Best cloud platforms for startups (worth paying for?)

We asked 10 models: Which cloud hosting platforms are actually worth paying for as a startup? Each named its own top 10.

Asked 4 ways: List request · Buyer asking for advice · Search query · Worth paying for?. Share of voice pools every wording.

Agreement between models
61%
Same model, run twice
74%
Different picks
18

When agreement between models is well below a model's agreement with itself, the split reflects real differences in taste rather than randomness.

The consensus

Each cell is the position that model gave the pick; blank means it left the pick off. Click a row for each model's reasoning.

#PickScoreListed byClaude Haiku 5.5GPT-6 LunaGemini 4 ArgonQwen 3.8 FlashDeepSeek V4 ProGLM-5.3Kimi K3MiniMax M3Mistral Large 4Nemotron 3 Ultra

3 lower-scoring picks are not shown; every ballot below lists them in full.

Most divisive

Picks most models listed, at very different positions

Hot takes

Picks that appear on only one ballot

Every ballot

Hover a pick to find it on the other ballots. Marked picks appear on no other ballot.

Claude Haiku 5.5

  1. AWS
  2. Google Cloud
  3. Azure
  4. Vercel
  5. Heroku
  6. Cloudflare
  7. Render
  8. DigitalOcean
  9. Fly.io
  10. Netlify

72% with consensus · 93% self-consistent

GPT-6 Luna

  1. AWS
  2. Google Cloud
  3. Azure
  4. Cloudflare
  5. Vercel
  6. DigitalOcean
  7. Render
  8. Fly.io
  9. Hetzner
  10. Railway

70% with consensus · 95% self-consistent

Gemini 4 Argon

  1. Render
  2. Vercel
  3. Railway
  4. Fly.io
  5. DigitalOcean
  6. AWS
  7. Google Cloud
  8. Hetzner
  9. Cloudflare Workers
  10. Supabase

53% with consensus · 80% self-consistent

Qwen 3.8 Flash

  1. Render
  2. AWS
  3. Fly.io
  4. Google Cloud
  5. Vercel
  6. Railway
  7. Heroku
  8. Supabase
  9. DigitalOcean
  10. AWS App Runner

59% with consensus · 47% self-consistent

DeepSeek V4 Pro

  1. AWS
  2. Vercel
  3. Railway
  4. Cloudflare
  5. Fly.io
  6. DigitalOcean
  7. Supabase
  8. Hetzner
  9. Render
  10. PlanetScale

74% with consensus · 86% self-consistent

GLM-5.3

  1. AWS
  2. Vercel
  3. Google Cloud
  4. Fly.io
  5. Render
  6. Azure
  7. Railway
  8. Heroku
  9. DigitalOcean
  10. Cloudflare

92% with consensus · 63% self-consistent

Kimi K3

  1. AWS
  2. Vercel
  3. Google Cloud
  4. Railway
  5. Render
  6. Fly.io
  7. Azure
  8. DigitalOcean
  9. Hetzner
  10. Supabase

95% with consensus · 56% self-consistent

MiniMax M3

  1. AWS
  2. Google Cloud
  3. Vercel
  4. Render
  5. Azure
  6. Fly.io
  7. DigitalOcean
  8. Railway
  9. Cloudflare Workers
  10. Supabase

87% with consensus · 88% self-consistent

Mistral Large 4

  1. AWS
  2. Google Cloud
  3. Vercel
  4. Azure
  5. Render
  6. Railway
  7. DigitalOcean
  8. Heroku
  9. Netlify
  10. Cloudflare

83% with consensus · 89% self-consistent

Nemotron 3 Ultra

  1. Vercel
  2. AWS
  3. Railway
  4. Google Cloud
  5. Azure
  6. Render
  7. DigitalOcean
  8. Fly.io
  9. DigitalOcean App Platform
  10. AWS Amplify

71% with consensus · 43% self-consistent

Who agrees with whom

Overlap between two models' lists, weighted toward the top · 100 means identical · Color runs from 25 (lightest) to 91 (darkest)

Claude Haiku 5.5GPT-6 LunaGemini 4 ArgonQwen 3.8 FlashDeepSeek V4 ProGLM-5.3Kimi K3MiniMax M3Mistral Large 4Nemotron 3 Ultra
Claude Haiku 5.5902547567470818654
GPT-6 Luna902845637070818254
Gemini 4 Argon252868565155453854
Qwen 3.8 Flash474568456156565351
DeepSeek V4 Pro566356457177636063
GLM-5.3747051617191848368
Kimi K3707055567791848174
MiniMax M3818145566384849064
Mistral Large 4868238536083819065
Nemotron 3 Ultra545454516368746465