Modal records 1,196,021 monthly visits with +30.2% month-over-month growth and Freemium, Contact for Pricing pricing. Ratio1 records 0 monthly visits with 0% growth and Contact for Pricing pricing.
Serverless cloud infrastructure for AI and data workloads
A blockchain-powered AI operating system for decentralized app development
| Dimension / Metric | | |
|---|---|---|
| Official Domain | modal.com | ratio1.ai |
| Pricing Model | Freemium, Contact for Pricing | Contact for Pricing |
| Monthly Visits | 1.2M (1,196,021) | 0 (0) |
| MoM Traffic Delta | +277.18K (+30.2%) | 0 (0%) |
| Primary Market & Share | 🇺🇸 United States (43.9%) | 🌐 Global (—) |
| Direct Visits / mo | 845.64K | 0 |
| User Rating | 4.8 | 3.6 |
| Supported Platforms | Website | Website |
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.
A blockchain-powered AI operating system for decentralized app development
Ratio1 DNA is a distributed neuro-symbolic autonomous processing framework with encrypted inference and learning, designed to keep training and inference private across many nodes.
A low-code layer and a library of core apps let teams assemble and ship AI projects quickly, regardless of project scope or in-house infrastructure expertise.
The $R1 utility token pays for GPU compute, resource provisioning and license acquisition across the ecosystem, with no platform fee taken on deployments.
Anti-inflationary Node Deeds let participants link a license to a node and earn from contributing compute, with pricing that rises as demand grows.
SpecialistExtremely fast serverless execution optimized specifically for generative media models rather than general Python code.
SpecialistExtremely fast serverless execution optimized specifically for generative media models rather than general Python code.
The AI developer cloud for GPU pods, serverless inference and clustering
SpecialistFocuses heavily on managed open-source model inference APIs rather than arbitrary custom container execution.
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
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.
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.
Easier model packaging via Cog, but offers less arbitrary serverless Python container execution than Modal.
SpecialistLow-cost serverless inference APIs for 200+ open models
Free / Open-sourceThe AI cloud built by the creators of PyTorch Lightning
Free / Open-sourceThe AI cloud built by the creators of PyTorch Lightning
SpecialistCombines ready-to-use model APIs and serverless GPU jobs, with simpler API consumption than custom Modal apps.
Free / Open-sourceCloud Linux VMs built for developers and their AI agents
Free / Open-sourceCloud Linux VMs built for developers and their AI agents
Agent-first GPU cloud: rent NVIDIA pods by the second from your terminal or API
Agent-first GPU cloud: rent NVIDIA pods by the second from your terminal or API
Free / Open-sourceManaged Ray platform for scaling AI workloads
