| 1 |
AWS |
|
10/10 |
1 | 1 | 1 | 7 | 1 | 1 | 1 | 1 | 1 | 1 |
- Claude Haiku 5.5 (#1) Deepest service catalog, largest ecosystem, and the most startup hiring pool.
- GPT-6 Luna (#1) Best overall breadth, scalability, ecosystem, and hiring pool for a startup expected to grow.
- Gemini 4 Argon (#1) Unmatched service breadth, scalability, and massive startup credit programs make it the default choice.
- DeepSeek V4 Pro (#1) Broadest service catalog and startup credits program, unmatched ecosystem maturity.
- GLM-5.3 (#1) Broadest service catalog, mature ecosystem, scales with any startup stage.
- Kimi K3 (#1) Broadest service catalog and maturity; handles any startup workload and scales with you.
- MiniMax M3 (#1) Broadest services and mature startup ecosystem.
- Mistral Large 4 (#1) Limitless scale and services, but complex; invest once you have real traffic.
- Nemotron 3 Ultra (#1) Market leader, broadest services, unmatched scale
- Qwen 3.8 Flash (#7) Deepest services, best pricing controls for scaling startups.
|
| 2 |
Google Cloud |
|
10/10 |
2 | 2 | 2 | 8 | 2 | 2 | 2 | 2 | 2 | 2 |
- Claude Haiku 5.5 (#2) Strong managed Kubernetes, clean developer experience, and generous startup credits.
- GPT-6 Luna (#2) Strong managed data, Kubernetes, and AI services with a polished developer experience.
- Gemini 4 Argon (#2) Superior Kubernetes support, top-tier AI tooling, and generous startup credits for fast-growing teams.
- DeepSeek V4 Pro (#2) Strong Kubernetes heritage, generous startup credits, and excellent AI/ML tooling.
- GLM-5.3 (#2) Strong developer experience, excellent data/AI tools, competitive pricing.
- Kimi K3 (#2) Excellent Kubernetes, data, and AI tooling with startup-friendly credits and pricing.
- MiniMax M3 (#2) Strong data, AI, and competitive startup credits.
- Mistral Large 4 (#2) Excellent data/AI tools and Kubernetes, steep learning curve for small teams.
- Nemotron 3 Ultra (#2) Best data/AI tools, competitive pricing, strong Kubernetes
- Qwen 3.8 Flash (#8) Strong data/AI tooling and clean developer experience.
|
| 3 |
Microsoft Azure |
|
10/10 |
3 | 3 | 4 | 10 | 3 | 4 | 3 | 3 | 5 | 3 |
- Claude Haiku 5.5 (#3) Best fit if you use Microsoft tooling or enterprise customers need it.
- GPT-6 Luna (#3) A capable global platform, especially compelling for Microsoft-centric teams and enterprise customers.
- DeepSeek V4 Pro (#3) Enterprise muscle, strong hybrid cloud, and solid startup grant programs.
- Kimi K3 (#3) Best for startups selling to enterprises or building on the Microsoft ecosystem.
- MiniMax M3 (#3) Enterprise integrations and hybrid cloud strengths.
- Nemotron 3 Ultra (#3) Enterprise integration, hybrid cloud strength, Microsoft stack
- Gemini 4 Argon (#4) Best-in-class enterprise integration and exclusive OpenAI access, ideal for B2B and AI startups.
- GLM-5.3 (#4) Great if you lean on Microsoft tooling or enterprise customers.
- Mistral Large 4 (#5) Best if your startup lives in Microsoft 365 and needs enterprise compliance.
- Qwen 3.8 Flash (#10) Ideal if team already uses Microsoft stack and .NET.
|
| 4 |
Vercel |
|
9/10 |
4 | 5 | 5 | | 4 | 3 | 4 | 9 | 3 | 5 |
- GLM-5.3 (#3) Fastest path to production for web apps and Next.js frontends.
- Mistral Large 4 (#3) Unmatched frontend hosting with edge network and seamless Next.js integration.
- Claude Haiku 5.5 (#4) Fastest path to deploy frontend and serverless apps with minimal ops.
- DeepSeek V4 Pro (#4) Best developer experience for frontend and Next.js apps, zero-config deploys.
- Kimi K3 (#4) Fastest path to deploy modern web apps; superb developer experience for frontend teams.
- GPT-6 Luna (#5) Outstanding deployment experience for frontend-heavy apps, particularly those built with Next.js.
- Gemini 4 Argon (#5) The gold standard for frontend and Next.js deployment with zero-configuration edge scaling.
- Nemotron 3 Ultra (#5) Best for frontend/Next.js, edge network, zero config
- MiniMax M3 (#9) Best-in-class hosting for Next.js frontends.
|
| 5 |
Render |
|
10/10 |
6 | 7 | 3 | 4 | 8 | 6 | 5 | 5 | 4 | 8 |
- Gemini 4 Argon (#3) Effortless Heroku-like developer experience with modern infrastructure and predictable pricing for early-stage startups.
- Qwen 3.8 Flash (#4) Zero-config deploys, generous free tier for prototypes.
- Mistral Large 4 (#4) Best DX for startups: instant deploys, free tier, zero DevOps overhead.
- Kimi K3 (#5) Simple Heroku-like experience with predictable pricing; great for small teams shipping fast.
- MiniMax M3 (#5) Streamlined PaaS, great developer experience.
- Claude Haiku 5.5 (#6) Simple managed hosting for web services, databases, and background workers.
- GLM-5.3 (#6) Heroku-style simplicity with modern pricing and managed databases.
- GPT-6 Luna (#7) Straightforward app deployment and managed services minimize infrastructure work for small teams.
- DeepSeek V4 Pro (#8) Heroku-like simplicity with modern container support and free TLS.
- Nemotron 3 Ultra (#8) Managed PostgreSQL, zero-downtime deploys, straightforward pricing
|
| 6 |
DigitalOcean |
|
9/10 |
8 | 4 | 6 | | 5 | 9 | 7 | 6 | 9 | 4 |
- GPT-6 Luna (#4) Simple, approachable infrastructure and predictable workflows suit lean teams launching conventional apps.
- Nemotron 3 Ultra (#4) Simple pricing, developer-friendly, great for early stage
- DeepSeek V4 Pro (#5) Straightforward pricing, excellent docs, and no surprise bills for lean teams.
- Gemini 4 Argon (#6) Simple, affordable infrastructure with transparent pricing that prevents surprise bills for bootstrapped founders.
- MiniMax M3 (#6) Simple, affordable for early-stage apps.
- Kimi K3 (#7) Straightforward VMs and managed services with transparent pricing for lean teams.
- Claude Haiku 5.5 (#8) Predictable pricing and simple managed services suited to small teams.
- GLM-5.3 (#9) Predictable low cost and clear docs for bootstrapped teams.
- Mistral Large 4 (#9) Straightforward VPS hosting, predictable pricing, you manage the stack yourself.
|
| 7 |
Fly.io |
|
10/10 |
9 | 9 | 7 | 3 | 7 | 7 | 8 | 7 | 7 | 7 |
- Qwen 3.8 Flash (#3) Fast global deploys from git; excellent for small apps.
- Gemini 4 Argon (#7) Runs containerized apps close to users globally with instant scaling and great developer ergonomics.
- DeepSeek V4 Pro (#7) Dead-simple global edge deploys, predictable pricing, great for smaller teams.
- GLM-5.3 (#7) Runs full apps close to users with minimal infrastructure work.
- MiniMax M3 (#7) Easy global app deployment near users.
- Mistral Large 4 (#7) Run globally close to users, true app hosting, not just static sites.
- Nemotron 3 Ultra (#7) Global edge deployment, Docker-native, low latency
- Kimi K3 (#8) Run containers close to users globally with minimal config and fair pricing.
- Claude Haiku 5.5 (#9) Runs containers close to users globally with straightforward deployment.
- GPT-6 Luna (#9) Useful for running containerized apps close to users with flexible regional placement.
|
| 8 |
Railway |
|
8/10 |
| | 8 | 9 | 6 | 5 | 6 | 10 | 6 | 6 |
- GLM-5.3 (#5) Dead-simple deploys let small teams ship without ops overhead.
- DeepSeek V4 Pro (#6) Instant deploys from GitHub, simple pricing model, ideal for rapid prototyping.
- Kimi K3 (#6) Delightful DX for full-stack apps and databases; ideal for rapid prototyping.
- Mistral Large 4 (#6) Dead-simple full-stack deploys, great for MVPs, generous free credits.
- Nemotron 3 Ultra (#6) Modern developer experience, simple deployments, fair pricing
- Gemini 4 Argon (#8) Frictionless deployments and instant database provisioning help small teams ship products remarkably fast.
- MiniMax M3 (#10) Quick deploys with minimal infrastructure setup.
|
| 9 |
Heroku |
|
8/10 |
5 | 8 | 10 | 6 | | 8 | 10 | 8 | 8 | |
- Claude Haiku 5.5 (#5) Easiest developer experience for early prototypes, though pricier at scale.
- Qwen 3.8 Flash (#6) Legendary DX, though pricier and less flexible now.
- GPT-6 Luna (#8) Very easy to operate for early apps, but less attractive for cost-sensitive scaling.
- MiniMax M3 (#8) Easy prototyping but declining value for startups.
- Mistral Large 4 (#8) Still the easiest PaaS, but pricey as you scale; good for early validation.
- Gemini 4 Argon (#10) Pioneered effortless app deployment, though higher costs and slower innovation limit its appeal today.
|
| 10 |
Cloudflare |
|
3/10 |
7 | 6 | | | | | 9 | | | |
- GPT-6 Luna (#6) Excellent edge network, security, and serverless options for globally distributed applications.
- Claude Haiku 5.5 (#7) Excellent edge network, Workers, and low-cost global hosting for web apps.
- Kimi K3 (#9) Generous free tier, low egress costs, and strong serverless platform at the edge.
|
| 11 |
AWS Elastic Beanstalk |
|
1/10 |
| | | 1 | | | | | | |
|
| 12 |
Google App Engine |
|
1/10 |
| | | 2 | | | | | | |
|
| 13 |
Cloudflare Workers |
|
2/10 |
| | 9 | | | | | 4 | | |
- MiniMax M3 (#4) Fast edge compute, generous free tier for startups.
- Gemini 4 Argon (#9) Ultra-fast serverless edge computing with zero cold starts and highly cost-effective global scaling.
|
| 14 |
Azure App Service |
|
1/10 |
| | | 5 | | | | | | |
|
| 15 |
Linode |
|
2/10 |
| | | | 9 | | | | | 10 |
|