AI visibility / Dev Infra
How AI describes hosting & deployment platforms
Vercel, Netlify, Render, Railway, Fly.io — the platforms behind the modern web stack. Here's how AI search positions each one when developers ask which to pick.
Brands tracked
5
in this category
Total mentions
75
across AI search surfaces
Avg. sentiment
+0.79
positive overall
Mention leader: Vercel with 25 mentions across AI search surfaces.
Brands in this category
All 5 dev infra tools we cover
Vercel
vercel.com
25
Mentions
+0.74
Sentiment
Frontend cloud platform — Next.js, edge, preview deployments.
Render
render.com
25
Mentions
+0.99
Sentiment
Cloud hosting platform — services, databases, jobs.
Fly.io
fly.io
25
Mentions
+0.64
Sentiment
Run full-stack apps close to users on a global edge network.
Netlify
netlify.com
0
Absent from AI search
Web platform for Jamstack — static hosting, functions, edge.
Railway
railway.app
0
Absent from AI search
Cloud platform for shipping apps without DevOps overhead.
Related categories
Adjacent tool categories worth checking
Product Analytics
Mixpanel, Amplitude, PostHog, June, Heap — buyers compare them constantly; the AI search view of who's best is more nuanced than the raw SERP suggests.
Email Infrastructure
Resend, Postmark, Mailgun, SendGrid, Loops — the choice every dev team makes once and rarely revisits, until deliverability tanks.
Want this view of your brand?
Free check, no credit card. The data engine that powers this category page works on any domain.
Run my visibility check