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Developers ask AI: Where should I host my web app with managed hosting?

Representative prompt — one of many ways developers ask this question

Vercel, Netlify, and Cloudflare Pages hold the top three spots, unchanged from last month.

The biggest mover is Heroku, jumping 3 spots from #16 to #13.

Updated October 2026 Compared to September 2026

Rank Ordered by prominence across all models, compared to September 2026. Product Company or product name that appeared in model responses for this category. Prominence Prominence (1–100) weights how often a product is ranked ahead of others. Hover a score for average position and visibility. Models Per-model prominence. Ring fill shows each model's prominence score. Hover a dot for prominence, average position, and visibility.
1 — 100
Gemini OpenAI Claude
2 — 90
Gemini OpenAI Claude
3 —
Cloudflare
85
Gemini OpenAI Claude
4 —
Amazon
80
Gemini OpenAI Claude
5 —
Google
73
Gemini OpenAI Claude
6 —
Microsoft Azure
73
Gemini OpenAI Claude
7 — 63
Gemini OpenAI Claude
8 — 59
Gemini OpenAI Claude
9 ▲1 43
Gemini OpenAI Claude
10 ▲1 39
Gemini OpenAI Claude
ALSO RANKED
11 ▼2
Deno Land
34
Gemini OpenAI Claude
12 —
Google Cloud
24
Gemini OpenAI Claude
13 ▲3
Salesforce
22
Gemini OpenAI Claude

Also tracked

Firebase Hosting, Supabase

These products appeared in at least one model response but did not meet the threshold to rank. This is not a comprehensive list. Many factors influence whether a product appears in AI-generated results. Rankings reflect AI model behavior at time of testing. Appearance or absence does not constitute an endorsement or evaluation by LLM Rank.

These rankings reflect a snapshot from October 2026 compared to September 2026. Model updates between snapshots: OpenAI (GPT-5.6 → GPT-6.1); Anthropic (Claude Opus 5 → Claude Opus 5.5). See the full changelog →

Top 10 over time

October 2026

How standings changed across April 2026 → May 2026 → June 2026 → July 2026 → August 2026 → September 2026 → October 2026. Hover a point or product name for details.

Dashed lines = months outside the top 10.

The top Managed Hosting tools, according to…

October 2026 · top 5 per model
Gemini
Gemini Gemini 3.1
  1. 1
    Vercel 100
    pos 1.0 · vis 100%
  2. 2
    Netlify 90
    pos 2.0 · vis 100%
  3. 3
    pos 3.0 · vis 100%
  4. 4
    pos 4.5 · vis 100%
  5. 5
    Render 74
    pos 5.8 · vis 90%
OpenAI
OpenAI GPT-6.1
  1. 1
    Vercel 100
    pos 1.0 · vis 100%
  2. 2
    Netlify 90
    pos 2.0 · vis 100%
  3. 3
    pos 3.0 · vis 100%
  4. 4
    pos 4.0 · vis 100%
  5. 5
    pos 5.0 · vis 100%
Claude
Claude Claude Opus 5.5
  1. 1
    Vercel 100
    pos 1.0 · vis 100%
  2. 2
    Netlify 90
    pos 2.0 · vis 100%
  3. 3
    pos 3.0 · vis 100%
  4. 4
    pos 4.0 · vis 100%
  5. 5
    Render 75
    pos 6.3 · vis 100%

Managed Hosting developers also ask about…

What are the best self-hosted app hosting platforms? Representative prompt — one of several specialized views within Managed Hosting

Rankings for a specialized prompt within Managed Hosting.

Updated October 2026

Rank Ordered by prominence across all models. Product Company or product name that appeared in model responses for this category. Prominence Prominence (1–100) weights how often a product is ranked ahead of others. Hover a score for average position and visibility. Models Per-model prominence. Ring fill shows each model's prominence score. Hover a dot for prominence, average position, and visibility.
1
Coolify NR
100
Gemini OpenAI Claude
2
Dokku NR
86
Gemini OpenAI Claude
3 84
Gemini OpenAI Claude
4
Dokploy NR
78
Gemini OpenAI Claude
5 76
Gemini OpenAI Claude
6 73
Gemini OpenAI Claude
7 72
Gemini OpenAI Claude
8 71
Gemini OpenAI Claude
9
CasaOS NR
IceWhale
59
Gemini OpenAI Claude
10
Umbrel NR
58
Gemini OpenAI Claude

Full report & dataset

Need to work with this data?

Complete per-model results and every individual model run in a spreadsheet, a PDF for citing with a written read on what moved.

In the October 2026 export

  • 40 ranked products
  • 3 models ranked in full
  • 90 runs, with verbatim replies
  • 2 prompt variants scored

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