI infrastructure vendors queries — counts are filtered to only the search queries associated with this industry.

Compare with the LLM recommendations chart above. Gaps between the two — domains that rank high in search but low in AI, or vice versa — reveal strategic opportunities or risks depending on your channel focus.

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
1google.com
100.0000
16.9M154.5M97.000061.7%
2microsoft.com
90.0000
1.3M19.5M51.000078.3%
3amazon.com
88.0000
1.1M16.4M49.000066.5%
4ovhcloud.com
86.0000
162K397.3K36.000060.8%
5ibm.com
83.0000
125K3.1M44.000075.5%
6samsung.com
80.0000
79.9K1.7M42.000046.4%
7oracle.com
85.0000
75.6K1.9M45.000086.8%
8cisco.com
77.0000
60.8K1.6M40.000070.7%
9nvidia.com
76.0000
51.8K1.3M40.000086.7%
10intel.com
77.0000
43.6K1.1M44.000075.5%
11dell.com
74.0000
38K866.4K39.000079.7%
12siemens.com
72.0000
32.8K801.2K37.000069.2%
13lenovo.com
72.0000
30.8K691K37.000098.0%
14redhat.com
78.0000
28.7K800.5K44.000060.3%
15asus.com
70.0000
27.5K550K36.000077.2%
16amd.com
75.0000
26.8K594.6K38.000075.8%
17vmware.com
74.0000
25.5K643.6K39.000074.4%
18digitalocean.com
76.0000
22K549.6K38.000074.3%
19hpe.com
73.0000
16K389K36.000080.9%
20fujitsu.com
70.0000
16K408.5K38.000060.0%
21azure.com
76.0000
14.1K382.7K39.000058.8%
22volvocars.com
66.0000
10.8K260.6K36.000051.0%
23gigabyte.com
65.0000
5.7K126.8K28.000091.2%
24vultr.com
67.0000
5.2K104.7K36.000073.2%
25netapp.com
71.0000
5.2K166.1K36.000059.5%

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 GPU / AI infrastructure vendors 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 GPU / AI infrastructure vendors. Each persona has 25 query runs — count is raw appearances, percentage is out of those runs.

Compare with the industry-wide charts above to see which domains over- or under-index for this specific audience segment.

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
nvidia.com100.0%78716337872482261
Enterprise AI platforms,
GPU / AI infrastructure vendors,
Server hardware for enterprises
coreweave.com100.0%1541528541132
GPU / AI infrastructure vendors
crusoe.ai100.0%7635176
GPU / AI infrastructure vendors,
Server hardware for enterprises
together.ai100.0%1.2K1441552776
GPU / AI infrastructure vendors
lambda.ai92.0%2076013068
GPU / AI infrastructure vendors,
Server hardware for enterprises
amd.com72.0%2467927575381148
GPU / AI infrastructure vendors,
Server hardware for enterprises
runpod.io52.0%16017323380
GPU / AI infrastructure vendors
vast.ai44.0%69174980848
GPU / AI infrastructure vendors
supermicro.com28.0%1453107131176
GPU / AI infrastructure vendors,
Server hardware for enterprises
dell.com28.0%8164684451.2K12348
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Server hardware for enterprises
hpe.com28.0%17.8K2146721196
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
nebius.com28.0%1839360335100
GPU / AI infrastructure vendors
cerebras.ai28.0%9139175360
GPU / AI infrastructure vendors
aws.amazon.com20.0%120.2K2.2K5.9K5.5K43340
Cloud infrastructure services,
Customer support / contact center software,
Data analytics / BI software,
Data-warehouse / lakehouse platforms,
Enterprise AI platforms,
Enterprise search & knowledge copilots,
GPU / AI infrastructure vendors
paperspace.com16.0%122956
GPU / AI infrastructure vendors
groq.com16.0%57481191401820
GPU / AI infrastructure vendors
vultr.com16.0%162233217180
Cloud infrastructure services,
Colocation interconnection services,
Data center colocation,
GPU / AI infrastructure vendors
digitalocean.com16.0%2471047654152
Cloud infrastructure services,
GPU / AI infrastructure vendors
sambanova.ai16.0%2037441092
GPU / AI infrastructure vendors
cerebras.net16.0%97060
GPU / AI infrastructure vendors
cloud.google.com12.0%128.1K1.9K4.4K4.3K249432
Cloud infrastructure services,
Data analytics / BI software,
Data-warehouse / lakehouse platforms,
Enterprise AI platforms,
GPU / AI infrastructure vendors
oracle.com12.0%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
lambdalabs.com8.0%26225284068
GPU / AI infrastructure vendors
lenovo.com8.0%6202991.3K46589156
GPU / AI infrastructure vendors,
Server hardware for enterprises
ovhcloud.com8.0%22871227340
Cloud infrastructure services,
GPU / AI infrastructure vendors
Top search engine domains — neutral

Domains in Google search results for neutral queries within GPU / AI infrastructure vendors. Counts reflect only the Google search results for keywords mapped to this persona — filtered to domains that appear in this industry.

Note: the number of results naturally varies by persona because different query intents return different domains. A persona with fewer results here is not a data gap — it reflects that those specific queries surface a narrower or different set of sites.

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
1google.com
100.0000
16.9M154.5M97.000061.7%
2microsoft.com
90.0000
1.3M19.5M51.000078.3%
3amazon.com
88.0000
1.1M16.4M49.000066.5%
4ovhcloud.com
86.0000
162K397.3K36.000060.8%
5ibm.com
83.0000
125K3.1M44.000075.5%
6samsung.com
80.0000
79.9K1.7M42.000046.4%
7oracle.com
85.0000
75.6K1.9M45.000086.8%
8cisco.com
77.0000
60.8K1.6M40.000070.7%
9nvidia.com
76.0000
51.8K1.3M40.000086.7%
10intel.com
77.0000
43.6K1.1M44.000075.5%
11dell.com
74.0000
38K866.4K39.000079.7%
12siemens.com
72.0000
32.8K801.2K37.000069.2%
13lenovo.com
72.0000
30.8K691K37.000098.0%
14redhat.com
78.0000
28.7K800.5K44.000060.3%
15asus.com
70.0000
27.5K550K36.000077.2%
16amd.com
75.0000
26.8K594.6K38.000075.8%
17vmware.com
74.0000
25.5K643.6K39.000074.4%
18digitalocean.com
76.0000
22K549.6K38.000074.3%
19hpe.com
73.0000
16K389K36.000080.9%
20fujitsu.com
70.0000
16K408.5K38.000060.0%
21azure.com
76.0000
14.1K382.7K39.000058.8%
22volvocars.com
66.0000
10.8K260.6K36.000051.0%
23gigabyte.com
65.0000
5.7K126.8K28.000091.2%
24vultr.com
67.0000
5.2K104.7K36.000073.2%
25netapp.com
71.0000
5.2K166.1K36.000059.5%

Hyperscale Architect 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 lead infrastructure strategy for a hyperscale cloud platform, and I evaluate GPU and AI infrastructure vendors through the lens of scale, supply assurance, network performance, and long-term roadmap alignment.
I need partners that can support massive cluster deployments, high-density power and cooling requirements, advanced interconnects, and globally distributed capacity planning.
My team cares about reference architectures, telemetry, automation hooks, and the ability to integrate with our existing orchestration, storage, and observability stacks.
Signal correlations — Hyperscale 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
Search Engine Appearances+0.49724.7%19Dominant
Best Search Engine RankLower rank = better+0.47322.4%19Dominant
Avg Search Engine RankLower rank = better+0.34011.6%19Dominant
Reddit Comments+0.32310.4%18Dominant
Backlink Count+0.3159.9%28Dominant
HC+0.3109.6%28Dominant
PageRank+0.2606.7%28Strong
Common Crawl+0.2586.7%26Strong
Reddit Posts+0.1923.7%16Confirmed
Wikidata+0.1572.5%13Confirmed
Homepage Keywords+0.0560.3%25Emerging
Top LLM-recommended domains — Hyperscale Architect

How often AI recommended each domain when answering Hyperscale Architect queries within GPU / AI infrastructure vendors. Each persona has 25 query runs — count is raw appearances, percentage is out of those runs.

Compare with the industry-wide charts above to see which domains over- or under-index for this specific audience segment.

Domain signals matrix — Hyperscale 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
nvidia.com100.0%78716337872482261
Enterprise AI platforms,
GPU / AI infrastructure vendors,
Server hardware for enterprises
supermicro.com100.0%1453107131176
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
dell.com92.0%8164684451.2K12348
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Server hardware for enterprises
amd.com88.0%2467927575381148
GPU / AI infrastructure vendors,
Server hardware for enterprises
quantaqct.com68.0%
GPU / AI infrastructure vendors,
Server hardware for enterprises
wistron.com48.0%12
GPU / AI infrastructure vendors,
Server hardware for enterprises
inspur.com36.0%136
GPU / AI infrastructure vendors,
Server hardware for enterprises
cisco.com24.0%2.6K372291.3K7352
Cloud infrastructure services,
Customer support / contact center software,
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
wiwynn.com16.0%396
GPU / AI infrastructure vendors,
Server hardware for enterprises
liquidstack.com16.0%483
Commercial HVAC equipment,
GPU / AI infrastructure vendors,
Server hardware for enterprises
schneider-electric.com16.0%14257448
Commercial HVAC equipment,
Commercial solar / energy services,
Commercial solar EPC,
GPU / AI infrastructure vendors,
HVAC service contractors,
Server hardware for enterprises
intel.com12.0%2.1K591891.6K13656
GPU / AI infrastructure vendors,
Server hardware for enterprises
eviden.com12.0%748756896
CRO / clinical services,
GPU / AI infrastructure vendors,
Server hardware for enterprises
smci.com12.0%84
GPU / AI infrastructure vendors,
Server hardware for enterprises
delltechnologies.com8.0%991521736
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Healthcare IT for providers,
Server hardware for enterprises
qct.io8.0%15856
GPU / AI infrastructure vendors,
Server hardware for enterprises
penguinsolutions.com8.0%251156
GPU / AI infrastructure vendors,
Server hardware for enterprises
tyan.com4.0%244
GPU / AI infrastructure vendors,
Server hardware for enterprises
netapp.com4.0%91135112824108
GPU / AI infrastructure vendors,
Server hardware for enterprises
samsung.com4.0%4.6K2.9K1.6K1.2K21874
Commercial HVAC equipment,
GPU / AI infrastructure vendors,
Wireless carriers
foxconn.com4.0%3112
GPU / AI infrastructure vendors
purestorage.com4.0%131818136
GPU / AI infrastructure vendors,
Healthcare IT for providers
Top search engine domains — Hyperscale Architect

Domains in Google search results for Hyperscale Architect queries within GPU / AI infrastructure vendors. Counts reflect only the Google search results for keywords mapped to this persona — filtered to domains that appear in this industry.

Note: the number of results naturally varies by persona because different query intents return different domains. A persona with fewer results here is not a data gap — it reflects that those specific queries surface a narrower or different set of sites.

Top backlink domains — Hyperscale 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
1google.com
100.0000
16.9M154.5M97.000061.7%
2microsoft.com
90.0000
1.3M19.5M51.000078.3%
3amazon.com
88.0000
1.1M16.4M49.000066.5%
4ovhcloud.com
86.0000
162K397.3K36.000060.8%
5ibm.com
83.0000
125K3.1M44.000075.5%
6samsung.com
80.0000
79.9K1.7M42.000046.4%
7oracle.com
85.0000
75.6K1.9M45.000086.8%
8cisco.com
77.0000
60.8K1.6M40.000070.7%
9nvidia.com
76.0000
51.8K1.3M40.000086.7%
10intel.com
77.0000
43.6K1.1M44.000075.5%
11dell.com
74.0000
38K866.4K39.000079.7%
12siemens.com
72.0000
32.8K801.2K37.000069.2%
13lenovo.com
72.0000
30.8K691K37.000098.0%
14redhat.com
78.0000
28.7K800.5K44.000060.3%
15asus.com
70.0000
27.5K550K36.000077.2%
16amd.com
75.0000
26.8K594.6K38.000075.8%
17vmware.com
74.0000
25.5K643.6K39.000074.4%
18digitalocean.com
76.0000
22K549.6K38.000074.3%
19hpe.com
73.0000
16K389K36.000080.9%
20fujitsu.com
70.0000
16K408.5K38.000060.0%
21azure.com
76.0000
14.1K382.7K39.000058.8%
22volvocars.com
66.0000
10.8K260.6K36.000051.0%
23gigabyte.com
65.0000
5.7K126.8K28.000091.2%
24vultr.com
67.0000
5.2K104.7K36.000073.2%
25netapp.com
71.0000
5.2K166.1K36.000059.5%

Enterprise AI CIO Persona segment

25 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 a CIO at a large enterprise trying to stand up serious AI capabilities without creating an operational mess, and I need GPU and AI infrastructure vendors that feel enterprise-ready from day one.
My priorities are security, governance, compliance, support quality, and clear integration with the systems we already run across data centers and cloud environments.
I want solutions that can support a mix of model training, inference, and data processing while remaining manageable for my infrastructure and platform teams.
Signal correlations — Enterprise AI CIO

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+0.50525.5%23Dominant
Backlink Count+0.36113%21Dominant
Search Engine Appearances+0.32610.6%23Dominant
HC+0.2235%21Strong
PageRank+0.2044.2%21Strong
Reddit Posts+0.1863.4%21Confirmed
Common Crawl+0.1452.1%24Confirmed
Homepage Keywords+0.1402%23Confirmed
Reddit Comments+0.0810.7%22Emerging
Wikidata-0.0800.6%19Emerging
Avg Search Engine RankLower rank = better+0.0610.4%23Emerging
Top LLM-recommended domains — Enterprise AI CIO

How often AI recommended each domain when answering Enterprise AI CIO queries within GPU / AI infrastructure vendors. Each persona has 25 query runs — count is raw appearances, percentage is out of those runs.

Compare with the industry-wide charts above to see which domains over- or under-index for this specific audience segment.

Domain signals matrix — Enterprise AI CIO

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
nvidia.com100.0%78716337872482261
Enterprise AI platforms,
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
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
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
netapp.com68.0%91135112824108
GPU / AI infrastructure vendors,
Server hardware for enterprises
oracle.com48.0%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
purestorage.com48.0%131818136
GPU / AI infrastructure vendors,
Healthcare IT for providers
aws.amazon.com32.0%120.2K2.2K5.9K5.5K43340
Cloud infrastructure services,
Customer support / contact center software,
Data analytics / BI software,
Data-warehouse / lakehouse platforms,
Enterprise AI platforms,
Enterprise search & knowledge copilots,
GPU / AI infrastructure vendors
azure.microsoft.com32.0%41.3K5871.5K2K233228
Cloud infrastructure services,
Data-warehouse / lakehouse platforms,
Enterprise AI platforms,
GPU / AI infrastructure vendors
vastdata.com16.0%1652191959
GPU / AI infrastructure vendors
googlecloud.com12.0%15
Cloud infrastructure services,
Data analytics / BI software,
Data-warehouse / lakehouse platforms,
Enterprise AI platforms,
Enterprise search & knowledge copilots,
GPU / AI infrastructure vendors
redhat.com12.0%3.6K187974370220
Cloud infrastructure services,
GPU / AI infrastructure vendors
amd.com8.0%2467927575381148
GPU / AI infrastructure vendors,
Server hardware for enterprises
crusoe.ai4.0%7635176
GPU / AI infrastructure vendors,
Server hardware for enterprises
intel.com4.0%2.1K591891.6K13656
GPU / AI infrastructure vendors,
Server hardware for enterprises
microsoft.com4.0%10.2K6461.2K6.2K37268
Accounting software,
Cloud infrastructure services,
CRM software,
Customer support / contact center software,
Data analytics / BI software,
Data-warehouse / lakehouse platforms,
E-signature & document workflow,
Enterprise AI platforms,
Enterprise search & knowledge copilots,
ERP software,
GPU / AI infrastructure vendors,
Healthcare IT for providers,
Managed network services,
Marketing automation software,
Procurement software,
Server hardware for enterprises
lambda.ai4.0%2076013068
GPU / AI infrastructure vendors,
Server hardware for enterprises
cloud.google.com4.0%128.1K1.9K4.4K4.3K249432
Cloud infrastructure services,
Data analytics / BI software,
Data-warehouse / lakehouse platforms,
Enterprise AI platforms,
GPU / AI infrastructure vendors
googlecloud.google.com4.0%
Data-warehouse / lakehouse platforms,
Enterprise AI platforms,
GPU / AI infrastructure vendors
coreweave.com4.0%1541528541132
GPU / AI infrastructure vendors
vmware.com4.0%522465138912
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Healthcare IT for providers
nutanix.com4.0%1392332121120
GPU / AI infrastructure vendors,
Healthcare IT for providers
Top search engine domains — Enterprise AI CIO

Domains in Google search results for Enterprise AI CIO queries within GPU / AI infrastructure vendors. Counts reflect only the Google search results for keywords mapped to this persona — filtered to domains that appear in this industry.

Note: the number of results naturally varies by persona because different query intents return different domains. A persona with fewer results here is not a data gap — it reflects that those specific queries surface a narrower or different set of sites.

Top backlink domains — Enterprise AI CIO

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
1google.com
100.0000
16.9M154.5M97.000061.7%
2microsoft.com
90.0000
1.3M19.5M51.000078.3%
3amazon.com
88.0000
1.1M16.4M49.000066.5%
4ovhcloud.com
86.0000
162K397.3K36.000060.8%
5ibm.com
83.0000
125K3.1M44.000075.5%
6samsung.com
80.0000
79.9K1.7M42.000046.4%
7oracle.com
85.0000
75.6K1.9M45.000086.8%
8cisco.com
77.0000
60.8K1.6M40.000070.7%
9nvidia.com
76.0000
51.8K1.3M40.000086.7%
10intel.com
77.0000
43.6K1.1M44.000075.5%
11dell.com
74.0000
38K866.4K39.000079.7%
12siemens.com
72.0000
32.8K801.2K37.000069.2%
13lenovo.com
72.0000
30.8K691K37.000098.0%
14redhat.com
78.0000
28.7K800.5K44.000060.3%
15asus.com
70.0000
27.5K550K36.000077.2%
16amd.com
75.0000
26.8K594.6K38.000075.8%
17vmware.com
74.0000
25.5K643.6K39.000074.4%
18digitalocean.com
76.0000
22K549.6K38.000074.3%
19hpe.com
73.0000
16K389K36.000080.9%
20fujitsu.com
70.0000
16K408.5K38.000060.0%
21azure.com
76.0000
14.1K382.7K39.000058.8%
22volvocars.com
66.0000
10.8K260.6K36.000051.0%
23gigabyte.com
65.0000
5.7K126.8K28.000091.2%
24vultr.com
67.0000
5.2K104.7K36.000073.2%
25netapp.com
71.0000
5.2K166.1K36.000059.5%

Research Computing Director Persona segment

28 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 research computing for a university or national lab environment, and I need GPU and AI infrastructure vendors that understand the realities of mixed scientific workloads, grant funding cycles, and highly diverse user communities.
My environment supports everything from simulation and bioinformatics to large model training, so I look for flexible architectures, strong scheduler integration, high-speed networking, scalable storage options, and solid multi-tenant performance.
I want vendors that can help us balance cutting-edge capability with operational practicality, because our users range from expert HPC researchers to newer AI practitioners who need guidance and usable tooling.
Signal correlations — Research Computing 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
Best Search Engine RankLower rank = better+0.72452.4%20Dominant
Homepage Keywords+0.52928%23Dominant
Search Engine Appearances+0.51926.9%20Dominant
Avg Search Engine RankLower rank = better+0.41817.4%20Dominant
Backlink Count+0.2858.1%25Strong
Wikidata-0.2737.4%10Strong
PageRank+0.2707.3%25Strong
HC+0.2154.6%25Strong
Common Crawl+0.2144.6%23Strong
Reddit Posts-0.1021%18Confirmed
Reddit Comments+0.0860.7%19Emerging
Top LLM-recommended domains — Research Computing Director

How often AI recommended each domain when answering Research Computing Director queries within GPU / AI infrastructure vendors. Each persona has 25 query runs — count is raw appearances, percentage is out of those runs.

Compare with the industry-wide charts above to see which domains over- or under-index for this specific audience segment.

Domain signals matrix — Research Computing 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
supermicro.com100.0%1453107131176
GPU / AI infrastructure vendors,
Server hardware for enterprises
nvidia.com96.0%78716337872482261
Enterprise AI platforms,
GPU / AI infrastructure vendors,
Server hardware for enterprises
penguinsolutions.com92.0%251156
GPU / AI infrastructure vendors,
Server hardware for enterprises
lambda.ai88.0%2076013068
GPU / AI infrastructure vendors,
Server hardware for enterprises
gigabyte.com72.0%52251848412
GPU / AI infrastructure vendors,
Server hardware for enterprises
dell.com68.0%8164684451.2K12348
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Server hardware for enterprises
amd.com68.0%2467927575381148
GPU / AI infrastructure vendors,
Server hardware for enterprises
thinkmate.com52.0%165396
GPU / AI infrastructure vendors,
Server hardware for enterprises
delltechnologies.com32.0%991521736
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Healthcare IT for providers,
Server hardware for enterprises
ciq.com28.0%351676
GPU / AI infrastructure vendors
eviden.com20.0%748756896
CRO / clinical services,
GPU / AI infrastructure vendors,
Server hardware for enterprises
advancedclustering.com8.0%11384
GPU / AI infrastructure vendors
liquidstack.com8.0%483
Commercial HVAC equipment,
GPU / AI infrastructure vendors,
Server hardware for enterprises
asus.com8.0%2031593132142524
GPU / AI infrastructure vendors,
Server hardware for enterprises
vultr.com8.0%162233217180
Cloud infrastructure services,
Colocation interconnection services,
Data center colocation,
GPU / AI infrastructure vendors
vastaitech.com8.0%12
GPU / AI infrastructure vendors
exxactcorp.com8.0%540
GPU / AI infrastructure vendors,
Server hardware for enterprises
ciara.tech4.0%
GPU / AI infrastructure vendors,
Server hardware for enterprises
cray.com4.0%72835
GPU / AI infrastructure vendors
oxfordcomputing.com4.0%
GPU / AI infrastructure vendors
samsung.com4.0%4.6K2.9K1.6K1.2K21874
Commercial HVAC equipment,
GPU / AI infrastructure vendors,
Wireless carriers
liquidweb.com4.0%702233128
GPU / AI infrastructure vendors,
Server hardware for enterprises
cerio.io4.0%1584
GPU / AI infrastructure vendors
Top search engine domains — Research Computing Director

Domains in Google search results for Research Computing Director queries within GPU / AI infrastructure vendors. Counts reflect only the Google search results for keywords mapped to this persona — filtered to domains that appear in this industry.

Note: the number of results naturally varies by persona because different query intents return different domains. A persona with fewer results here is not a data gap — it reflects that those specific queries surface a narrower or different set of sites.

Top backlink domains — Research Computing 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
1google.com
100.0000
16.9M154.5M97.000061.7%
2microsoft.com
90.0000
1.3M19.5M51.000078.3%
3amazon.com
88.0000
1.1M16.4M49.000066.5%
4ovhcloud.com
86.0000
162K397.3K36.000060.8%
5ibm.com
83.0000
125K3.1M44.000075.5%
6samsung.com
80.0000
79.9K1.7M42.000046.4%
7oracle.com
85.0000
75.6K1.9M45.000086.8%
8cisco.com
77.0000
60.8K1.6M40.000070.7%
9nvidia.com
76.0000
51.8K1.3M40.000086.7%
10intel.com
77.0000
43.6K1.1M44.000075.5%
11dell.com
74.0000
38K866.4K39.000079.7%
12siemens.com
72.0000
32.8K801.2K37.000069.2%
13lenovo.com
72.0000
30.8K691K37.000098.0%
14redhat.com
78.0000
28.7K800.5K44.000060.3%
15asus.com
70.0000
27.5K550K36.000077.2%
16amd.com
75.0000
26.8K594.6K38.000075.8%
17vmware.com
74.0000
25.5K643.6K39.000074.4%
18digitalocean.com
76.0000
22K549.6K38.000074.3%
19hpe.com
73.0000
16K389K36.000080.9%
20fujitsu.com
70.0000
16K408.5K38.000060.0%
21azure.com
76.0000
14.1K382.7K39.000058.8%
22volvocars.com
66.0000
10.8K260.6K36.000051.0%
23gigabyte.com
65.0000
5.7K126.8K28.000091.2%
24vultr.com
67.0000
5.2K104.7K36.000073.2%
25netapp.com
71.0000
5.2K166.1K36.000059.5%

Startup ML Founder Persona segment

20 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 fast-moving AI startup, and I need GPU and AI infrastructure vendors that help me move quickly, conserve cash, and scale only when the business proves demand.
I care about rapid provisioning, clear pricing, strong performance per dollar, and easy access to the latest accelerators without negotiating like a Fortune 500 company.
My team is small, so we need infrastructure that is developer-friendly, API-driven, and simple to monitor and optimize.
Signal correlations — Startup ML Founder

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+0.52227.2%18Dominant
Reddit Comments+0.49924.9%16Dominant
Common Crawl+0.36813.6%19Dominant
Reddit Posts+0.33311.1%18Dominant
Backlink Count+0.3109.6%20Dominant
PageRank+0.2556.5%20Strong
Best Search Engine RankLower rank = better+0.1753.1%18Confirmed
Avg Search Engine RankLower rank = better+0.1733%18Confirmed
Homepage Keywords-0.1291.7%19Confirmed
HC+0.0780.6%20Emerging
Top LLM-recommended domains — Startup ML Founder

How often AI recommended each domain when answering Startup ML Founder queries within GPU / AI infrastructure vendors. Each persona has 25 query runs — count is raw appearances, percentage is out of those runs.

Compare with the industry-wide charts above to see which domains over- or under-index for this specific audience segment.

Domain signals matrix — Startup ML Founder

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
lambda.ai100.0%2076013068
GPU / AI infrastructure vendors,
Server hardware for enterprises
runpod.io100.0%16017323380
GPU / AI infrastructure vendors
together.ai100.0%1.2K1441552776
GPU / AI infrastructure vendors
modal.com100.0%3571331433460
GPU / AI infrastructure vendors
crusoe.ai100.0%7635176
GPU / AI infrastructure vendors,
Server hardware for enterprises
coreweave.com100.0%1541528541132
GPU / AI infrastructure vendors
vast.ai100.0%69174980848
GPU / AI infrastructure vendors
baseten.co84.0%43648
GPU / AI infrastructure vendors
replicate.com68.0%5.7K1472872412
GPU / AI infrastructure vendors
fireworks.ai44.0%63882103754
GPU / AI infrastructure vendors
paperspace.com44.0%122956
GPU / AI infrastructure vendors
fluidstack.io20.0%2536
GPU / AI infrastructure vendors
lightning.ai8.0%2373249201
GPU / AI infrastructure vendors
cerebrium.ai8.0%101084
GPU / AI infrastructure vendors
cerebras.ai4.0%9139175360
GPU / AI infrastructure vendors
nebius.com4.0%1839360335100
GPU / AI infrastructure vendors
vultr.com4.0%162233217180
Cloud infrastructure services,
Colocation interconnection services,
Data center colocation,
GPU / AI infrastructure vendors
hyperbolic.xyz4.0%2640
GPU / AI infrastructure vendors
sambanova.ai4.0%2037441092
GPU / AI infrastructure vendors
cudocompute.com4.0%521184
GPU / AI infrastructure vendors
Top search engine domains — Startup ML Founder

Domains in Google search results for Startup ML Founder queries within GPU / AI infrastructure vendors. Counts reflect only the Google search results for keywords mapped to this persona — filtered to domains that appear in this industry.

Note: the number of results naturally varies by persona because different query intents return different domains. A persona with fewer results here is not a data gap — it reflects that those specific queries surface a narrower or different set of sites.

Top backlink domains — Startup ML Founder

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
1google.com
100.0000
16.9M154.5M97.000061.7%
2microsoft.com
90.0000
1.3M19.5M51.000078.3%
3amazon.com
88.0000
1.1M16.4M49.000066.5%
4ovhcloud.com
86.0000
162K397.3K36.000060.8%
5ibm.com
83.0000
125K3.1M44.000075.5%
6samsung.com
80.0000
79.9K1.7M42.000046.4%
7oracle.com
85.0000
75.6K1.9M45.000086.8%
8cisco.com
77.0000
60.8K1.6M40.000070.7%
9nvidia.com
76.0000
51.8K1.3M40.000086.7%
10intel.com
77.0000
43.6K1.1M44.000075.5%
11dell.com
74.0000
38K866.4K39.000079.7%
12siemens.com
72.0000
32.8K801.2K37.000069.2%
13lenovo.com
72.0000
30.8K691K37.000098.0%
14redhat.com
78.0000
28.7K800.5K44.000060.3%
15asus.com
70.0000
27.5K550K36.000077.2%
16amd.com
75.0000
26.8K594.6K38.000075.8%
17vmware.com
74.0000
25.5K643.6K39.000074.4%
18digitalocean.com
76.0000
22K549.6K38.000074.3%
19hpe.com
73.0000
16K389K36.000080.9%
20fujitsu.com
70.0000
16K408.5K38.000060.0%
21azure.com
76.0000
14.1K382.7K39.000058.8%
22volvocars.com
66.0000
10.8K260.6K36.000051.0%
23gigabyte.com
65.0000
5.7K126.8K28.000091.2%
24vultr.com
67.0000
5.2K104.7K36.000073.2%
25netapp.com
71.0000
5.2K166.1K36.000059.5%

Inference Platform Lead Persona segment

32 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 production inference infrastructure for a software or internet company, and I evaluate GPU and AI infrastructure vendors based on latency, throughput, cost efficiency, and operational consistency under real user traffic.
My world is not just about peak training benchmarks; it is about serving models reliably across regions, handling spiky demand, and keeping per-request economics under control.
I want vendors with strong networking, orchestration compatibility, observability, autoscaling support, and proven experience with inference optimization across different model sizes and modalities.
Signal correlations — Inference Platform 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
Avg Search Engine RankLower rank = better+0.2315.4%24Strong
Reddit Comments+0.1682.8%27Confirmed
Homepage Keywords+0.1001%26Emerging
HC-0.0991%26Emerging
Common Crawl+0.0960.9%29Emerging
Best Search Engine RankLower rank = better+0.0830.7%24Emerging
Search Engine Appearances+0.0630.4%24Emerging
Wikidata+0.0500.3%9Emerging
Reddit Posts+0.0280.1%26Baseline
Backlink Count+0.0010%26Baseline
PageRank0.0000%26Baseline
Top LLM-recommended domains — Inference Platform Lead

How often AI recommended each domain when answering Inference Platform Lead queries within GPU / AI infrastructure vendors. Each persona has 25 query runs — count is raw appearances, percentage is out of those runs.

Compare with the industry-wide charts above to see which domains over- or under-index for this specific audience segment.

Domain signals matrix — Inference Platform 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
coreweave.com100.0%1541528541132
GPU / AI infrastructure vendors
lambda.ai100.0%2076013068
GPU / AI infrastructure vendors,
Server hardware for enterprises
crusoe.ai100.0%7635176
GPU / AI infrastructure vendors,
Server hardware for enterprises
nvidia.com92.0%78716337872482261
Enterprise AI platforms,
GPU / AI infrastructure vendors,
Server hardware for enterprises
together.ai88.0%1.2K1441552776
GPU / AI infrastructure vendors
runpod.io80.0%16017323380
GPU / AI infrastructure vendors
groq.com76.0%57481191401820
GPU / AI infrastructure vendors
aws.amazon.com44.0%120.2K2.2K5.9K5.5K43340
Cloud infrastructure services,
Customer support / contact center software,
Data analytics / BI software,
Data-warehouse / lakehouse platforms,
Enterprise AI platforms,
Enterprise search & knowledge copilots,
GPU / AI infrastructure vendors
cerebras.ai32.0%9139175360
GPU / AI infrastructure vendors
baseten.co28.0%43648
GPU / AI infrastructure vendors
tensorrent.com24.0%
GPU / AI infrastructure vendors
cloud.google.com24.0%128.1K1.9K4.4K4.3K249432
Cloud infrastructure services,
Data analytics / BI software,
Data-warehouse / lakehouse platforms,
Enterprise AI platforms,
GPU / AI infrastructure vendors
azure.microsoft.com20.0%41.3K5871.5K2K233228
Cloud infrastructure services,
Data-warehouse / lakehouse platforms,
Enterprise AI platforms,
GPU / AI infrastructure vendors
google.com20.0%189.3K19K7.8K13.6K221
Airlines,
Budget hotel chains,
Cloud infrastructure services,
Commercial solar / energy services,
Cosmetic dentistry,
Data analytics / BI software,
Data-warehouse / lakehouse platforms,
Enterprise AI platforms,
Enterprise search & knowledge copilots,
GPU / AI infrastructure vendors,
Home services (plumbing, HVAC, remodeling),
Hotels & resorts,
Martech / CDP / attribution software,
Med spas & aesthetic clinics,
Online travel agencies,
Roofing services,
Wireless carriers
azure.com20.0%8571231228
Cloud infrastructure services,
Enterprise AI platforms,
GPU / AI infrastructure vendors
sambanova.ai20.0%2037441092
GPU / AI infrastructure vendors
tensordock.com16.0%445100
GPU / AI infrastructure vendors
nebius.com12.0%1839360335100
GPU / AI infrastructure vendors
fireworks.ai12.0%63882103754
GPU / AI infrastructure vendors
oci.oraclecloud.com12.0%31
GPU / AI infrastructure vendors
modal.com12.0%3571331433460
GPU / AI infrastructure vendors
replicate.com12.0%5.7K1472872412
GPU / AI infrastructure vendors
gcore.com8.0%42113568934392
GPU / AI infrastructure vendors
vast.ai8.0%69174980848
GPU / AI infrastructure vendors
oracle.com8.0%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
Top search engine domains — Inference Platform Lead

Domains in Google search results for Inference Platform Lead queries within GPU / AI infrastructure vendors. Counts reflect only the Google search results for keywords mapped to this persona — filtered to domains that appear in this industry.

Note: the number of results naturally varies by persona because different query intents return different domains. A persona with fewer results here is not a data gap — it reflects that those specific queries surface a narrower or different set of sites.

Top backlink domains — Inference Platform 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
1google.com
100.0000
16.9M154.5M97.000061.7%
2microsoft.com
90.0000
1.3M19.5M51.000078.3%
3amazon.com
88.0000
1.1M16.4M49.000066.5%
4ovhcloud.com
86.0000
162K397.3K36.000060.8%
5ibm.com
83.0000
125K3.1M44.000075.5%
6samsung.com
80.0000
79.9K1.7M42.000046.4%
7oracle.com
85.0000
75.6K1.9M45.000086.8%
8cisco.com
77.0000
60.8K1.6M40.000070.7%
9nvidia.com
76.0000
51.8K1.3M40.000086.7%
10intel.com
77.0000
43.6K1.1M44.000075.5%
11dell.com
74.0000
38K866.4K39.000079.7%
12siemens.com
72.0000
32.8K801.2K37.000069.2%
13lenovo.com
72.0000
30.8K691K37.000098.0%
14redhat.com
78.0000
28.7K800.5K44.000060.3%
15asus.com
70.0000
27.5K550K36.000077.2%
16amd.com
75.0000
26.8K594.6K38.000075.8%
17vmware.com
74.0000
25.5K643.6K39.000074.4%
18digitalocean.com
76.0000
22K549.6K38.000074.3%
19hpe.com
73.0000
16K389K36.000080.9%
20fujitsu.com
70.0000
16K408.5K38.000060.0%
21azure.com
76.0000
14.1K382.7K39.000058.8%
22volvocars.com
66.0000
10.8K260.6K36.000051.0%
23gigabyte.com
65.0000
5.7K126.8K28.000091.2%
24vultr.com
67.0000
5.2K104.7K36.000073.2%
25netapp.com
71.0000
5.2K166.1K36.000059.5%

Regulated Industry CTO Persona segment

23 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 a CTO in a highly regulated industry such as healthcare, finance, or government contracting, and I need GPU and AI infrastructure vendors that can meet strict requirements around security, auditability, data residency, and operational control.
Performance matters, but it comes after trust, compliance evidence, and the ability to fit within our governance model.
I want vendors that can support private or hybrid deployments, strong encryption practices, access controls, logging, incident response processes, and clear documentation for regulatory review.
Signal correlations — Regulated Industry CTO

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+0.59935.8%20Dominant
Best Search Engine RankLower rank = better+0.58734.5%20Dominant
Backlink Count+0.42918.4%20Dominant
Reddit Posts+0.35412.6%20Dominant
Common Crawl+0.3089.5%22Dominant
Reddit Comments+0.2898.4%21Strong
HC+0.2667.1%20Strong
PageRank+0.2647%20Strong
Wikidata+0.1251.6%16Confirmed
Homepage Keywords-0.0350.1%20Baseline
Avg Search Engine RankLower rank = better+0.0090%20Baseline
Top LLM-recommended domains — Regulated Industry CTO

How often AI recommended each domain when answering Regulated Industry CTO queries within GPU / AI infrastructure vendors. Each persona has 25 query runs — count is raw appearances, percentage is out of those runs.

Compare with the industry-wide charts above to see which domains over- or under-index for this specific audience segment.

Domain signals matrix — Regulated Industry CTO

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
nvidia.com100.0%78716337872482261
Enterprise AI platforms,
GPU / AI infrastructure vendors,
Server hardware for enterprises
lenovo.com100.0%6202991.3K46589156
GPU / AI infrastructure vendors,
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
oracle.com88.0%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
aws.amazon.com88.0%120.2K2.2K5.9K5.5K43340
Cloud infrastructure services,
Customer support / contact center software,
Data analytics / BI software,
Data-warehouse / lakehouse platforms,
Enterprise AI platforms,
Enterprise search & knowledge copilots,
GPU / AI infrastructure vendors
dell.com80.0%8164684451.2K12348
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Server hardware for enterprises
googlecloud.com56.0%15
Cloud infrastructure services,
Data analytics / BI software,
Data-warehouse / lakehouse platforms,
Enterprise AI platforms,
Enterprise search & knowledge copilots,
GPU / AI infrastructure vendors
azure.microsoft.com52.0%41.3K5871.5K2K233228
Cloud infrastructure services,
Data-warehouse / lakehouse platforms,
Enterprise AI platforms,
GPU / AI infrastructure vendors
supermicro.com52.0%1453107131176
GPU / AI infrastructure vendors,
Server hardware for enterprises
microsoft.com36.0%10.2K6461.2K6.2K37268
Accounting software,
Cloud infrastructure services,
CRM software,
Customer support / contact center software,
Data analytics / BI software,
Data-warehouse / lakehouse platforms,
E-signature & document workflow,
Enterprise AI platforms,
Enterprise search & knowledge copilots,
ERP software,
GPU / AI infrastructure vendors,
Healthcare IT for providers,
Managed network services,
Marketing automation software,
Procurement software,
Server hardware for enterprises
cisco.com28.0%2.6K372291.3K7352
Cloud infrastructure services,
Customer support / contact center software,
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
delltechnologies.com20.0%991521736
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Healthcare IT for providers,
Server hardware for enterprises
crusoe.ai20.0%7635176
GPU / AI infrastructure vendors,
Server hardware for enterprises
coreweave.com20.0%1541528541132
GPU / AI infrastructure vendors
googlecloud.google.com16.0%
Data-warehouse / lakehouse platforms,
Enterprise AI platforms,
GPU / AI infrastructure vendors
azure.com12.0%8571231228
Cloud infrastructure services,
Enterprise AI platforms,
GPU / AI infrastructure vendors
google.com8.0%189.3K19K7.8K13.6K221
Airlines,
Budget hotel chains,
Cloud infrastructure services,
Commercial solar / energy services,
Cosmetic dentistry,
Data analytics / BI software,
Data-warehouse / lakehouse platforms,
Enterprise AI platforms,
Enterprise search & knowledge copilots,
GPU / AI infrastructure vendors,
Home services (plumbing, HVAC, remodeling),
Hotels & resorts,
Martech / CDP / attribution software,
Med spas & aesthetic clinics,
Online travel agencies,
Roofing services,
Wireless carriers
gcore.com8.0%42113568934392
GPU / AI infrastructure vendors
nutanix.com4.0%1392332121120
GPU / AI infrastructure vendors,
Healthcare IT for providers
redhat.com4.0%3.6K187974370220
Cloud infrastructure services,
GPU / AI infrastructure vendors
vmware.com4.0%522465138912
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Healthcare IT for providers
sambanova.ai4.0%2037441092
GPU / AI infrastructure vendors
Top search engine domains — Regulated Industry CTO

Domains in Google search results for Regulated Industry CTO queries within GPU / AI infrastructure vendors. Counts reflect only the Google search results for keywords mapped to this persona — filtered to domains that appear in this industry.

Note: the number of results naturally varies by persona because different query intents return different domains. A persona with fewer results here is not a data gap — it reflects that those specific queries surface a narrower or different set of sites.

Top backlink domains — Regulated Industry CTO

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
1google.com
100.0000
16.9M154.5M97.000061.7%
2microsoft.com
90.0000
1.3M19.5M51.000078.3%
3amazon.com
88.0000
1.1M16.4M49.000066.5%
4ovhcloud.com
86.0000
162K397.3K36.000060.8%
5ibm.com
83.0000
125K3.1M44.000075.5%
6samsung.com
80.0000
79.9K1.7M42.000046.4%
7oracle.com
85.0000
75.6K1.9M45.000086.8%
8cisco.com
77.0000
60.8K1.6M40.000070.7%
9nvidia.com
76.0000
51.8K1.3M40.000086.7%
10intel.com
77.0000
43.6K1.1M44.000075.5%
11dell.com
74.0000
38K866.4K39.000079.7%
12siemens.com
72.0000
32.8K801.2K37.000069.2%
13lenovo.com
72.0000
30.8K691K37.000098.0%
14redhat.com
78.0000
28.7K800.5K44.000060.3%
15asus.com
70.0000
27.5K550K36.000077.2%
16amd.com
75.0000
26.8K594.6K38.000075.8%
17vmware.com
74.0000
25.5K643.6K39.000074.4%
18digitalocean.com
76.0000
22K549.6K38.000074.3%
19hpe.com
73.0000
16K389K36.000080.9%
20fujitsu.com
70.0000
16K408.5K38.000060.0%
21azure.com
76.0000
14.1K382.7K39.000058.8%
22volvocars.com
66.0000
10.8K260.6K36.000051.0%
23gigabyte.com
65.0000
5.7K126.8K28.000091.2%
24vultr.com
67.0000
5.2K104.7K36.000073.2%
25netapp.com
71.0000
5.2K166.1K36.000059.5%

Sovereign AI Planner Persona segment

37 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 on national, regional, or public-sector digital infrastructure initiatives, and I am looking for GPU and AI infrastructure vendors that can support sovereign capacity, strategic independence, and long-term ecosystem development.
My priorities extend beyond technical performance to include domestic hosting options, trusted partnerships, resilient supply chains, public-sector procurement readiness, and support for local talent and research communities.
I want vendors that can help design secure, large-scale environments for government, education, and industry users while respecting data sovereignty and policy requirements.
Signal correlations — Sovereign AI Planner

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
Backlink Count+0.56531.9%35Dominant
Common Crawl+0.52527.6%35Dominant
HC+0.51626.6%35Dominant
PageRank+0.50625.6%35Dominant
Search Engine Appearances+0.47522.6%27Dominant
Best Search Engine RankLower rank = better+0.33611.3%27Dominant
Wikidata+0.2667.1%17Strong
Homepage Keywords+0.1542.4%36Confirmed
Reddit Comments+0.1231.5%24Confirmed
Reddit Posts+0.0890.8%26Emerging
Avg Search Engine RankLower rank = better-0.0430.2%27Baseline
Top LLM-recommended domains — Sovereign AI Planner

How often AI recommended each domain when answering Sovereign AI Planner queries within GPU / AI infrastructure vendors. Each persona has 25 query runs — count is raw appearances, percentage is out of those runs.

Compare with the industry-wide charts above to see which domains over- or under-index for this specific audience segment.

Domain signals matrix — Sovereign AI Planner

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
eviden.com100.0%748756896
CRO / clinical services,
GPU / AI infrastructure vendors,
Server hardware for enterprises
nvidia.com88.0%78716337872482261
Enterprise AI platforms,
GPU / AI infrastructure vendors,
Server hardware for enterprises
amd.com84.0%2467927575381148
GPU / AI infrastructure vendors,
Server hardware for enterprises
atos.net68.0%1.4K97753655860
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Managed network services
delltechnologies.com56.0%991521736
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Healthcare IT for providers,
Server hardware for enterprises
dell.com44.0%8164684451.2K12348
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Server hardware for enterprises
nebius.com44.0%1839360335100
GPU / AI infrastructure vendors
intel.com36.0%2.1K591891.6K13656
GPU / AI infrastructure vendors,
Server hardware for enterprises
cisco.com16.0%2.6K372291.3K7352
Cloud infrastructure services,
Customer support / contact center software,
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
cerebras.ai16.0%9139175360
GPU / AI infrastructure vendors
cray.com12.0%72835
GPU / AI infrastructure vendors
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
gigabyte.com12.0%52251848412
GPU / AI infrastructure vendors,
Server hardware for enterprises
gcore.com12.0%42113568934392
GPU / AI infrastructure vendors
samsung.com8.0%4.6K2.9K1.6K1.2K21874
Commercial HVAC equipment,
GPU / AI infrastructure vendors,
Wireless carriers
g42.ai8.0%645171756
GPU / AI infrastructure vendors
liquidweb.com8.0%702233128
GPU / AI infrastructure vendors,
Server hardware for enterprises
groq.com8.0%57481191401820
GPU / AI infrastructure vendors
graphcore.ai8.0%31374
GPU / AI infrastructure vendors
leonardo.com4.0%2821221288
GPU / AI infrastructure vendors
nscale.com4.0%315184
GPU / AI infrastructure vendors
fujitsu.com4.0%11414127234
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
Top search engine domains — Sovereign AI Planner

Domains in Google search results for Sovereign AI Planner queries within GPU / AI infrastructure vendors. Counts reflect only the Google search results for keywords mapped to this persona — filtered to domains that appear in this industry.

Note: the number of results naturally varies by persona because different query intents return different domains. A persona with fewer results here is not a data gap — it reflects that those specific queries surface a narrower or different set of sites.

Top backlink domains — Sovereign AI Planner

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
1google.com
100.0000
16.9M154.5M97.000061.7%
2microsoft.com
90.0000
1.3M19.5M51.000078.3%
3amazon.com
88.0000
1.1M16.4M49.000066.5%
4ovhcloud.com
86.0000
162K397.3K36.000060.8%
5ibm.com
83.0000
125K3.1M44.000075.5%
6samsung.com
80.0000
79.9K1.7M42.000046.4%
7oracle.com
85.0000
75.6K1.9M45.000086.8%
8cisco.com
77.0000
60.8K1.6M40.000070.7%
9nvidia.com
76.0000
51.8K1.3M40.000086.7%
10intel.com
77.0000
43.6K1.1M44.000075.5%
11dell.com
74.0000
38K866.4K39.000079.7%
12siemens.com
72.0000
32.8K801.2K37.000069.2%
13lenovo.com
72.0000
30.8K691K37.000098.0%
14redhat.com
78.0000
28.7K800.5K44.000060.3%
15asus.com
70.0000
27.5K550K36.000077.2%
16amd.com
75.0000
26.8K594.6K38.000075.8%
17vmware.com
74.0000
25.5K643.6K39.000074.4%
18digitalocean.com
76.0000
22K549.6K38.000074.3%
19hpe.com
73.0000
16K389K36.000080.9%
20fujitsu.com
70.0000
16K408.5K38.000060.0%
21azure.com
76.0000
14.1K382.7K39.000058.8%
22volvocars.com
66.0000
10.8K260.6K36.000051.0%
23gigabyte.com
65.0000
5.7K126.8K28.000091.2%
24vultr.com
67.0000
5.2K104.7K36.000073.2%
25netapp.com
71.0000
5.2K166.1K36.000059.5%

Edge AI Operator Persona segment

30 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 deploying AI infrastructure across distributed edge environments such as retail sites, telecom locations, factories, or field operations, and I need vendors that understand real-world constraints outside pristine data centers.
My use cases demand low latency, local processing, ruggedized or compact form factors, remote management, and reliable connectivity back to central systems.
I want GPU and AI infrastructure vendors that can support inference-heavy workloads, fleet observability, secure device and node management, and straightforward lifecycle operations across many sites with limited onsite IT staff.
Signal correlations — Edge AI Operator

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
Wikidata-0.56531.9%11Dominant
Search Engine Appearances+0.49424.4%24Dominant
Best Search Engine RankLower rank = better+0.49024%24Dominant
Backlink Count+0.40816.6%28Dominant
PageRank+0.38815.1%28Dominant
HC+0.2596.7%28Strong
Common Crawl+0.2405.8%25Strong
Homepage Keywords+0.2385.7%26Strong
Avg Search Engine RankLower rank = better+0.1251.6%24Confirmed
Reddit Posts-0.1041.1%16Confirmed
Reddit Comments-0.0360.1%17Baseline
Top LLM-recommended domains — Edge AI Operator

How often AI recommended each domain when answering Edge AI Operator queries within GPU / AI infrastructure vendors. Each persona has 25 query runs — count is raw appearances, percentage is out of those runs.

Compare with the industry-wide charts above to see which domains over- or under-index for this specific audience segment.

Domain signals matrix — Edge AI Operator

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
advantech.com100.0%33115
GPU / AI infrastructure vendors,
Server hardware for enterprises
supermicro.com100.0%1453107131176
GPU / AI infrastructure vendors,
Server hardware for enterprises
nvidia.com96.0%78716337872482261
Enterprise AI platforms,
GPU / AI infrastructure vendors,
Server hardware for enterprises
delltechnologies.com88.0%991521736
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Healthcare IT for providers,
Server hardware for enterprises
onlogic.com88.0%138
GPU / AI infrastructure vendors,
Server hardware for enterprises
cisco.com84.0%2.6K372291.3K7352
Cloud infrastructure services,
Customer support / contact center software,
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
crusoe.ai52.0%7635176
GPU / AI infrastructure vendors,
Server hardware for enterprises
kontron.com52.0%262216
GPU / AI infrastructure vendors,
Server hardware for enterprises
windriver.com16.0%223152120
GPU / AI infrastructure vendors
stratus.com16.0%2023156
GPU / AI infrastructure vendors,
Server hardware for enterprises
lannerinc.com16.0%26116
GPU / AI infrastructure vendors
dell.com12.0%8164684451.2K12348
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Server hardware for enterprises
redhat.com8.0%3.6K187974370220
Cloud infrastructure services,
GPU / AI infrastructure vendors
litmus.io8.0%7492
Data analytics / BI software,
Enterprise AI platforms,
GPU / AI infrastructure vendors
azure.microsoft.com4.0%41.3K5871.5K2K233228
Cloud infrastructure services,
Data-warehouse / lakehouse platforms,
Enterprise AI platforms,
GPU / AI infrastructure vendors
ondas.com4.0%6514188
GPU / AI infrastructure vendors
nvidianetworks.com4.0%
GPU / AI infrastructure vendors
ieiworld.com4.0%
GPU / AI infrastructure vendors,
Server hardware for enterprises
adlinktech.com4.0%1996
GPU / AI infrastructure vendors
azure.com4.0%8571231228
Cloud infrastructure services,
Enterprise AI platforms,
GPU / AI infrastructure vendors
kioxia.com4.0%211024
GPU / AI infrastructure vendors
seco.com4.0%1772
GPU / AI infrastructure vendors
volvocars.com4.0%814793867495100
Auto OEM brands,
GPU / AI infrastructure vendors
Top search engine domains — Edge AI Operator

Domains in Google search results for Edge AI Operator queries within GPU / AI infrastructure vendors. Counts reflect only the Google search results for keywords mapped to this persona — filtered to domains that appear in this industry.

Note: the number of results naturally varies by persona because different query intents return different domains. A persona with fewer results here is not a data gap — it reflects that those specific queries surface a narrower or different set of sites.

Top backlink domains — Edge AI Operator

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
1google.com
100.0000
16.9M154.5M97.000061.7%
2microsoft.com
90.0000
1.3M19.5M51.000078.3%
3amazon.com
88.0000
1.1M16.4M49.000066.5%
4ovhcloud.com
86.0000
162K397.3K36.000060.8%
5ibm.com
83.0000
125K3.1M44.000075.5%
6samsung.com
80.0000
79.9K1.7M42.000046.4%
7oracle.com
85.0000
75.6K1.9M45.000086.8%
8cisco.com
77.0000
60.8K1.6M40.000070.7%
9nvidia.com
76.0000
51.8K1.3M40.000086.7%
10intel.com
77.0000
43.6K1.1M44.000075.5%
11dell.com
74.0000
38K866.4K39.000079.7%
12siemens.com
72.0000
32.8K801.2K37.000069.2%
13lenovo.com
72.0000
30.8K691K37.000098.0%
14redhat.com
78.0000
28.7K800.5K44.000060.3%
15asus.com
70.0000
27.5K550K36.000077.2%
16amd.com
75.0000
26.8K594.6K38.000075.8%
17vmware.com
74.0000
25.5K643.6K39.000074.4%
18digitalocean.com
76.0000
22K549.6K38.000074.3%
19hpe.com
73.0000
16K389K36.000080.9%
20fujitsu.com
70.0000
16K408.5K38.000060.0%
21azure.com
76.0000
14.1K382.7K39.000058.8%
22volvocars.com
66.0000
10.8K260.6K36.000051.0%
23gigabyte.com
65.0000
5.7K126.8K28.000091.2%
24vultr.com
67.0000
5.2K104.7K36.000073.2%
25netapp.com
71.0000
5.2K166.1K36.000059.5%

Managed Service Builder Persona segment

37 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 platform or product strategy for a managed service provider, systems integrator, or hosting company building AI infrastructure services for clients, and I need vendors that help me create repeatable, profitable offerings.
I am not just buying for internal use; I am buying to package compute, storage, networking, support, and governance into services that many end customers can consume.
That means I care deeply about multitenancy, billing integration, remote management, partner programs, white-label potential, and strong technical support that scales through my operations team.
Signal correlations — Managed Service Builder

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
Backlink Count+0.60636.8%37Dominant
PageRank+0.50925.9%37Dominant
HC+0.47822.8%37Dominant
Best Search Engine RankLower rank = better+0.40316.2%35Dominant
Search Engine Appearances+0.32910.8%35Dominant
Common Crawl+0.2747.5%36Strong
Reddit Posts+0.2104.4%25Strong
Avg Search Engine RankLower rank = better-0.1371.9%35Confirmed
Wikidata+0.1211.5%18Confirmed
Homepage Keywords+0.0390.2%35Baseline
Reddit Comments0.0000%29Baseline
Top LLM-recommended domains — Managed Service Builder

How often AI recommended each domain when answering Managed Service Builder queries within GPU / AI infrastructure vendors. Each persona has 25 query runs — count is raw appearances, percentage is out of those runs.

Compare with the industry-wide charts above to see which domains over- or under-index for this specific audience segment.

Domain signals matrix — Managed Service Builder

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
nvidia.com96.0%78716337872482261
Enterprise AI platforms,
GPU / AI infrastructure vendors,
Server hardware for enterprises
delltechnologies.com92.0%991521736
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Healthcare IT for providers,
Server hardware for enterprises
netapp.com76.0%91135112824108
GPU / AI infrastructure vendors,
Server hardware for enterprises
purestorage.com68.0%131818136
GPU / AI infrastructure vendors,
Healthcare IT for providers
vastdata.com52.0%1652191959
GPU / AI infrastructure vendors
vultr.com44.0%162233217180
Cloud infrastructure services,
Colocation interconnection services,
Data center colocation,
GPU / AI infrastructure vendors
amd.com40.0%2467927575381148
GPU / AI infrastructure vendors,
Server hardware for enterprises
liquidweb.com24.0%702233128
GPU / AI infrastructure vendors,
Server hardware for enterprises
gigabyte.com20.0%52251848412
GPU / AI infrastructure vendors,
Server hardware for enterprises
asus.com20.0%2031593132142524
GPU / AI infrastructure vendors,
Server hardware for enterprises
vmware.com16.0%522465138912
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Healthcare IT for providers
redhat.com16.0%3.6K187974370220
Cloud infrastructure services,
GPU / AI infrastructure vendors
nutanix.com12.0%1392332121120
GPU / AI infrastructure vendors,
Healthcare IT for providers
phoenixnap.com12.0%4.9K29256692
Colocation interconnection services,
Data center colocation,
GPU / AI infrastructure vendors
coreweave.com12.0%1541528541132
GPU / AI infrastructure vendors
dell.com8.0%8164684451.2K12348
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Server hardware for enterprises
ciq.com8.0%351676
GPU / AI infrastructure vendors
nscale.com8.0%315184
GPU / AI infrastructure vendors
inspur.com8.0%136
GPU / AI infrastructure vendors,
Server hardware for enterprises
ovhcloud.com8.0%22871227340
Cloud infrastructure services,
GPU / AI infrastructure vendors
cloudian.com8.0%644392130
GPU / AI infrastructure vendors
liquidstack.com4.0%483
Commercial HVAC equipment,
GPU / AI infrastructure vendors,
Server hardware for enterprises
Top search engine domains — Managed Service Builder

Domains in Google search results for Managed Service Builder queries within GPU / AI infrastructure vendors. Counts reflect only the Google search results for keywords mapped to this persona — filtered to domains that appear in this industry.

Note: the number of results naturally varies by persona because different query intents return different domains. A persona with fewer results here is not a data gap — it reflects that those specific queries surface a narrower or different set of sites.

Top backlink domains — Managed Service Builder

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
1google.com
100.0000
16.9M154.5M97.000061.7%
2microsoft.com
90.0000
1.3M19.5M51.000078.3%
3amazon.com
88.0000
1.1M16.4M49.000066.5%
4ovhcloud.com
86.0000
162K397.3K36.000060.8%
5ibm.com
83.0000
125K3.1M44.000075.5%
6samsung.com
80.0000
79.9K1.7M42.000046.4%
7oracle.com
85.0000
75.6K1.9M45.000086.8%
8cisco.com
77.0000
60.8K1.6M40.000070.7%
9nvidia.com
76.0000
51.8K1.3M40.000086.7%
10intel.com
77.0000
43.6K1.1M44.000075.5%
11dell.com
74.0000
38K866.4K39.000079.7%
12siemens.com
72.0000
32.8K801.2K37.000069.2%
13lenovo.com
72.0000
30.8K691K37.000098.0%
14redhat.com
78.0000
28.7K800.5K44.000060.3%
15asus.com
70.0000
27.5K550K36.000077.2%
16amd.com
75.0000
26.8K594.6K38.000075.8%
17vmware.com
74.0000
25.5K643.6K39.000074.4%
18digitalocean.com
76.0000
22K549.6K38.000074.3%
19hpe.com
73.0000
16K389K36.000080.9%
20fujitsu.com
70.0000
16K408.5K38.000060.0%
21azure.com
76.0000
14.1K382.7K39.000058.8%
22volvocars.com
66.0000
10.8K260.6K36.000051.0%
23gigabyte.com
65.0000
5.7K126.8K28.000091.2%
24vultr.com
67.0000
5.2K104.7K36.000073.2%
25netapp.com
71.0000
5.2K166.1K36.000059.5%

Media Rendering Head Persona segment

49 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 infrastructure for a media, gaming, visual effects, or digital content organization, and I look at GPU and AI infrastructure vendors through the combined needs of rendering, simulation, generative AI, and artist productivity.
My workloads are often bursty and deadline-driven, so I need high GPU density, fast storage, strong networking, and predictable performance during crunch periods when teams cannot afford delays.
I want vendors that understand hybrid workflows across on-prem, colocation, and cloud, and that can support both traditional graphics-heavy pipelines and newer AI-assisted content creation.
Signal correlations — Media Rendering Head

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+0.62238.7%42Dominant
Search Engine Appearances+0.51126.1%42Dominant
Backlink Count+0.3109.6%45Dominant
Avg Search Engine RankLower rank = better+0.3019%42Dominant
PageRank+0.2747.5%45Strong
HC+0.2164.7%45Strong
Common Crawl+0.1402%47Confirmed
Reddit Posts+0.0960.9%36Emerging
Homepage Keywords+0.0500.2%43Baseline
Reddit Comments+0.0400.2%36Baseline
Wikidata+0.0180%16Baseline
Top LLM-recommended domains — Media Rendering Head

How often AI recommended each domain when answering Media Rendering Head queries within GPU / AI infrastructure vendors. Each persona has 25 query runs — count is raw appearances, percentage is out of those runs.

Compare with the industry-wide charts above to see which domains over- or under-index for this specific audience segment.

Domain signals matrix — Media Rendering Head

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
coreweave.com92.0%1541528541132
GPU / AI infrastructure vendors
lambda.ai92.0%2076013068
GPU / AI infrastructure vendors,
Server hardware for enterprises
supermicro.com80.0%1453107131176
GPU / AI infrastructure vendors,
Server hardware for enterprises
pugetsystems.com72.0%25117966
GPU / AI infrastructure vendors
lenovo.com72.0%6202991.3K46589156
GPU / AI infrastructure vendors,
Server hardware for enterprises
vastdata.com64.0%1652191959
GPU / AI infrastructure vendors
nvidia.com60.0%78716337872482261
Enterprise AI platforms,
GPU / AI infrastructure vendors,
Server hardware for enterprises
hpe.com60.0%17.8K2146721196
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Managed network services,
Server hardware for enterprises
dell.com52.0%8164684451.2K12348
Cloud infrastructure services,
GPU / AI infrastructure vendors,
Server hardware for enterprises
vultr.com36.0%162233217180
Cloud infrastructure services,
Colocation interconnection services,
Data center colocation,
GPU / AI infrastructure vendors
thinkmate.com28.0%165396
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
crusoe.ai20.0%7635176
GPU / AI infrastructure vendors,
Server hardware for enterprises
aws.amazon.com20.0%120.2K2.2K5.9K5.5K43340
Cloud infrastructure services,
Customer support / contact center software,
Data analytics / BI software,
Data-warehouse / lakehouse platforms,
Enterprise AI platforms,
Enterprise search & knowledge copilots,
GPU / AI infrastructure vendors
liquidweb.com16.0%702233128
GPU / AI infrastructure vendors,
Server hardware for enterprises
azure.microsoft.com16.0%41.3K5871.5K2K233228
Cloud infrastructure services,
Data-warehouse / lakehouse platforms,
Enterprise AI platforms,
GPU / AI infrastructure vendors
scan.co.uk16.0%36588248166102
GPU / AI infrastructure vendors
voltagepark.com12.0%16948
GPU / AI infrastructure vendors
hivelocity.net12.0%245144
Colocation interconnection services,
Data center colocation,
GPU / AI infrastructure vendors
penguinsolutions.com12.0%251156
GPU / AI infrastructure vendors,
Server hardware for enterprises
equinix.com12.0%2.3K81128
B2B marketing data providers,
Cloud infrastructure services,
Colocation interconnection services,
Commercial solar / energy services,
Data center colocation,
GPU / AI infrastructure vendors,
Managed legal services,
Managed network services
amd.com12.0%2467927575381148
GPU / AI infrastructure vendors,
Server hardware for enterprises
acecloudhosting.com12.0%12726124
GPU / AI infrastructure vendors
exostellar.io8.0%134
GPU / AI infrastructure vendors
google.com8.0%189.3K19K7.8K13.6K221
Airlines,
Budget hotel chains,
Cloud infrastructure services,
Commercial solar / energy services,
Cosmetic dentistry,
Data analytics / BI software,
Data-warehouse / lakehouse platforms,
Enterprise AI platforms,
Enterprise search & knowledge copilots,
GPU / AI infrastructure vendors,
Home services (plumbing, HVAC, remodeling),
Hotels & resorts,
Martech / CDP / attribution software,
Med spas & aesthetic clinics,
Online travel agencies,
Roofing services,
Wireless carriers
Top search engine domains — Media Rendering Head

Domains in Google search results for Media Rendering Head queries within GPU / AI infrastructure vendors. Counts reflect only the Google search results for keywords mapped to this persona — filtered to domains that appear in this industry.

Note: the number of results naturally varies by persona because different query intents return different domains. A persona with fewer results here is not a data gap — it reflects that those specific queries surface a narrower or different set of sites.

Top backlink domains — Media Rendering Head

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
1google.com
100.0000
16.9M154.5M97.000061.7%
2microsoft.com
90.0000
1.3M19.5M51.000078.3%
3amazon.com
88.0000
1.1M16.4M49.000066.5%
4ovhcloud.com
86.0000
162K397.3K36.000060.8%
5ibm.com
83.0000
125K3.1M44.000075.5%
6samsung.com
80.0000
79.9K1.7M42.000046.4%
7oracle.com
85.0000
75.6K1.9M45.000086.8%
8cisco.com
77.0000
60.8K1.6M40.000070.7%
9nvidia.com
76.0000
51.8K1.3M40.000086.7%
10intel.com
77.0000
43.6K1.1M44.000075.5%
11dell.com
74.0000
38K866.4K39.000079.7%
12siemens.com
72.0000
32.8K801.2K37.000069.2%
13lenovo.com
72.0000
30.8K691K37.000098.0%
14redhat.com
78.0000
28.7K800.5K44.000060.3%
15asus.com
70.0000
27.5K550K36.000077.2%
16amd.com
75.0000
26.8K594.6K38.000075.8%
17vmware.com
74.0000
25.5K643.6K39.000074.4%
18digitalocean.com
76.0000
22K549.6K38.000074.3%
19hpe.com
73.0000
16K389K36.000080.9%
20fujitsu.com
70.0000
16K408.5K38.000060.0%
21azure.com
76.0000
14.1K382.7K39.000058.8%
22volvocars.com
66.0000
10.8K260.6K36.000051.0%
23gigabyte.com
65.0000
5.7K126.8K28.000091.2%
24vultr.com
67.0000
5.2K104.7K36.000073.2%
25netapp.com
71.0000
5.2K166.1K36.000059.5%