# State of AI Search: App hosting - October 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 73% visibility.

- **Published:** October 8, 2026
- **Assistants:** ChatGPT, Claude, Gemini, Perplexity, and Google's AI Overview
- **Coverage:** 20 prompts, 818 answers, 15 tracked brands, 604 cited domains
- **Data:** [data.csv](https://www.usenotra.com/state-of-ai-search/app-hosting/2026-10/data.csv?ntr=hvVig5PCmMH3Z8jO)

## Key findings

- Render leads with 73% visibility, 12 points ahead of Railway.
- Render is also named first most often, in 25% of answers on average across the assistants.
- Gemini names 8.3 tracked brands per answer, Perplexity only 3.1.
- The assistants agree on the brand to name first for 40% of prompts.
- Google showed an AI Overview for 100% 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) | **73%** | 25% | 79% | 87% | 90% | 65% | 44% | 34% |
| 2 | [Railway](https://railway.com) | **61%** | 9% | 62% | 86% | 79% | 46% | 33% | 29% |
| 3 | [Vercel](https://vercel.com) | **56%** | 25% | 51% | 70% | 72% | 40% | 50% | 16% |
| 4 | [Fly.io](https://fly.io) | **53%** | 4% | 37% | 76% | 70% | 43% | 39% | 20% |
| 5 | [AWS](https://aws.amazon.com) | **50%** | 7% | 53% | 57% | 74% | 16% | 50% | 10% |
| 6 | [Google Cloud](https://cloud.google.com) | **43%** | 7% | 50% | 48% | 64% | 18% | 39% | 10% |
| 7 | [Heroku](https://heroku.com) | **42%** | 5% | 25% | 60% | 77% | 17% | 33% | 4% |
| 8 | [DigitalOcean](https://digitalocean.com) | **37%** | 4% | 23% | 54% | 62% | 6% | 39% | 14% |
| 9 | [Cloudflare](https://cloudflare.com) | **35%** | 5% | 42% | 42% | 51% | 20% | 22% | 12% |
| 10 | [Hetzner](https://hetzner.com) | **29%** | 4% | 6% | 53% | 62% | 5% | 22% | 2% |
| 11 | [Netlify](https://netlify.com) | **29%** | 0% | 17% | 49% | 42% | 14% | 22% | 7% |
| 12 | [Coolify](https://coolify.io) | **27%** | 5% | 10% | 49% | 61% | 6% | 11% | 5% |
| 13 | [Azure](https://azure.microsoft.com) | **21%** | 0% | 26% | 32% | 21% | 12% | 17% | 1% |
| 14 | [Northflank](https://northflank.com) | **7%** | 0% | 1% | 25% | 2% | 0% | 6% | 12% |
| 15 | [Firebase](https://firebase.google.com) | **3%** | 0% | 0% | 9% | 2% | 0% | 6% | 0% |

## By assistant

| Assistant | Model | Answers | Brands per answer | Sources per answer |
| --- | --- | ---: | ---: | ---: |
| ChatGPT | `openai/gpt-5.6-sol` | 200 | 4.8 | 17 |
| Claude | `anthropic/claude-opus-5.5` | 200 | 7.9 | 10.1 |
| Gemini | `google/gemini-3.8-flash` | 200 | 8.3 | 4 |
| Perplexity | `perplexity/sonar` | 200 | 3.1 | 15 |
| AI Overview | `google/ai-overview` | 18 | 4.3 | 6.8 |

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

## What the assistants say

### Render

> Render is the strongest Railway alternative when you need managed PostgreSQL, background workers, cron jobs, private services, Docker support and predictable instance-based infrastructure.
>
> ChatGPT, asked "best app hosting platform for developers"

> Render keeps coming up as the strongest all-around option.
>
> Claude, asked "best platform to host background workers and cron jobs"

> Render: Often considered the default successor to Heroku.
>
> Gemini, asked "best platform to deploy a python api"

### Railway

> Railway -- best for fast MVPs, side projects, and simple full-stack deployments
>
> ChatGPT, asked "render vs railway vs fly.io"

> Railway: For most developers in 2026, Railway offers the best all-around experience for backend and full-stack apps.
>
> Claude, asked "best app hosting platform for developers"

> Railway -- *Best developer experience (DX) & modern UI*
>
> Gemini, asked "best heroku alternative"

### Vercel

> Vercel: easiest and best-supported, but monitor usage-based compute, requests, image optimization, and bandwidth as traffic grows.
>
> ChatGPT, asked "where should i deploy my next.js app"

> Vercel is the go-to platform for Next.js projects but supports other frameworks as well.
>
> Claude, asked "best app hosting platform for developers"

> Vercel, Netlify, and Cloudflare Pages are the three leading platforms for deploying modern frontends, Jamstack sites, and full-stack web applications.
>
> Gemini, asked "vercel vs netlify vs cloudflare pages"

### Fly.io

> Fly.io -- best for global deployment, Docker/VM control, and infrastructure-heavy workloads
>
> ChatGPT, asked "render vs railway vs fly.io"

> Fly.io's own guide calls itself the top pick, so take that with a grain of salt.
>
> Claude, asked "best platform to deploy a python api"

> Fly.io: Best for global distribution and WebSockets.
>
> Gemini, asked "best app hosting platform for developers"

### AWS

> AWS: Best if the rest of your infrastructure is already on AWS, but it generally requires more configuration.
>
> ChatGPT, asked "best platform to deploy a python api"

> AWS, Google Cloud, and Azure are strongest for complex enterprise workloads, while Vercel, Netlify, Render, Railway, Fly.io, and DigitalOcean are often better for speed and simplicity.
>
> Claude, asked "best app hosting platform for developers"

> AWS Lambda / Google Cloud Run *(Best for serverless APIs)*
>
> Gemini, asked "best hosting for a side project with a free tier"

## 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) | **34%** | 73% | 7% | 28% | 48% | 17% | [Pricing \| Render](https://render.com/pricing) |
| 2 | [fly.io](https://fly.io) | **20%** | 30% | 5% | 22% | 37% | 6% | [Best Python Hosting Providers in 2026 (Compared) - Learn](https://fly.io/learn/python-hosting/) |
| 3 | [dev.to](https://dev.to) | **17%** | 0% | 34% | 11% | 20% | 22% | [Render vs Railway vs Fly.io: Pricing Compared (2026) - DEV Community](https://dev.to/pavel-hostim/render-vs-railway-vs-flyio-pricing-compared-2026-2e5p) |
| 4 | [vercel.com](https://vercel.com) | **16%** | 44% | 1% | 6% | 29% | 0% | [Pricing on Vercel](https://vercel.com/docs/pricing) |
| 5 | [docs.railway.com](https://docs.railway.com) | **15%** | 48% | 2% | 1% | 18% | 6% | [Pricing Plans \| Railway Docs](https://docs.railway.com/pricing/plans) |
| 6 | [reddit.com](https://reddit.com) | **13%** | 1% | 0% | 9% | 0% | 56% | [reddit.com](https://www.reddit.com/r/FastAPI/comments/1mw9tg2/what_is_the_bestverified_way_which_you_honestly/) |
| 7 | [digitalocean.com](https://digitalocean.com) | **12%** | 12% | 14% | 12% | 8% | 17% | [digitalocean.com](https://www.digitalocean.com/pricing/app-platform) |
| 8 | [northflank.com](https://northflank.com) | **12%** | 1% | 28% | 9% | 10% | 11% | [7 Best Render alternatives for simple app hosting in 2026](https://northflank.com/blog/render-alternatives) |
| 9 | [blog.railway.com](https://blog.railway.com) | **11%** | 2% | 8% | 11% | 26% | 11% | [The Best Cloud Hosting Platforms in 2026](https://blog.railway.com/p/best-cloud-hosting-platforms-2026) |
| 10 | [developers.cloudflare.com](https://developers.cloudflare.com) | **11%** | 34% | 3% | 2% | 15% | 0% | [Pricing - Cloudflare Workers docs](https://developers.cloudflare.com/workers/platform/pricing/?ref=renewalrecord.com) |

## More reports

- [AI visibility](https://www.usenotra.com/state-of-ai-search/ai-visibility/2026-10?ntr=hvVig5PCmMH3Z8jO): Otterly.AI leads with 70%
- [Auth](https://www.usenotra.com/state-of-ai-search/auth/2026-10?ntr=hvVig5PCmMH3Z8jO): Clerk leads with 73%
- [Changelog](https://www.usenotra.com/state-of-ai-search/changelog/2026-10?ntr=hvVig5PCmMH3Z8jO): Beamer leads with 54%
- [Email API](https://www.usenotra.com/state-of-ai-search/email-api/2026-10?ntr=hvVig5PCmMH3Z8jO): Postmark leads with 84%
- [Postgres](https://www.usenotra.com/state-of-ai-search/postgres/2026-10?ntr=hvVig5PCmMH3Z8jO): Neon leads with 88%

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)