Best cloud platforms for startups (search query)

We asked 10 models: best cloud platform for startups 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: 84%
Same model, run twice: 87%
Different picks: 17

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.

#	Pick	Listed by	Claude Haiku 5.5	GPT-6 Luna	Gemini 4 Argon	Qwen 3.8 Flash	DeepSeek V4 Pro	GLM-5.3	Kimi K3	MiniMax M3	Mistral Large 4	Nemotron 3 Ultra
1	AWS	10/10	1	1	1	1	1	1	1	1	2	1
Claude Haiku 5.5 (#1) Deepest service catalog, mature startup credits program, and broadest ecosystem for growth. GPT-6 Luna (#1) Broadest service catalog, mature infrastructure, and extensive startup credits and ecosystem. Gemini 4 Argon (#1) Unmatched breadth of services, generous startup credits, and scales to enterprise seamlessly. Qwen 3.8 Flash (#1) Deepest services, massive free credits for startups, unmatched scale. DeepSeek V4 Pro (#1) Most startup credits, widest service catalog, and massive free tier for early-stage scaling. GLM-5.3 (#1) Free credits, unmatched service breadth, and scale room for hypergrowth. Kimi K3 (#1) Broadest service catalog, huge credits programs, unmatched ecosystem for scaling startups. MiniMax M3 (#1) Broadest services, startup credits, market leader Nemotron 3 Ultra (#1) Broadest services, generous free tier, startup credits Mistral Large 4 (#2) Unmatched service breadth, startup credits, and global scale.
2	Google Cloud	10/10	2	2	2	2	2	2	2	2	3	2
Claude Haiku 5.5 (#2) Strong startup credits, excellent data and AI tooling, and clean developer experience. GPT-6 Luna (#2) Excellent data, AI, Kubernetes, and startup credits with a strong developer experience. Gemini 4 Argon (#2) Incredible startup credit program, top-tier AI tools, and industry-leading Kubernetes support. Qwen 3.8 Flash (#2) Strong data/AI tools and generous startup credits at lower friction. DeepSeek V4 Pro (#2) Generous credits, strong Kubernetes and AI/ML tools, and clean developer experience. GLM-5.3 (#2) Generous startup credits, clean UX, and strong AI/data tooling. Kimi K3 (#2) Generous startup credits, excellent data/AI tooling, simple and clean developer experience. MiniMax M3 (#2) Strong data/AI tools, competitive pricing, startup program Nemotron 3 Ultra (#2) Strong AI/ML, Kubernetes leadership, competitive pricing Mistral Large 4 (#3) Superior data analytics, AI tools, and generous startup perks.
3	Azure	10/10	3	3	6	3	3	3	3	3	5	3
Claude Haiku 5.5 (#3) Generous startup offers, strong enterprise integration, and good fit for B2B. GPT-6 Luna (#3) Strong enterprise pathway, broad global infrastructure, and valuable startup support. Qwen 3.8 Flash (#3) Best for B2B startups tied to Microsoft ecosystem and enterprise credibility. DeepSeek V4 Pro (#3) Deep enterprise integrations, solid startup program with credits, and hybrid cloud strength. GLM-5.3 (#3) Great credits program and enterprise credibility if B2B sales matter. Kimi K3 (#3) Strong startup program, seamless GitHub and enterprise integrations, global reach. MiniMax M3 (#3) Enterprise integrations, generous startup credits, hybrid support Nemotron 3 Ultra (#3) Enterprise integration, hybrid strength, dev tools Mistral Large 4 (#5) Best enterprise integrations and strong hybrid cloud support. Gemini 4 Argon (#6) Generous Founders Hub credits, exclusive OpenAI integrations, and strong B2B enterprise credibility.
4	Vercel	10/10	6	5	3	4	5	5	4	4	1	5
Mistral Large 4 (#1) Effortless frontend deployment with excellent developer experience. Gemini 4 Argon (#3) Zero-configuration frontend deployment and serverless functions enable the fastest possible product iteration. Qwen 3.8 Flash (#4) Zero-config frontend hosting loved by startup dev teams. Kimi K3 (#4) Fastest frontend deployment, superb DX, generous free tier for early-stage teams. MiniMax M3 (#4) Best-in-class frontend hosting for Next.js startups GPT-6 Luna (#5) Fastest route to deploy modern web apps with excellent frontend tooling. DeepSeek V4 Pro (#5) Best developer experience for frontend and Next.js, with a generous free hobby tier. GLM-5.3 (#5) Best-in-class frontend deploys; ideal for Next.js and product teams. Nemotron 3 Ultra (#5) Best for frontend, serverless, zero-config deployments Claude Haiku 5.5 (#6) Best-in-class for deploying frontend and serverless apps with minimal ops work.
5	DigitalOcean	10/10	4	4	5	5	4	4	5	6	4	4
Claude Haiku 5.5 (#4) Simple pricing and fast setup make it ideal for small teams and early products. GPT-6 Luna (#4) Simple, predictable infrastructure that suits small teams and straightforward workloads. DeepSeek V4 Pro (#4) Simple pricing, predictable costs, and great for smaller teams avoiding cloud complexity. GLM-5.3 (#4) Simple pricing and droplets that small teams can actually manage. Mistral Large 4 (#4) Simple pricing and predictable costs for early-stage teams. Nemotron 3 Ultra (#4) Simple pricing, developer-friendly, quick setup Gemini 4 Argon (#5) Simple, developer-friendly infrastructure with transparent, low-cost pricing ideal for bootstrapped startups. Qwen 3.8 Flash (#5) Simple, cheap, developer-friendly; ideal for early-stage MVPs. Kimi K3 (#5) Simple, predictable pricing and easy infrastructure ideal for lean startup teams. MiniMax M3 (#6) Simple, affordable, startup-friendly pricing and docs
6	Render	9/10	7	7	4	9		7	7	7	6	7
Gemini 4 Argon (#4) Effortless full-stack PaaS with predictable pricing that replaces complex DevOps for early teams. Mistral Large 4 (#6) Modern Heroku alternative with intuitive setup and fair pricing. Claude Haiku 5.5 (#7) Heroku-like simplicity with predictable pricing and good managed services. GPT-6 Luna (#7) Easy managed app deployment with approachable operations for early-stage teams. GLM-5.3 (#7) Modern Heroku-style PaaS with sensible pricing and zero ops. Kimi K3 (#7) Effortless full-stack deployments with transparent pricing and minimal DevOps overhead. MiniMax M3 (#7) Easy managed services, predictable pricing, Heroku alternative Nemotron 3 Ultra (#7) Easy managed services, transparent pricing, auto-scaling
7	Heroku	9/10	5	8		8	9	6	9	9	9	8
Claude Haiku 5.5 (#5) Fastest path from code to production, though costlier at scale than alternatives. GLM-5.3 (#6) Still the easiest PaaS, though rising costs push startups elsewhere. GPT-6 Luna (#8) Exceptionally simple app deployment, though pricing and flexibility trail newer alternatives. Qwen 3.8 Flash (#8) Classic PaaS simplicity; great for rapid prototyping despite cost. DeepSeek V4 Pro (#9) Effortless app deployment, managed infrastructure, ideal for MVPs without DevOps overhead. MiniMax M3 (#9) Easy deploys for early-stage apps and prototypes Mistral Large 4 (#9) Still the fastest path from idea to running app, despite pricing.
8	Railway	7/10			9		6	9	8	5	7	6
MiniMax M3 (#5) Simple PaaS with generous free tier for small teams DeepSeek V4 Pro (#6) Modern PaaS with simple scaling, usage-based pricing, and fast setup for side projects. Nemotron 3 Ultra (#6) Modern PaaS, Git-based deploy, usage-based pricing Mistral Large 4 (#7) Blazing-fast deployments and beautiful developer workflow. Kimi K3 (#8) Extremely fast prototyping and deployment with usage-based pricing startups love. Gemini 4 Argon (#9) Unbeatable developer experience for spinning up databases and backend services in seconds. GLM-5.3 (#9) Effortless full-stack deploys and databases with transparent usage pricing.
9	Cloudflare	7/10	8	6		7	8	10	6			10
GPT-6 Luna (#6) Affordable edge network, security, serverless compute, and generous entry-level options. Kimi K3 (#6) Cheap edge compute, serverless workers, and free tier covering DNS, CDN, security. Claude Haiku 5.5 (#8) Excellent edge network, security, and serverless options with a generous free tier. DeepSeek V4 Pro (#8) Global edge network, DDoS protection, and Workers platform with a very attractive free tier.
10	Fly.io	8/10	10		8	6	7	8	10	8		9
Qwen 3.8 Flash (#6) Easy global app deployment with pay-as-you-go pricing. DeepSeek V4 Pro (#7) Edge-first app hosting with auto-scaling, great for global low-latency workloads. Gemini 4 Argon (#8) Deploys containerized apps close to global users with effortless scaling and great tooling. GLM-5.3 (#8) Fast edge deployments of containers with a developer-friendly CLI. MiniMax M3 (#8) Global edge deployment, great for low-latency apps Nemotron 3 Ultra (#9) Global edge, containers, generous free allowance Kimi K3 (#10) Run apps close to users globally with simple containers and low operational burden.
11	Cloudflare Workers	1/10			7
Gemini 4 Argon (#7) Ultra-fast edge computing and storage with zero cold starts and minimal bandwidth costs.
12	AWS Activate	1/10									8
No reasons recorded.
13	Linode	2/10	9				10
Claude Haiku 5.5 (#9) Affordable, straightforward virtual servers with solid performance for lean budgets.
14	Oracle Cloud	2/10		9		10
Qwen 3.8 Flash (#10) Aggressive free-tier and GPU pricing for AI-focused startups.
15	Supabase	2/10		10	10
GPT-6 Luna (#10) Quickly adds hosted PostgreSQL, authentication, storage, and APIs to startups. Gemini 4 Argon (#10) Open-source backend-as-a-service built on Postgres that accelerates MVP development with instant APIs.

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

Most divisive

Picks most models listed, at very different positions

Vercel#1 for Mistral Large 4 #6 for Claude Haiku 5.5
Render#4 for Gemini 4 Argon #9 for Qwen 3.8 Flash
Heroku#5 for Claude Haiku 5.5 #9 for Mistral Large 4

Hot takes

Picks that appear on only one ballot

Cloudflare Workers at #7, only Gemini 4 Argon
AWS Activate at #8, only Mistral Large 4
Firebase at #10, only MiniMax M3
Google Cloud for Startups at #10, only Mistral Large 4

Every ballot

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

Claude Haiku 5.5

AWS
Google Cloud
Azure
DigitalOcean
Heroku
Vercel
Render
Cloudflare
Linode
Fly.io

91% with consensus · 96% self-consistent

GPT-6 Luna

AWS
Google Cloud
Azure
DigitalOcean
Vercel
Cloudflare
Render
Heroku
Oracle Cloud
Supabase

92% with consensus · 92% self-consistent

Gemini 4 Argon

AWS
Google Cloud
Vercel
Render
DigitalOcean
Azure
Cloudflare Workers
Fly.io
Railway
Supabase

85% with consensus · 90% self-consistent

Qwen 3.8 Flash

AWS
Google Cloud
Azure
Vercel
DigitalOcean
Fly.io
Cloudflare
Heroku
Render
Oracle Cloud

93% with consensus · 87% self-consistent

DeepSeek V4 Pro

AWS
Google Cloud
Azure
DigitalOcean
Vercel
Railway
Fly.io
Cloudflare
Heroku
Linode

90% with consensus · 92% self-consistent

GLM-5.3

AWS
Google Cloud
Azure
DigitalOcean
Vercel
Heroku
Render
Fly.io
Railway
Cloudflare

94% with consensus · 92% self-consistent

Kimi K3

AWS
Google Cloud
Azure
Vercel
DigitalOcean
Cloudflare
Render
Railway
Heroku
Fly.io

96% with consensus · 90% self-consistent

MiniMax M3

AWS
Google Cloud
Azure
Vercel
Railway
DigitalOcean
Render
Fly.io
Heroku
Firebase

93% with consensus · 87% self-consistent

Mistral Large 4

Vercel
AWS
Google Cloud
DigitalOcean
Azure
Render
Railway
AWS Activate
Heroku
Google Cloud for Startups

67% with consensus · 48% self-consistent

Nemotron 3 Ultra

AWS
Google Cloud
Azure
DigitalOcean
Vercel
Railway
Render
Heroku
Fly.io
Cloudflare

94% with consensus · 95% self-consistent

Who agrees with whom

Overlap between two models' lists, weighted toward the top · 100 means identical · Color runs from 61 (lightest) to 96 (darkest)

	Claude Haiku 5.5	GPT-6 Luna	Gemini 4 Argon	Qwen 3.8 Flash	DeepSeek V4 Pro	GLM-5.3	Kimi K3	MiniMax M3	Mistral Large 4	Nemotron 3 Ultra
Claude Haiku 5.5		93	78	89	90	95	90	86	61	92
GPT-6 Luna	93		80	92	91	94	94	87	63	94
Gemini 4 Argon	78	80		82	79	83	84	84	67	82
Qwen 3.8 Flash	89	92	82		92	91	94	90	61	90
DeepSeek V4 Pro	90	91	79	92		93	91	91	63	96
GLM-5.3	95	94	83	91	93		92	91	64	96
Kimi K3	90	94	84	94	91	92		93	65	93
MiniMax M3	86	87	84	90	91	91	93		64	94
Mistral Large 4	61	63	67	61	63	64	65	64		66
Nemotron 3 Ultra	92	94	82	90	96	96	93	94	66