Mixedbread (mxbai)
API service for indexing and searching multimodal content with semantic capabilities
- Vendor
- mixedbread ai inc.
- Also known as
- mixedbread-mxbai
Available worldwide · Popular in: US
What is Mixedbread (mxbai)?
A managed platform that processes and indexes documents, images, audio, and video content, providing semantic search with optional reranking through an API. Pricing is usage-based with optional monthly credit allowances.
Mixedbread (mxbai) pricing
Plans, per-tier features and add-ons, dated and linked to live pricing. Pricing changes often; always verify at source before you rely on it.
From $20/month plus per-token API usage. Free tier available with $5 credits.
Starter
FreeFree tier with included credits and basic limits
- stores
- 10
- requests_per_minute
- 100
- $5 one-time credits
- 3 workspace users
- 10 stores
- 100 requests/minute
- Community Slack support
Scale
Monthly subscription with higher capacity and priority support
- stores
- 10,000
- workspace_users
- Unlimited
- queries_per_minute
- 1,200
- ingestion_per_minute
- 360
- $20/month in included credits
- Unlimited workspace users
- 10,000 stores
- 1,200 queries/min, 360 ingestion/min
- Automatic backups
- Priority Slack support (same-day SLA)
Enterprise
Contact salesCustom plan with volume pricing and dedicated support
- sla
- Custom
- stores
- Unlimited
- rate_limits
- Custom
- Volume-based discounts
- Unlimited stores
- Custom rate limits & SLA
- Automatic backups with point-in-time recovery
- Dedicated support team
Add-ons
- Startup Credits Program
What Mixedbread (mxbai) does
The capabilities that matter for embeddings apis, normalised so it lines up with every alternative. “-” means we haven't confirmed it, not that it's missing.
- Architecture model
- Hybrid
- Matryoshka representation learning for dimension truncation
- -
- Multilingual support across 100 plus languages
- ✓
- Binary and scalar quantization for memory reduction
- -
- Cross encoder reranker API offered
- ✓
- Late interaction architecture colbert v2
- ✓
- Massive context window greater than 8k tokens
- -
- Multi modal image and text joint embeddings
- ✓
- Task specific prefixes query vs document instructions
- -
- Zero data retention training opt out enterprise
- ✓
- SOC2 type ii
- ✓
- Mit or apache permissive oss license
- -
- Pricing model
- Per million tokens API
Platform & deployment
Independently observed- Web
- Cloud / SaaS
- Hybrid
Integrations (3)
Independently observed- Slack←•
- Vercel⇄•
- Google Drive←•
Security & compliance
Independently observed- SOC 2 Type II · Type IIactive
- ISO 27001active
Mixedbread (mxbai) FAQ
Common questions about Mixedbread (mxbai), answered from independent, dated evidence.
What is Mixedbread (mxbai)?
A search and retrieval platform that indexes and queries text, images, PDFs, video, and audio across over 100 languages with minimal latency, requiring no infrastructure management or manual embedding configuration. It is indexed under Embeddings Apis.
Is Mixedbread (mxbai) free?
Mixedbread (mxbai) offers a free tier, so you can start without paying. Paid plans start at $0.30. Prices are published openly on the vendor's own pricing page. Pricing changes often, so verify at source before relying on it.
What platforms does Mixedbread (mxbai) support?
We have confirmed browser-based access to Mixedbread (mxbai). That is the extent of what we could verify from public sources, so it may well offer desktop or mobile clients we have not indexed.
Can Mixedbread (mxbai) be self-hosted?
Yes. Mixedbread (mxbai) can be deployed cloud / SaaS, hybrid and on-premise, so it does not have to run on the vendor's infrastructure.
What does Mixedbread (mxbai) integrate with?
We have confirmed 3 integrations for Mixedbread (mxbai), including Vercel, Google Drive and Slack. This is what we could verify from public sources, so the vendor may support others we have not indexed.
What security certifications does Mixedbread (mxbai) have?
We have independently confirmed SOC 2 and ISO 27001 for Mixedbread (mxbai). Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Mixedbread (mxbai) not holding them. Always confirm compliance directly before you rely on it.
Where is Mixedbread (mxbai) available?
Mixedbread (mxbai) is available worldwide. Its primary market is the United States. The vendor is headquartered in the United States.
Mixedbread (mxbai) alternatives
Other embeddings apis we track, ranked by the same independent score.
- Cohere EmbedNumerical representation models that convert text into embeddings for machine learning applicationsmedium · 60%
- Amazon Bedrock Titan Embeddingslow · 35%
- sentence-transformersA Python module for working with embedding and reranking modelsmedium · 54%
- FastEmbedPython library for generating text and image embeddings with minimal dependenciesmedium · 54%
- Jina EmbeddingsMultimodal vector embeddings for search, content retrieval, and AI agent developmentlow · 35%
- BAAI FlagEmbeddinglow · 45%
Compare Mixedbread (mxbai)
Side by side against other embeddings apis, attribute by attribute, with a source on every value.
The vioscaleAI score: one lens on the evidence
Not user reviews and not a paid placement: a confidence-weighted blend of the independent signals below (adoption, activity, security posture, and more), which you can sort and re-weight yourself. Vendors can correct their listing but can never move their rank, and stars are weighted low as a vanity metric. It is one way to read the evidence for Mixedbread (mxbai), not the verdict.
| Signal | Score | Weight | Contribution | Evidence |
|---|---|---|---|---|
| Security posture | 65 | 0.12 | 7.9 | ✓ |
| Pricing transparency | 100 | 0.05 | 5.4 | ✓ |
| Capabilities | 81 | 0.04 | 3.1 | ✓ |
| Price level | 50 | 0.04 | 2.1 | ✓ |
| Integrations | 17 | 0.04 | 0.8 | ✓ |
| Reliability | 0 | 0.07 | 0.0 | - |
Computed . Re-weight it by intent, or see the full method.
All data & sourcesshow ↓
Every value we hold, with its source, retrieval date, and confidence. This is the evidence behind the score: don't trust it, verify it.
Content
| Attribute | Value | Evidence |
|---|---|---|
| Faq | 7 items | mediumsource · 2026-09-10 · 62% |
Features
| Attribute | Value | Evidence |
|---|---|---|
| Capabilities | Soc2 type ii: Yes · Pricing model: per_million_tokens_api · Architecture model: hybrid · Cross encoder reranker api offered: Yes · Late interaction architecture colbert v2: Yes · Multi modal image and text joint embeddings: Yes | mediumsource · 2026-10-12 · 60% |
Integrations
| Attribute | Value | Evidence |
|---|---|---|
| Count | 3 | mediumsource · 2026-09-10 · 60% |
Market
| Attribute | Value | Evidence |
|---|---|---|
| Availability | PrimaryMarkets: … · AvailabilityScope: global · AvailableCountries: … · NotAvailableCountries: … | mediumsource · 2026-10-12 · 50% |
Pricing
Security
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