Mixedbread review
Updated September 28, 2026 · DeployCue Editorial Team · Facts checked September 26, 2026
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Our verdict
Mixedbread suits developers who want a focused set of embedding and retrieval models rather than a broad catalogue of chat models. Input fees of $0.30 to $0.50 sit well above Salad, so try the $5 one-time credits first and watch what a real pipeline costs before you commit.
Key facts
- Best for
- A tight embedding and reranking stack for a team that does not want a full model catalogue.
- Input price from
- $0.30 to $0.50↗
- Output price from
- $0.72 to $1.20↗
- Models offered
- Toast 1, Mxbai-rerank listwise, Wholembed V3↗
- Largest context window
- 131,000↗
- Free credits
- $5 one-time credits↗
- Compliance certifications
- SOC 2 Type 2, ISO 27001, GDPR↗
- Legal entity
- mixedbread ai inc.↗
- Headquarters
- United States↗
- Support channels
- Email, Help-centre, Community↗
- Official website
- mixedbread.com
Facts checked September 26, 2026, 6 sources
Apps and profiles
Pros and cons
Pros
- Security paperwork is in place, with SOC 2 Type 2, ISO 27001 and GDPR on record.
- A named vendor behind the API, mixedbread ai inc., based in the United States.
- The largest context window reaches 131,000, enough for long documents in a focused line-up.
Cons
- Input fees of $0.30 to $0.50 run well above Salad at $0.06.
- Output fees of $0.72 to $1.20 make answer-heavy workloads expensive.
- Support runs on email, help centre and community, with no live chat or phone channel listed.
Who it suits
- Teams shipping retrieval pipelines that need embeddings and reranking rather than a chat model.
- Buyers who want a small vendor surface to review, backed by SOC 2 Type 2, ISO 27001 and GDPR.
- Developers prototyping a search feature with $5 one-time credits in hand.
Who should look elsewhere
- Price-first shoppers should look at Salad, where input fees start at $0.06.
- Teams wanting general purpose models belong with Azure AI Foundry, whose catalogue runs to gpt 6 astra, gpt 6 luna and gpt 6 sol.
- If you want many model families behind one key, Supascale AI lists DeepSeek V4 Pro, GPT 5.6 Sol and GPT 5.6 Terra.
How Mixedbread compares
- Mixedbread vs BytePlus8.5 vs 8.7
Mixedbread vs Zhipu AI (Z.ai)8.5 vs 9.4
Mixedbread vs ScalaHosting8.5 vs 8.3Mixedbread vs Cloudways8.5 vs 9.2
Mixedbread vs PlanetHoster8.5 vs 8.7
Mixedbread vs Acronis8.5 vs 9.9
Mixedbread vs Decodo8.5 vs 9.1Mixedbread vs Hostinger8.5 vs 9.1
Mixedbread vs MarsProxies8.5 vs 9.0Mixedbread vs Proton Drive8.5 vs 8.3
Frequently asked questions
What does Mixedbread charge to get started?+
Input fees of $0.30 to $0.50 and output fees of $0.72 to $1.20 cover the models in the catalogue. New accounts can pick up $5 one-time credits to run a first prototype before committing a pipeline to this vendor.
Is there a free tier or trial credit?+
Yes, there is $5 one-time credits available to try the API at the start. Once that credit is spent, usage is billed at the normal rates, so treat it as a trial rather than a permanent free tier.
Which models can I call through the API?+
The catalogue covers Toast 1, mxbai rerank listwise and Wholembed V3. That is a narrow line-up aimed at search and retrieval work, not a general chat library, so check your use case fits before you build against it.
How large a context window do the models support?+
The largest context window is 131,000, which handles long documents but looks modest next to the 1,000,000 typical of the wider field. If you routinely pass very long transcripts, check the model you plan to use.
What security certifications does Mixedbread hold?+
The published certifications cover SOC 2 Type 2, ISO 27001 and GDPR. That set is what an enterprise security review usually asks for first, so it shortens the vendor questionnaire for teams buying API access for internal data.
How do I get support if something breaks?+
Support runs on email, help centre and community. That is a documentation and community path rather than a live desk, so keep your own runbooks and expect to work through the help centre when an incident lands.
Who is behind Mixedbread and where is it based?+
The provider is mixedbread ai inc., based in the United States. Working with a named US entity matters if you need a signed agreement, invoicing in dollars, or a data processing arrangement for an enterprise rollout.
How do its prices compare with other LLM API providers?+
Salad lists input fees of $0.06, well under the $0.30 to $0.50 here. Azure AI Foundry and Supascale AI compete on catalogue breadth rather than entry price, so Mixedbread fits only if the focused line-up is what you need.
Sources
- mixedbread.com checked September 26, 2026
Backs: Models offered
“Toast 1 - Search agent, runs the loop; mxbai-rerank listwise - Listwise reranker; Wholembed V3 - Late-interaction, omnimodal, 100+ languages”
- mixedbread.com/pricing checked September 26, 2026
Backs: Free credits, Input price from, Output price from
“Try Mixedbread with $5 in one-time credits. No card required.”
- mixedbread.com/about checked September 26, 2026
Backs: Headquarters, Support channels
“Software Engineer - San Francisco, CA”
- mixedbread.com/docs/agent/models checked September 26, 2026
Backs: Largest context window
“contextWindow="131K tokens"”
- mixedbread.com/docs/production/security checked September 26, 2026
Backs: Compliance certifications
“| **SOC 2 Type 2** | Certified for the Security trust services criterion. | **ISO 27001** | Certified. | **GDPR** | Compliant.”
- mixedbread.com/pages/terms checked September 26, 2026
Backs: Legal entity
“a binding legal agreement between you ("User," "you," or "your") and mixedbread ai inc.”
Compiled from 6 source pages, checked September 26, 2026. We did not open an account.
Mixedbread
A tight embedding and reranking stack for a team that does not want a full model catalogue.