Tools
Mixedbread Embed vs Mixedbread Rerank
Mixedbread Embed or Mixedbread Rerank? Their plans monthly and yearly, the capabilities their makers state, security and latest updates, side by side — read from the makers' own pages.
In short
- Both: Command line, Self-hosted, API, Runs models for you, Search over your data
- Only Mixedbread Embed states: Knows the whole codebase, No code retained
- Only Mixedbread Rerank states: Choice of models, Official SDKs
Mixedbread Embed
Legacy direct embedding APIs and models from Mixedbread; new integrations are directed to Mixedbread Search Stores.
Plans
Starter
Free
- $5 in one-time credits
- 3 workspace users
- 10 stores
- 100 requests / minute
- Community Slack support
Scale
- $20 / month
- $20 of credits included every month
- Unlimited workspace users
- 10,000 stores
- 1,200 queries/min, 360 ingestion/min
- Automatic backups
- Priority Slack support (same-day SLA)
Enterprise
Price on request
- Volume-based discounts
- Unlimited workspace users
- Unlimited stores
- Custom rate limits & SLA
- Automatic backups, point-in-time recovery
- Dedicated support team
Prices checked 2026-09-25 on the maker’s page.
Capabilities
- Knows the whole codebase — “Upload PDFs, images, documents, code, or video in any format and instantly make it searchable with natural language queries.” source
- Command line — “We built our CLI to streamline Store operations for developers.” source
- Self-hosted — “Bring Your Own Cloud runs Mixedbread inside your own cloud account, keeping data and compute there.” source
- No code retained — “Bring Your Own Bucket keeps your content in object storage you control, such as S3, while Mixedbread indexes and searches it without retaining it.” source
- API — “Mixedbread is an API for integrating fast, multimodal search into your applications, agents, and AI systems.” source
- Runs models for you — “They are separate from the LLM tokens Toast 1 uses for inference.” source
- Search over your data — “Create a store (your search index) and upload any file format — PDFs, images, documents, code, videos.” source
Latest updates
- Tag Stores for Easy Tracking
Stores can be tagged for tracking and filtering, and copied Stores inherit their source's tags.
- Copy Store for Testing and Branching
You can copy a Store's files into a new Store without reprocessing; the copy inherits the source configuration by default.
- Structured Output for Toast 1 (Toast 1)
The Responses and Chat Completions APIs now support structured outputs for Toast 1.
Mixedbread Rerank
Reranks an initial set of search results with specialized models to improve relevance for complex queries.
Plans
Starter
Free
- $5 in one-time credits
- 3 workspace users
- 10 stores
- 100 requests / minute
- Community Slack support
Scale
- $20 / month
- $20 of credits included every month
- Unlimited workspace users
- 10,000 stores
- 1,200 queries/min, 360 ingestion/min
- Automatic backups
- Priority Slack support (same-day SLA)
Enterprise
Price on request
- Volume-based discounts
- Unlimited workspace users
- Unlimited stores
- Custom rate limits & SLA
- Automatic backups, point-in-time recovery
- Dedicated support team
Prices checked 2026-09-25 on the maker’s page.
Capabilities
- Command line — “We built our CLI to streamline Store operations for developers.” source
- Choice of models — “Reranking Models : Use any supported reranking model.” source
- Self-hosted — “Bring Your Own Cloud runs Mixedbread inside your own cloud account, keeping data and compute there.” source
- API — “Mixedbread is an API for integrating fast, multimodal search into your applications, agents, and AI systems.” source
- Official SDKs — “from mixedbread import Mixedbread” source
- Runs models for you — “This uses our default reranking model ( mixedbread-ai/mxbai-rerank-v3.1-listwise ) with standard settings to improve your search results.” source
- Search over your data — “Create a store (your search index) and upload any file format — PDFs, images, documents, code, videos. No preprocessing required.” source
Latest updates
- Tag Stores for Easy Tracking
Stores can be tagged for tracking and filtering; copied Stores inherit their source's tags.
- Copy Store for Testing and Branching
You can copy all files from one Store to a new Store in a single call without reprocessing.
- Structured Output for Toast 1 (Toast 1)
The Responses and Chat Completions APIs now support structured outputs for Toast 1.