Defang records 2,043 monthly visits with -49% month-over-month growth and Freemium, Paid, Contact for Pricing pricing. Modal records 1,196,021 monthly visits with +30.2% growth and Freemium, Contact for Pricing pricing.
Deploy Compose apps and AI agents to your own cloud account
Serverless cloud infrastructure for AI and data workloads
| -1.97K (-49%) |
| +277.18K (+30.2%) |
| Primary Market & Share | 🇺🇸 United States (80.8%) | 🇺🇸 United States (43.9%) |
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| Direct Visits / mo | 800 | 845.64K |
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| User Rating | 4.2 | 4.8 |
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| Supported Platforms | Website | Website |
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Deploy Compose apps and AI agents to your own cloud account
Deploy a Docker Compose file into your own AWS, GCP, or Azure account without managing Kubernetes by hand.
Spin up review environments for changes, including those produced by AI agents, before promoting to production.
Run coding agents such as Claude Code or Codex against your own Anthropic and OpenAI accounts, reachable from any browser.
Work with Defang engineers inside your codebase and cloud accounts to rebuild your delivery workflow.
Serverless cloud infrastructure for AI and data workloads
Write plain Python, attach GPUs or containers, and deploy HTTPS endpoints that autoscale with traffic and scale to zero when idle.
Launch isolated, secure environments for coding agents, RL rollouts, and untrusted code, with sub-second starts and support for over a million concurrent sandboxes.
Run fine-tunes, LoRA, full training, and reinforcement learning on elastic single or multi-node GPU capacity with no quota requests.
Serve LLMs and image, video, or audio models through OpenAI-compatible endpoints, or bring your own inference stack and let Modal handle the infrastructure.
SpecialistExtremely fast serverless execution optimized specifically for generative media models rather than general Python code.
Provides flexible GPU infrastructure and serverless endpoints, though less focused on pure Python function decorators.
SpecialistFocuses heavily on managed open-source model inference APIs rather than arbitrary custom container execution.
#3Rent cloud GPUs by the second from a global marketplace
Delivers robust enterprise GPU clusters and managed inference, requiring more infrastructure setup than Modal's serverless approach.
Easier model packaging via Cog, but offers less arbitrary serverless Python container execution than Modal.
SpecialistLow-cost serverless inference APIs for 200+ open models
SpecialistAI DevOps engineer that deploys and scales your apps
Provides integrated development studios and training workflows, but with less granular serverless function orchestration.
SpecialistCombines ready-to-use model APIs and serverless GPU jobs, with simpler API consumption than custom Modal apps.
The low-cost cloud sandbox where AI agents actually live
Self-hosted cloud development environments and AI coding agents for enterprise teams
SpecialistExtremely fast serverless execution optimized specifically for generative media models rather than general Python code.
Provides flexible GPU infrastructure and serverless endpoints, though less focused on pure Python function decorators.
SpecialistFocuses heavily on managed open-source model inference APIs rather than arbitrary custom container execution.
Rent cloud GPUs by the second from a global marketplace
Delivers robust enterprise GPU clusters and managed inference, requiring more infrastructure setup than Modal's serverless approach.
Easier model packaging via Cog, but offers less arbitrary serverless Python container execution than Modal.
SpecialistAI DevOps engineer that deploys and scales your apps
Provides integrated development studios and training workflows, but with less granular serverless function orchestration.
The low-cost cloud sandbox where AI agents actually live
