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Subcategory · AI Citation Index

Serverless & Edge

The serverless and edge computing landscape splits between hyperscale cloud providers (Google Cloud at 54% shortlist rate) offering foundational infrastructure and specialized platforms (Vercel 42%, Netlify 34%) optimizing developer experience. Cloudflare's 44% shortlist rate with high model diversity signals its unique position bridging CDN, edge compute, and serverless functions. The presence of Redis (31%) and newer entrants like Render (27%) and Fly.io (25%) indicates demand spans both stateful edge data solutions and full-stack deployment alternatives to traditional cloud.

183 discovery queries · 254 head-to-heads · refreshed Oct 22, 2026

Discovery stage

The shortlist

Across 183 buyer-style "Serverless & Edge" queries

7%20%33%46%60%Coverage — share of discovery prompts where the brand surfaces45%57%69%81%93%Engine diversity

Hover or click a logo to see brand details

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

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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.

1Vercel
8/8
2Netlify
8/8
3Cloudflare
7/8
4Google Cloud
6/8
5Render
6/8
1Vercel
8/8
2Redis
8/8
3Google Cloud
8/8
4Render
7/8
5Heroku
7/8
1Cloudflare
7/7
2Vercel
7/7
3Akamai
6/7
4Netlify
6/7
5Google Cloud
6/7
1Redis
5/5
2Google Cloud
5/5
3Azure Cosmos DB
4/5
4Google Cloud Firestore
4/5
5Azure Blob Storage
3/5
1Cloudflare
4/4
2Vercel
4/4
3Google Cloud
3/4
4Render
3/4
5Heroku
3/4
1Google Cloud
4/4
2Vercel
3/4
3Netlify
3/4
4Render
2/4
5Railway
2/4
1Google Cloud
4/4
2Redis
3/4
3AWS Fargate
3/4
4AWS Batch
3/4
5Render
2/4
1Google Cloud Functions
3/3
2Vercel
3/3
3Netlify
3/3
4Google Cloud
3/3
5Cloudflare
3/3
≥50% cited
25–49%
<25%
Topics are discovery-stage prompt clusters · serverless-edge

Evaluation stage

Head-to-head

How often AI cites each brand across uniform category evaluation prompts · median 3/100

0255075100Evaluation citation rate — % of category evaluation prompts citing this brand010192938Evaluation prompts cited inmedian citation ratemedian exposure

Hover or click a logo to see brand details

X = evaluation citation rate · Y = evaluation prompts cited in · Bubble size = citation exposure
Median citation rate 3/100

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.

Citation sources

Where AI pulls citations from

832 citations captured across Serverless & Edge prompt runs.

Vendor pages

175

Product, help, and marketing pages from tracked vendors

Independent sources

258

Reviews, 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

Evaluation

Buyers comparing options

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