Comparison

Jina Embeddings vs Mixedbread (mxbai)

On the evidence we track, Mixedbread (mxbai) leads this comparison with a composite score of 74/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Jina Embeddings full profile →Mixedbread (mxbai) full profile →

Machine formatsJSON Markdown GraphQLor send Accept: application/json

Jina Embeddings51

★Mixedbread (mxbai)74

Attribute comparison across 2 tools
Attribute	Jina Embeddings	Mixedbread (mxbai)Leader
Vioscale score	51 / 100low · 36%	74 / 100low · 35%
Pricing
Free tierpricing.free_tier	✓	✓
Modelpricing.model	freemium	freemium
Price levelpricing.price_level	low	mid
Starting pricepricing.starting_price	-	$20
Transparentpricing.transparent	-	✓
Integrations
Countintegrations.count	6	-
Security
Iso27001security.iso27001	-	✓
Soc2security.soc2	-	✓
Market
Availabilitymarket.availability	-	Available in US · Popular in US · HQ US

Score

Vioscale score

Jina Embeddings51 / 100low · 36%

Mixedbread (mxbai)74 / 100low · 35%

Pricing

Free tier

Jina Embeddings✓

Mixedbread (mxbai)✓

Model

Jina Embeddingsfreemium

Mixedbread (mxbai)freemium

Price level

Jina Embeddingslow

Mixedbread (mxbai)mid

Starting price

Jina Embeddings–

Mixedbread (mxbai)$20

Transparent

Jina Embeddings–

Mixedbread (mxbai)✓

Integrations

Count

Jina Embeddings6

Mixedbread (mxbai)–

Security

Iso27001

Jina Embeddings–

Mixedbread (mxbai)✓

Soc2

Jina Embeddings–

Mixedbread (mxbai)✓

Market

Availability

Jina Embeddings–

Mixedbread (mxbai)Available in US · Popular in US · HQ US

Capabilities

Feature-by-feature on the axes that matter for embeddings apis. “-” means undocumented, not absent.

Capability comparison for Embeddings Apis
Capability	Jina Embeddings	Mixedbread (mxbai)
Capabilities
Architecture model	Hybrid	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

Capabilities

Architecture model

Jina EmbeddingsHybrid

Mixedbread (mxbai)Hybrid

Matryoshka representation learning for dimension truncation

Jina Embeddings✓

Mixedbread (mxbai)-

Multilingual support across 100 plus languages

Jina Embeddings✗

Mixedbread (mxbai)✓

Binary and scalar quantization for memory reduction

Jina Embeddings✓

Mixedbread (mxbai)-

Cross encoder reranker API offered

Jina Embeddings✓

Mixedbread (mxbai)✓

Late interaction architecture colbert v2

Jina Embeddings-

Mixedbread (mxbai)-

Massive context window greater than 8k tokens

Jina Embeddings✓

Mixedbread (mxbai)-

Multi modal image and text joint embeddings

Jina Embeddings✓

Mixedbread (mxbai)✓

Task specific prefixes query vs document instructions

Jina Embeddings✓

Mixedbread (mxbai)-

Zero data retention training opt out enterprise

Jina Embeddings✓

Mixedbread (mxbai)-

SOC2 type ii

Jina Embeddings-

Mixedbread (mxbai)✓

Mit or apache permissive oss license

Jina Embeddings✗

Mixedbread (mxbai)-

Pricing model

Jina Embeddings-

Mixedbread (mxbai)Per million tokens API

What each one is

The product in its own terms, so the numbers below have context.

Jina Embeddings

A multi-modal embedding API supporting text, images, audio, and video with support for multiple languages, long context windows, and flexible deployment options including cloud APIs and on-premises infrastructure.

Independently observed

Mixedbread (mxbai)

Leader

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.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

Jina Embeddings

Usage-basedFree tier

as of 2026-08-21verify ↗

Mixedbread (mxbai)

Leader

from $20/moHybridFree tier

From $20/month plus per-token API usage. Free tier available with $5 credits.

StarterFree
- $5 one-time credits
- 3 workspace users
- 10 stores
- 100 requests/minute
- Community Slack support
Scale$20/month plus usage-based pricing
- $20/month in included credits
- Unlimited workspace users
- 10,000 stores
- 1,200 queries/min, 360 ingestion/min
- Automatic backups
- +1 more
EnterpriseContact sales
- Volume-based discounts
- Unlimited stores
- Custom rate limits & SLA
- Automatic backups with point-in-time recovery
- Dedicated support team

as of 2026-08-25verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platform and deployment support comparison
Supports	Jina Embeddings	Mixedbread (mxbai)
WebPlatforms	✓	✓
CLIPlatforms	✓	✓
Cloud / SaaSDeployment	✓	✓
Self-hostedDeployment	✓	✓
On-premiseDeployment	✓	✓
HybridDeployment	✗	✓
Air-gappedDeployment	✓	✗

Platforms

Web

Jina Embeddings✓

Mixedbread (mxbai)✓

CLI

Jina Embeddings✓

Mixedbread (mxbai)✓

Deployment

Cloud / SaaS

Jina Embeddings✓

Mixedbread (mxbai)✓

Self-hosted

Jina Embeddings✓

Mixedbread (mxbai)✓

On-premise

Jina Embeddings✓

Mixedbread (mxbai)✓

Hybrid

Jina Embeddings✗

Mixedbread (mxbai)✓

Air-gapped

Jina Embeddings✓

Mixedbread (mxbai)✗

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

Jina Embeddings

6 total

Claude
GPT-4o
Milvus
Elastic
Llama.cpp
MLX

Independently observed

Mixedbread (mxbai)

Leader

Not documented yet.

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.