Review · AI tools
SambaNova Cloud review
SambaCloud serves open models on SambaNova's RDU dataflow hardware with pay-as-you-go token pricing.
By the TopToolAdvisor research desk · Updated November 12, 2026
- Features (35%)
- 7.5
- Ease of use (35%)
- 8.4
- Value (30%)
- 8.4
SambaNova Cloud is a smaller alternative to Groq and Cerebras that also runs on custom silicon, SambaNova's RDU dataflow chips. The public pricing page listed five models when we checked, with gpt-oss-120b at $0.22 per 1M input tokens and $0.59 per 1M output tokens, MiniMax-M3.1-Flash at $0.30 and $1.20, and GLM-5.3 at $2.80 and $8.80, which is above GPU-based rivals for that model. The API is OpenAI-compatible and documents function calling, JSON mode, vision, embeddings and prompt caching, and custom checkpoints let you serve your own fine-tuned weights. Plans are simple: the Free plan needs a payment method and purchased credits, the Developer plan is pay as you go with standard rate limits, and Enterprise is a subscription with production limits and BYOC. The short catalog keeps it in the middle of the list.
Who it is for
Teams that want fast-hardware inference on a short model list
Price
Pay as you go per token after buying credits; gpt-oss-120b at $0.22 per 1M input tokens and $0.59 per 1M output tokens.
gpt-oss-120b N/A 0.22 USD 0.59 USD
Quoted from the vendor pricing page on November 12, 2026.
Key features
- Runs on SambaNova RDU hardware rather than GPUs
- OpenAI-compatible API with function calling, JSON mode, vision, embeddings and prompt caching
- Five priced models when we checked, including GLM-5.3, MiniMax-M3.1-Flash and gpt-oss-120b
- Developer plan with standard rate limits and access to production and preview models
- Enterprise plan with production rate limits, BYOC and custom rate limits
Strengths and weaknesses
- Strength: gpt-oss-120b output at $0.59 per 1M tokens, slightly below Together AI and Fireworks AI
- Strength: Cached input pricing on GLM-5.3 and MiniMax-M3.1-Flash
- Strength: Custom checkpoints let you run your own fine-tuned weights
- Weakness: Short public model list compared with Together AI or DeepInfra
- Weakness: You must buy credits before the first request, even on the Free plan
- Weakness: Higher rate limits and BYOC require the subscription-based Enterprise plan
Key facts
- gpt-oss-120b: $0.22 input, $0.59 output per 1M tokens
- MiniMax-M3.1-Flash: $0.30 input, $1.20 output per 1M tokens
- Plans: Free (credits), Developer (pay as you go), Enterprise (subscription)
- Hardware: SambaNova RDU
Where it ranks
SambaNova Cloud is No. 7 in our Best AI Inference Platforms verdict.
Alternatives we scored
- Together AI8.9
- DeepInfra8.8
- Fireworks AI8.8
- Baseten8.6
Visit sambanova.ai · Questions or corrections: editorial@toptooladvisor.com