Overview
Strengths & Best For
Beam is a serverless GPU platform that lets developers deploy AI models and run H100, A100, and T4 compute jobs with automatic scaling and per-second pay-per-use billing — no infrastructure management required. A Python-native SDK (`beam deploy`) and fast cold starts make it easy to build and ship LLM inference APIs, batch ML pipelines, and AI model serving endpoints quickly. Beam handles container builds, GPU provisioning, and scaling automatically. Free tier available. A strong choice for Python-first teams that want serverless GPU infrastructure with predictable, usage-based pricing.
- Python-native SDK — `beam deploy` ships a GPU endpoint in minutes
- Auto-scaling with fast cold starts — no idle cost
- Per-second billing — pay only for actual compute time
- Free tier available for prototyping
- Handles container builds and GPU provisioning automatically
- Less control over underlying infrastructure vs raw VMs
- Smaller GPU catalog than dedicated cluster providers
- Not suitable for multi-node distributed training
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Oblivus is a GPU cloud offering H200, H100 SXM5, H100 NVLink, H100 PCIe, A100 NVLink, A100 PCIe, L40, RTX 4090, and RTX A6000 instances with transparent all-in pricing (vCPUs, RAM, and storage included). Reservation pricing available for H100 SXM5. Price is locked at deployment — if prices decrease, you benefit; if they increase, your rate stays unchanged. RTX 5090 now available on demand. No spot instances — dedicated instances only.
- Price locked at deployment — protected from future price increases
- All-in pricing: vCPUs, RAM, storage included — no hidden fees
- H200, H100 SXM5, A100 — competitive dedicated pricing
- RTX 5090 now available on demand
- Dedicated instances only — no noisy-neighbor effects
- Free data ingress and egress
- No spot instances — dedicated only (higher minimum cost)
- Smaller provider — limited scale vs hyperscalers
- Limited documentation and support resources
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Key differences
Beam
Serverless GPU infrastructure — Python-native, auto-scaling, per-second billing
Oblivus
H200, H100 SXM, A100, RTX 4090 — price locked at deployment