Large Language Models (LLMs)

Cerebras vs Nebius Token Factory

Compare Cerebras and Nebius Token Factory side-by-side. See feature differences and pricing in the Large Language Models (LLMs) category.

Cerebras

by Cerebras

No reviews yet

Pricing: $5 one-time trial credit for 30 days; Developer pay as you go, GPT OSS 120B $0.35 in and $0.75 out per million tokens; Enterprise by quote.

Cerebras is an inference cloud serving open-weight language models through an OpenAI-compatible API, billed per token, for developers building fast agents.

11 /18 features Full profile

Nebius Token Factory

by Nebius

No reviews yet

Pricing: Pay as you go per 1M tokens, priced by model: $0.06 input on the cheapest chat model up to $15 output on Kimi-K3; $1 trial credit; dedicated and Enterprise by contract.

Nebius Token Factory is an inference API for open-weight language models, with fine-tuning and dedicated endpoints, from Nasdaq-listed Nebius. Billed per token.

12 /18 features Full profile

Feature Comparison

Large Language Models (LLMs) features side-by-side

Feature	Cerebras 11/18 features	Nebius Token Factory 12/18 features
Published context window size The vendor states the maximum input length.	Yes	Yes
Image input support Accepts images as part of the prompt.	Yes	Yes
Audio input support Accepts speech or audio files directly.	No	No
Function and tool calling Can return a structured call to your own tools.	Yes	Yes
JSON schema output mode Guarantees output conforming to a supplied schema.	Yes	Yes
Extended reasoning mode An explicit setting that trades latency for harder thinking.	Yes	Yes
Prompt caching discount Repeated prefixes are billed at a reduced rate.	No	No
Batch inference API Submit work offline for a lower price.	No	No
Fine-tuning offered Customers can tune the model on their own data.	Yes	Yes
Open weights release The weights are downloadable, whatever the licence.	Yes	Yes
Zero data retention option The vendor will contract not to store request content.	Yes	Yes
Regional data residency Inference can be pinned to a named region.	No	Yes
Published safety evaluations A model card or system card with evaluation results.	No	No
Free tier or trial credits You can test it before contracting.	Yes	Yes
Enterprise agreement available Committed-use contracts with support terms.	Yes	Yes
Published deprecation policy The vendor states how long a model version lives.	No	No
Published benchmark results First-party benchmark numbers are disclosed.	Yes	No
Embeddings endpoint The same vendor also serves embeddings.	No	Yes
Overall Rating	No reviews yet	No reviews yet

Cerebras 11/18 features

Published context window size: Yes
Image input support: Yes
Audio input support: No
Function and tool calling: Yes
JSON schema output mode: Yes
Extended reasoning mode: Yes
Prompt caching discount: No
Batch inference API: No
Fine-tuning offered: Yes
Open weights release: Yes
Zero data retention option: Yes
Regional data residency: No
Published safety evaluations: No
Free tier or trial credits: Yes
Enterprise agreement available: Yes
Published deprecation policy: No
Published benchmark results: Yes
Embeddings endpoint: No

No reviews yet

Nebius Token Factory 12/18 features

Published context window size: Yes
Image input support: Yes
Audio input support: No
Function and tool calling: Yes
JSON schema output mode: Yes
Extended reasoning mode: Yes
Prompt caching discount: No
Batch inference API: No
Fine-tuning offered: Yes
Open weights release: Yes
Zero data retention option: Yes
Regional data residency: Yes
Published safety evaluations: No
Free tier or trial credits: Yes
Enterprise agreement available: Yes
Published deprecation policy: No
Published benchmark results: No
Embeddings endpoint: Yes

No reviews yet

Pricing

Cerebras

$5 one-time trial credit for 30 days; Developer pay as you go, GPT OSS 120B $0.35 in and $0.75 out per million tokens; Enterprise by quote.

See all plans

Nebius Token Factory

Pay as you go per 1M tokens, priced by model: $0.06 input on the cheapest chat model up to $15 output on Kimi-K3; $1 trial credit; dedicated and Enterprise by contract.

See all plans

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