Research Computing Director
AI recommendation signal analysis across 139 domains for the Research Computing Director persona in GPU AI Infrastructure Vendors.
This report tracks how AI models and search engines recommend companies across 100 industries. If you want the same analysis run specifically against your own site and competitors, get in touch.
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See the searches AI runs for itself
When an AI model needs the web to answer, it writes its own search queries. These are those queries, word for word. They show how machines translate buyer questions into searches, so make sure your pages answer the queries the models actually run, not just the ones humans type.
Where the numbers come from
During the LLM runs that used web search, we captured every search query each model issued for this segment's questions. Counts are small by nature: a model typically runs only a handful of these searches per question.
What's on this page
A side-by-side comparison of any two models' queries, and a table of every query with the models that used it.
Compare two models' fanout queries
The exact web searches each model ran while answering Research Computing Director questions. Pick a model for each column. Lists are short by nature: a model issues only a handful of searches per question.
- GPU AI infrastructure vendors higher education research computing HPC NVIDIA DGX SuperPOD Lenovo Dell HPE Supermicro Lambda Penguin Solutions Thinkmate Exxact Eviden academic HPC AI clusters Slurm InfiniBand storage
- university research computing GPU cluster vendor Slurm InfiniBand NVIDIA academic case study Dell HPE Lenovo Supermicro Lambda
- HPCwire AI infrastructure vendors research computing higher education GPU clusters 2026
- site:delltechnologies.com higher education HPC AI GPU research computing
- site:hpe.com research computing HPC AI GPU higher education Slurm NVIDIA
- site:lenovo.com HPC AI research computing GPU university higher education
- site:supermicro.com HPC AI GPU servers research computing
- site:lambda.ai education research GPU cluster higher education HPC
- site:thinkmate.com HPC AI GPU clusters universities research
- site:exxactcorp.com HPC AI GPU cluster research university
- site:markiiisys.com NVIDIA DGX SuperPOD higher education Stanford Marlowe
- nor-tech hpc university
- microway hpc university
- "penguin solutions" hpc university OR research
- "silicon mechanics" hpc university OR research
- top HPC GPU AI infrastructure vendors research academic lab
- hpc systems inc japan hpc
- advanced hpc university
All fanout queries
Every fanout query for this segment, with how many models used it and which ones. Overlap between models means they translated the same buyer question into the same search, a strong signal that ranking for that query matters.
| Query | LLM Count | LLMs |
|---|---|---|
| "penguin solutions" hpc university or research | 1 | Gemini 3.5 Flash |
| "silicon mechanics" hpc university or research | 1 | Gemini 3.5 Flash |
| academic research computing gpu vendor education discount slurm scheduler infiniband | 1 | Claude Sonnet 5 |
| advanced hpc penguin computing university cluster integrator | 1 | Claude Sonnet 5 |
| advanced hpc university | 1 | Gemini 3.5 Flash |
| ai infrastructure for national labs research computing mixed workloads slurm scheduler | 1 | DeepSeek V4 Pro |
| amd nvidia intel gpu accelerators research computing vendors | 1 | Claude Haiku 4.5 |
| best gpu infrastructure vendors academic research computing hpc universities 2024 | 1 | DeepSeek V4 Pro |
| dell emc hpe supermicro gpu systems academic research hpc | 1 | Claude Haiku 4.5 |
| dell hpe lenovo supermicro academic hpc ai infrastructure procurement higher education | 1 | Claude Sonnet 5 |
| gpu ai infrastructure vendors academic research computing | 1 | Claude Haiku 4.5 |
| gpu ai infrastructure vendors higher education research computing hpc nvidia dgx superpod lenovo dell hpe supermicro lambda penguin solutions thinkmate exxact eviden academic hpc ai clusters slurm infiniband storage | 1 | GPT 5.5 |
| gpu cluster vendors for university research computing hpc ai infrastructure | 1 | Claude Sonnet 5 |
| gpu vendor support academic research institutions pricing | 1 | Claude Haiku 4.5 |
| hpc cluster vendors university research scientific computing | 1 | Claude Haiku 4.5 |
| hpc systems inc japan hpc | 1 | Gemini 3.5 Flash |
| hpcwire ai infrastructure vendors research computing higher education gpu clusters 2026 | 1 | GPT 5.5 |
| microway hpc university | 1 | Gemini 3.5 Flash |
| nor-tech hpc university | 1 | Gemini 3.5 Flash |
| site:delltechnologies.com higher education hpc ai gpu research computing | 1 | GPT 5.5 |
| site:exxactcorp.com hpc ai gpu cluster research university | 1 | GPT 5.5 |
| site:hpe.com research computing hpc ai gpu higher education slurm nvidia | 1 | GPT 5.5 |
| site:lambda.ai education research gpu cluster higher education hpc | 1 | GPT 5.5 |
| site:lenovo.com hpc ai research computing gpu university higher education | 1 | GPT 5.5 |
| site:markiiisys.com nvidia dgx superpod higher education stanford marlowe | 1 | GPT 5.5 |
| site:supermicro.com hpc ai gpu servers research computing | 1 | GPT 5.5 |
| site:thinkmate.com hpc ai gpu clusters universities research | 1 | GPT 5.5 |
| top gpu cluster vendors higher education scientific computing grant funding | 1 | DeepSeek V4 Pro |
| top hpc gpu ai infrastructure vendors research academic lab | 1 | Gemini 3.5 Flash |
| university research computing gpu cluster vendor slurm infiniband nvidia academic case study dell hpe lenovo supermicro lambda | 1 | GPT 5.5 |