Subcategory · AI Citation Index
Serverless & Edge
The serverless and edge computing category remains highly competitive with no clear winner, as evidenced by Cloudflare and Vercel's modest 44% and 42% shortlist rates despite leading the pack. All top eight platforms achieve perfect model diversity (4/4), indicating evaluators consistently consider multiple options rather than converging on standard choices. The 42 consensus brands against only 12 evaluation brands suggests the category suffers from definitional sprawl, mixing pure edge networks, deployment platforms, and legacy PaaS solutions without clear boundaries.
183 discovery queries · 230 head-to-heads · refreshed Jul 13, 2026
Discovery stage
The shortlist
Across 183 buyer-style "Serverless & Edge" queries
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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.
AWS FargateAWS BatchEvaluation stage
Head-to-head
How often AI cites each brand across uniform category evaluation prompts · median 3/100
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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.
Brands to know
In this category
Cloudflare
Leads at 44% shortlist rate, likely benefiting from dual identity as both CDN/security layer and edge compute platform.
Read brand profile →Vercel
Near-tied at 42%, representing the frontend-focused deployment paradigm with tight framework integration (Next.js).
Read brand profile →Fly.io
Reaches 25% despite being younger, suggesting strong developer mindshare for its global application distribution model.
Read brand profile →Citation sources
Where AI pulls citations from
832 citations captured across Serverless & Edge prompt runs.
Vendor pages
175Product, help, and marketing pages from tracked vendors
Independent sources
254Reviews, encyclopedias, forums, press — not vendor-owned
Buyer questions
What AI cites for top Serverless & Edge 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- The Basics of Serverless User Authentication - Cloud Native Nowcloudnativenow.com
Evaluation
Buyers comparing optionsWant to know if AI cites your brand for Serverless & Edge?
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