Large Language Models (LLMs)

AI21 Labs vs Upstage

Compare AI21 Labs and Upstage side-by-side. See feature differences and pricing in the Large Language Models (LLMs) category.

AI21 Labs

by AI21 Labs

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Pricing: Pay as you go per 1M tokens: Jamba Mini $0.2 in, $0.4 out; Jamba Large $2 in, $8 out. $10 trial credit, no card. Custom Plan by quote.

AI21 Labs sells its Jamba large language models through a usage-based API, with open weights for private deployment, for enterprise document and agent work.

8 /18 features Full profile

Upstage

by Upstage

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Pricing: Studio Free plan; Studio Small $20 a seat a month; API pay as you go or prepaid credits from $100 a month, prices exclude 10% VAT.

Upstage is an LLM and document AI platform from Seoul: the Solar model API, Document Parse and Studio agents on one account, paid by usage or per seat.

11 /18 features Full profile

Feature Comparison

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

Feature	AI21 Labs 8/18 features	Upstage 11/18 features
Published context window size The vendor states the maximum input length.	Yes	Yes
Image input support Accepts images as part of the prompt.	No	No
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.	No	Yes
Extended reasoning mode An explicit setting that trades latency for harder thinking.	No	Yes
Prompt caching discount Repeated prefixes are billed at a reduced rate.	No	Yes
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	No
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.	No	No
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.	Yes	Yes
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