Subcategory · AI Citation Index
GPU Cloud
GPU cloud is a duopoly with two consensus picks. Lambda and CoreWeave surface in more than half of buyer queries across ChatGPT, Claude, Gemini, and Perplexity—Lambda at 54%, CoreWeave at 51%—and both win more head-to-head comparisons than they lose. RunPod and Vast.ai hold the second tier: RunPod shows up in 44% of discovery prompts but loses most evaluation matchups, while Vast.ai captures 42% of discovery share and wins roughly half its comparisons. Oracle and Azure Machine Learning appear in a quarter of queries but rarely win when pitted against the specialists. This is a contested category—two brands trade the top slot by fractions, a handful of specialists split the next tier, and hyperscalers get cited but rarely picked.
178 discovery queries · 277 head-to-heads · refreshed Aug 16, 2026
Discovery stage
The shortlist
Across 178 buyer-style "GPU Cloud" queries
Lambda and CoreWeave each surface across all four engines in more than half of buyer queries about GPU cloud infrastructure—Lambda at 54%, CoreWeave at 51%. RunPod and Vast.ai hold consistent visibility just behind them, both appearing on every engine and in 44% and 42% of discovery prompts respectively. Oracle and Azure Machine Learning show up in roughly a quarter of queries across all four engines, while Nebius, Crusoe Cloud, and Hyperstack capture between 15% and 18% each.
Hover or click a logo to see brand details
Get weekly AI visibility changes for GPU Cloud sent to your inbox.
Score shifts, new entrants, citation gaps — every Monday.
Signal by intent
By topic
Top 5 most-cited brands per intent cluster. Brands with zero citations in a topic are not shown.
Amazon Web Services
AWS BatchEvaluation stage
Head-to-head
How often AI cites each brand across uniform category evaluation prompts · median 4/100
Lambda wins more head-to-head comparisons than it loses, scoring 66 across 48 matchups. CoreWeave sits just behind at 64 across 47 comparisons. RunPod and Vast.ai lose more often than they win—RunPod scores 48 across 35 head-to-heads, Vast.ai scores 45 across 33. Oracle and Azure Machine Learning rarely win when buyers ask AI to compare them directly against the specialists—Oracle scores 27, Azure 22.
Hover or click a logo to see brand details
Each brand's score is the share of category evaluation prompts where AI cited them across all four engines — the same prompt pool for every brand. Brands above the median citation rate have stronger presence in evaluation-stage queries.
Brands to know
In this category
CoreWeave
Consensus pickKubernetes-native GPU cloud for AI training
Read brand profile →Lambda
Consensus pickPre-configured GPU instances for deep learning
Read brand profile →RunPod
Consensus pickSpot-market GPU rentals for ML workloads
Read brand profile →Vast.ai
Peer-to-peer marketplace for cheap GPU compute
Read brand profile →Crusoe Cloud
Carbon-negative GPU cloud powered by flared gas
Read brand profile →Citation sources
Where AI pulls citations from
1000 citations captured across GPU Cloud prompt runs.
Vendor pages
376Product, help, and marketing pages from tracked vendors
Independent sources
355Reviews, encyclopedias, forums, press — not vendor-owned
Buyer questions
What AI cites for top GPU Cloud questions
Buyers ask AI for GPU cloud options by pricing model and use case—phrasings like 'GPU cloud with reserved instance pricing', 'how can startups leverage GPU cloud for product development', 'software to facilitate collaborative machine learning projects remotely'. A roughly equal volume digs into head-to-head comparisons and task-specific fit: 'CoreWeave vs Lambda Labs for AI training', 'what kind of GPU cloud software do I need for rendering tasks', 'TensorDock vs RunPod for cheap GPU access'. The questions stay anchored to workload type and cost structure.
Discovery
Buyers exploring the category- Top Virtual Reality Software in 2025slashdot.org
- Top Virtual Reality Software 2025 - Euphoria XReuphoriaxr.com
- Top VR and AR Development Companies to Watch in 2025brainvire.com
- Top 11 VR development companies in 2025 | Mynd Immersivemyndimmersive.com
Evaluation
Buyers comparing optionsWant to know if AI cites your brand for GPU Cloud?
Free audit. ChatGPT, Perplexity, Gemini, Claude.
Run an audit →