Category · AI Citation Index
Cloud Infrastructure
Google Cloud leads at 56.5% shortlist rate; Kubernetes and Azure round out top three. Cloudflare rising +12, Azure falling -16.
460 discovery queries · 380 head-to-heads · refreshed Sep 4, 2026
Discovery stage
The shortlist
Across 460 buyer-style "Cloud Infrastructure" queries
Google Cloud dominates with 56.5% shortlist rate across 460 prompts, appearing in 260 queries and earning 762 mentions. Azure Cloud Services follows at 51.1%, while Kubernetes (americancloud.com) takes third at 50.9% despite a score of only 10. Terraform and hashicorp.com combine for 312 appearances, signaling infrastructure-as-code tooling saturates AI recommendations alongside hyperscale platforms.
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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 ServicesAmazon Web ServicesEvaluation stage
Head-to-head
How often AI cites each brand across uniform category evaluation prompts · median 3/100
Google Cloud scores 57 average in head-to-head comparisons across 55 queries, edging Kubernetes at 55. Terraform ranks third at 46, while Microsoft trails at 44. The evaluation median of 3 reveals a long tail of 93 brands with minimal competitive traction, concentrating buyer consideration in the top five names.
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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.
Trends
Over the last 12 months
Monthly scores swing wildly—65 in March 2026 (n=7), dropping to 41 in May (n=52), rebounding to 66 in July (n=3)—indicating sample-size volatility rather than genuine movement. Cloudflare climbs +12 points, Azure Cloud Services drops -16. Trend data spans seven months but small sample sizes limit reliability.
Brands to know
In this category
CoreWeave
Scores 87—highest in the category—but absent from shortlist top-10, signaling niche strength in GPU-heavy workloads that AI models flag in specialized prompts. Watch for enterprise crossover if LLM training demand bleeds into general infra queries.
Read brand profile →Google Cloud
Combines 56.5% shortlist rate with 57 evaluation score and 80 overall. Four-model consensus across 762 mentions cements GCP as the default alternative when buyers ask for multi-cloud or non-AWS options.
Read brand profile →Cloudflare
Scores 78 and rising +12 points, appearing in 21.7% of prompts. Edge compute and CDN positioning differentiates from hyperscalers; AI models invoke Cloudflare when latency or DDoS mitigation surfaces in requirements.
Read brand profile →Oracle Cloud Infrastructure Compute
Scores 66 with 24.1% shortlist rate despite Oracle's legacy enterprise footprint. Evaluation data shows 32 average across 31 queries, suggesting AI cites OCI for database-adjacent workloads but rarely recommends it outright.
Read brand profile →Netlify
Scores 72 but missing from shortlist top-10, indicating concentrated mentions in JAMstack or frontend-infra prompts. Specialized visibility—high score, low breadth—mirrors developer-tool citation patterns.
Read brand profile →Citation sources
Where AI pulls citations from
1000 citations captured across Cloud Infrastructure prompt runs.
Vendor pages
285Product, help, and marketing pages from tracked vendors
Independent sources
180Reviews, encyclopedias, forums, press — not vendor-owned
Buyer questions
What AI cites for top Cloud Infrastructure questions
Most-cited prompts across the buyer journey. Click any prompt to see the actual URLs AI engines link to.
Discovery
Buyers exploring the category- 10 Best Infrastructure Monitoring Tools in 2025kloudfuse.com
Evaluation
Buyers comparing options- Multi-Cloud Strategies for 2025: Architect Smarter, Run Anywhereitconvergence.com
Trust
Buyers checking credibilityConversion
Buyers ready to buy- The True Cost of Cloud Computing: 2025 Pricing Breakdownorientsoftware.com
Drill down
Subcategories
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