Subcategory · AI Citation Index

GPU Cloud

CoreWeave leads GPU cloud at 84% shortlist rate; specialized providers dominate hyperscalers in AI-first workload recommendations.

50 discovery queries · 23 head-to-heads · refreshed May 4, 2026

Discovery stage

The shortlist

Across 50 buyer-style "GPU Cloud" queries

CoreWeave appears in 42 of 50 prompts (84% shortlist rate), followed by RunPod at 68% and Vast.ai at 62%. Lambda Labs holds fourth at 40%, while hyperscaler entries Oracle and Microsoft trail at 36% and 22% respectively. Seven brands achieve consensus-level presence across the prompt set.

0%12%25%37%49%Coverage — share of discovery prompts where the brand surfaces16%32%47%62%78%Engine diversity

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X = coverage across discovery prompts · Y = engine diversity · Bubble size = total mentions
Tracked acrossChatGPT,Gemini,Claude

Evaluation stage

Head-to-head

How brands fare on comparison queries · category median 55/100

Azure Machine Learning scores 76 in head-to-head evaluations across 10 comparison queries. Oracle averages 49 points across 9 queries, while AWS Batch registers 55 across 4 comparisons. The evaluation dataset skews toward hyperscaler brands despite specialized providers dominating shortlist frequency.

0255075100Evaluation score — head-to-head win rate (0–100)035810Head-to-head queriesmedian win ratemedian exposureAzure Machine Learning 76/100 · 10 head-to-head queriesAWS Batch 55/100 · 4 head-to-head queriesOracle 49/100 · 9 head-to-head queries

Hover a logo to see brand details · click to open the brand page

X = head-to-head win rate · Y = number of head-to-head queries · Bubble size = head-to-head exposure
Median win rate 55/100

Each brand's evaluation score averages how AI responds to head-to-head comparison queries that mention them. Above-median brands win their comparisons more often than they lose; bubble size reflects how many head-to-heads they appear in.

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