# State of AI Search: App hosting - November 2026

> We asked ChatGPT, Claude, Gemini, Perplexity, and Google's AI Overview 20 questions about app hosting platforms and analyzed 818 answers. Render leads with 75% visibility.

- **Published:** November 4, 2026
- **Assistants:** ChatGPT, Claude, Gemini, Perplexity, and Google's AI Overview
- **Coverage:** 20 prompts, 818 answers, 15 tracked brands, 484 cited domains
- **Data:** [data.csv](https://www.usenotra.com/state-of-ai-search/app-hosting/2026-11/data.csv?ntr=zGQEjPdq9mtzbp4I)

## Key findings

- Render leads with 75% visibility, 8 points ahead of Railway.
- Render is also named first most often, in 28% of answers on average across the assistants.
- Claude names 7.6 tracked brands per answer, Perplexity only 3.4.
- The assistants agree on the brand to name first for 35% of prompts.
- Google showed an AI Overview for 90% of the prompts we checked.

## Visibility ranking

Visibility is the share of answers that name the brand. Named first is the share that name it before any other tracked brand, own site cited the share that link to the brand's own domain. All three are averaged across the assistants, so each assistant counts the same however many answers it gave.

| # | Brand | Visibility | Named first | ChatGPT | Claude | Gemini | Perplexity | AI Overview | Own site cited |
| ---: | --- | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: |
| 1 | [Render](https://render.com) | **75%** | 28% | 82% | 85% | 81% | 68% | 61% | 24% |
| 2 | [Railway](https://railway.com) | **67%** | 8% | 76% | 85% | 71% | 48% | 56% | 14% |
| 3 | [Vercel](https://vercel.com) | **58%** | 23% | 57% | 68% | 67% | 43% | 56% | 12% |
| 4 | [Fly.io](https://fly.io) | **49%** | 2% | 47% | 80% | 55% | 34% | 28% | 16% |
| 5 | [AWS](https://aws.amazon.com) | **46%** | 9% | 32% | 60% | 71% | 23% | 44% | 4% |
| 6 | [DigitalOcean](https://digitalocean.com) | **37%** | 5% | 25% | 44% | 63% | 14% | 39% | 8% |
| 7 | [Google Cloud](https://cloud.google.com) | **36%** | 3% | 23% | 52% | 41% | 23% | 44% | 8% |
| 8 | [Netlify](https://netlify.com) | **36%** | 1% | 26% | 45% | 50% | 18% | 44% | 7% |
| 9 | [Cloudflare](https://cloudflare.com) | **34%** | 7% | 39% | 46% | 36% | 22% | 28% | 9% |
| 10 | [Heroku](https://heroku.com) | **34%** | 7% | 19% | 55% | 57% | 13% | 28% | 5% |
| 11 | [Hetzner](https://hetzner.com) | **26%** | 4% | 19% | 40% | 46% | 5% | 22% | 2% |
| 12 | [Coolify](https://coolify.io) | **22%** | 3% | 14% | 47% | 25% | 7% | 17% | 4% |
| 13 | [Azure](https://azure.microsoft.com) | **19%** | 2% | 13% | 33% | 21% | 13% | 17% | 0% |
| 14 | [Northflank](https://northflank.com) | **8%** | 0% | 4% | 24% | 9% | 4% | 0% | 8% |
| 15 | [Firebase](https://firebase.google.com) | **5%** | 0% | 1% | 2% | 3% | 4% | 17% | 1% |

## By assistant

| Assistant | Model | Answers | Brands per answer | Sources per answer |
| --- | --- | ---: | ---: | ---: |
| ChatGPT | ChatGPT app | 200 | 4.8 | 3.6 |
| Claude | `anthropic/claude-opus-5.5` | 200 | 7.6 | 7.1 |
| Gemini | Gemini app | 200 | 6.9 | 7.4 |
| Perplexity | `perplexity/sonar` | 200 | 3.4 | 10.3 |
| AI Overview | Google Search | 18 | 5 | 7 |

ChatGPT, Gemini and Google were read from the consumer apps in the US, so their underlying models are not reported. Claude and Perplexity were asked through their APIs with web search. Earlier editions asked every assistant through its API, so changes from those editions are not like-for-like.

## Prompts

The 20 questions we asked, with the brand named first most often and the others that came up.

| # | Prompt | Named first | Also named |
| ---: | --- | --- | --- |
| 1 | best app hosting platform for developers | **Vercel** | Render, Railway, AWS, Cloudflare, +10 more |
| 2 | where should i deploy my next.js app | **Vercel** | Cloudflare, Railway, Netlify, Render, +10 more |
| 3 | where do i host a full stack app with a database | **Railway** | Render, Vercel, Fly.io, Netlify, +10 more |
| 4 | cheapest way to host a node.js backend | **Render** | Railway, Hetzner, Fly.io, DigitalOcean, +9 more |
| 5 | what's the easiest way to deploy a web app in 2026 | **Vercel** | Render, Netlify, Railway, Cloudflare, +9 more |
| 6 | where should i deploy an app with websockets and long running connections | **Render** | Fly.io, AWS, Railway, Google Cloud, +9 more |
| 7 | best app hosting with predictable monthly pricing | **DigitalOcean** | Render, Heroku, Hetzner, Railway, +9 more |
| 8 | i need to run a web app and background jobs in the same place | **Railway** | Render, Fly.io, Heroku, DigitalOcean, +9 more |
| 9 | best heroku alternative | **Heroku** | Render, Railway, DigitalOcean, Fly.io, +8 more |
| 10 | best platform to host background workers and cron jobs | **Render** | Railway, Fly.io, AWS, Google Cloud, +8 more |
| 11 | best hosting platform with preview deployments for every pull request | **Vercel** | Netlify, Cloudflare, Railway, Render, +8 more |
| 12 | which hosting platform scales best for a growing saas | **AWS** | Render, Google Cloud, Azure, Vercel, +7 more |
| 13 | best managed hosting for a small team without a devops engineer | **Render** | DigitalOcean, Railway, Heroku, Vercel, +7 more |
| 14 | best platform to deploy a python api | **Render** | Railway, Google Cloud, Fly.io, AWS, +6 more |
| 15 | best hosting for a side project with a free tier | **Cloudflare** | Vercel, Render, Netlify, Railway, +6 more |
| 16 | best self-hosted paas | **Coolify** | Heroku, Vercel, Netlify, DigitalOcean, +5 more |
| 17 | how do i deploy a docker container without managing servers | **Google Cloud** | AWS, Azure, Render, Fly.io, +4 more |
| 18 | best european cloud hosting for a startup | **Hetzner** | AWS, Google Cloud, Azure, Coolify, +4 more |
| 19 | render vs railway vs fly.io | **Render** | Railway, Fly.io, Heroku, AWS, +3 more |
| 20 | vercel vs netlify vs cloudflare pages | **Vercel** | Netlify, Cloudflare, AWS |

## What the assistants say

### Render

> Render -- Best for straightforward, predictable production hosting.
>
> ChatGPT, asked "render vs railway vs fly.io"

> Render's article, for example, names Render the winner.
>
> Claude, asked "best app hosting platform for developers"

> Render (Best overall for predictability & ease of use)
>
> Gemini, asked "best heroku alternative"

### Railway

> Railway -- Best for developer experience, quick deployments, and MVPs.
>
> ChatGPT, asked "render vs railway vs fly.io"

> Railway, Render, Fly.io, or a VPS (Hetzner, DigitalOcean with Coolify or Docker): best once the bill matters
>
> Claude, asked "where should i deploy my next.js app"

> Railway *(Best for modern developer experience & fast iteration)*
>
> Gemini, asked "best heroku alternative"

### Vercel

> Vercel is my default recommendation because you can connect GitHub, import your repository, and deploy without manually configuring a server. [1][2][3]
>
> ChatGPT, asked "where should i deploy my next.js app"

> Vercel is the best fit for Next.js, Cloudflare is the cheapest at scale, and Netlify sits in between with simple pricing for teams.
>
> Claude, asked "vercel vs netlify vs cloudflare pages"

> Vercel: Best fit for Next.js and frontend-heavy projects, especially when preview deployments are useful.[7][8]
>
> Perplexity, asked "best app hosting platform for developers"

### Fly.io

> Fly.io -- Best for infrastructure control, Docker workloads, and globally distributed applications.
>
> ChatGPT, asked "render vs railway vs fly.io"

> Fly.io: best for global deployment and fine-grained control
>
> Claude, asked "best platform to host background workers and cron jobs"

> Fly.io *(Best for multi-region & low-latency apps)*
>
> Gemini, asked "best heroku alternative"

### AWS

> AWS (ECS / Lambda / EventBridge) - Best for large-scale production infrastructure and flexibility.
>
> ChatGPT, asked "best platform to host background workers and cron jobs"

> AWS is the default because it has every infrastructure option under one account.
>
> Claude, asked "which hosting platform scales best for a growing saas"

> AWS (Amazon Web Services) / Google Cloud Platform (GCP): Best for large-scale, enterprise-grade applications that require deep customization, microservices, and specialized AI/data pipelines.
>
> AI Overview, asked "best app hosting platform for developers"

## Cited sources

The domains the assistants link to most, by share of answers that cite them at least once, averaged across the assistants.

| # | Domain | Cited in | ChatGPT | Claude | Gemini | Perplexity | AI Overview | Top page |
| ---: | --- | ---: | ---: | ---: | ---: | ---: | ---: | --- |
| 1 | [render.com](https://render.com) | **24%** | 24% | 37% | 10% | 24% | 28% | [Best cloud platforms for coding-agent deploys in 2026: Render vs Vercel vs Railway vs Fly.io](https://render.com/articles/best-cloud-platforms-for-coding-agent-deploys-in-2026-render-vs-vercel-vs-railwa) |
| 2 | [fly.io](https://fly.io) | **15%** | 23% | 13% | 4% | 24% | 11% | [Best Python Hosting Providers in 2026 (Compared) - Learn](https://fly.io/learn/python-hosting/) |
| 3 | [dev.to](https://dev.to) | **13%** | 0% | 8% | 6% | 20% | 33% | [Render vs Railway vs Fly.io: Pricing Compared (2026)](https://dev.to/pavel-hostim/render-vs-railway-vs-flyio-pricing-compared-2026-2e5p) |
| 4 | [vercel.com](https://vercel.com) | **12%** | 23% | 11% | 5% | 11% | 11% | [Best Python hosting in 2026 for FastAPI, Flask, and Django - Vercel](https://vercel.com/i/best-python-hosting) |
| 5 | [reddit.com](https://reddit.com) | **10%** | 0% | 10% | 3% | 0% | 39% | [New Free Tier Limits (confirmed by oracle support) - Reddit](https://www.reddit.com/r/oraclecloud/comments/1u4lzkk/new_free_tier_limits_confirmed_by_oracle_support/) |
| 6 | [temps.sh](https://temps.sh) | **9%** | 2% | 19% | 9% | 12% | 6% | [Render Pricing 2026: Free Tier Sleep, Plans, Compute - Temps](https://temps.sh/blog/render-pricing-2026) |
| 7 | [youtube.com](https://youtube.com) | **9%** | 0% | 1% | 1% | 0% | 44% | [Oracle Gives You a 12GB Server Free Forever. Full Setup](https://www.youtube.com/watch?v=1_RkcTO5jOA) |
| 8 | [northflank.com](https://northflank.com) | **8%** | 2% | 19% | 11% | 10% | 0% | [Top Heroku alternatives in 2026 \| Blog - Northflank](https://northflank.com/blog/top-heroku-alternatives) |
| 9 | [railway.com](https://railway.com) | **8%** | 18% | 3% | 0% | 13% | 6% | [Comparing top PaaS and deployment providers \| Railway](https://railway.com/guides/paas-comparison-guide) |
| 10 | [digitalocean.com](https://digitalocean.com) | **8%** | 10% | 7% | 5% | 5% | 11% | [Top 11 Heroku Alternatives for Cloud Deployment in 2026 \| DigitalOcean](https://www.digitalocean.com/resources/articles/heroku-alternatives) |

## More reports

- [AI visibility](https://www.usenotra.com/state-of-ai-search/ai-visibility/2026-11?ntr=zGQEjPdq9mtzbp4I): Peec AI leads with 60%
- [Auth](https://www.usenotra.com/state-of-ai-search/auth/2026-11?ntr=zGQEjPdq9mtzbp4I): Clerk leads with 71%
- [Changelog](https://www.usenotra.com/state-of-ai-search/changelog/2026-11?ntr=zGQEjPdq9mtzbp4I): Beamer leads with 55%
- [Email API](https://www.usenotra.com/state-of-ai-search/email-api/2026-11?ntr=zGQEjPdq9mtzbp4I): Resend leads with 79%
- [Postgres](https://www.usenotra.com/state-of-ai-search/postgres/2026-11?ntr=zGQEjPdq9mtzbp4I): Neon leads with 82%

All reports: https://www.usenotra.com/state-of-ai-search

## Where do you rank in AI search?

Notra runs these checks daily for your brand and your prompts, then drafts the content that moves the answer.

[Start for free](https://app.usenotra.com/signup)