# Mixedbread (mxbai)

> Strengthen AI agent performance through efficient multi-format data retrieval

- **Canonical URI:** https://www.vioscale.ai/software/mixedbread-mxbai
- **Category:** Embeddings Apis
- **Homepage:** https://www.mixedbread.ai
- **Also known as:** mixedbread-mxbai
- **Profile claimed by vendor:** no
- **Last updated:** 2026-08-25T21:57:23.159Z

## Vioscale score

**73.8 / 100**, confidence 35% (low). Computed 2026-09-01.

Composite of weighted, independently-sourced signals (no user reviews, no vendor payment).

| Signal | Score | Weight | Contribution | Evidence present |
|---|--:|--:|--:|:--:|
| price_level | 50 | 0.052 | 2.6 | ✓ |
| reliability | 0 | 0.073 | 0 | - |
| capabilities | 67.1 | 0.04877777777777778 | 3.3 | ✓ |
| integrations | 0 | 0.04066666666666666 | 0 | - |
| security_posture | 65 | 0.073 | 4.7 | ✓ |
| pricing_transparency | 100 | 0.084 | 8.4 | ✓ |

## Pricing

_As of 2026-08-25, [verify at source](https://www.mixedbread.com/pricing). Independently observed._

from $20/mo · Hybrid · Free tier

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

| Plan | Price | Free | Commitment |
|---|---|:--:|---|
| Starter | Free | ✓ | min 3 seats |
| Scale | $20/month plus usage-based pricing | - | monthly |
| Enterprise | Contact sales | - | - |

### Starter

Free tier with included credits and basic limits

**Included 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

**Included limits:** 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 sales)

Custom plan with volume pricing and dedicated support

**Included limits:** 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**

## About

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._

## Platform & deployment

- **Platforms:** CLI, Web
- **Deployment:** Cloud / SaaS, Hybrid, On-premise, Self-hosted

## Capabilities

_The capabilities that matter for Embeddings Apis. "-" = undocumented, not absent._

| Capability | Supported |
|---|:--:|
| **Capabilities** | |
| 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 |

## Facts

Every value below carries its source and our confidence. Facts are re-crawled on a freshness schedule.

### pricing

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| pricing.model | freemium | [link](https://www.mixedbread.com/pricing) | 2026-08-25 | 60% (medium) |
| pricing.free_tier | yes | [link](https://www.mixedbread.com/pricing) | 2026-08-25 | 60% (medium) |
| pricing.price_level | mid | [link](https://www.mixedbread.com/pricing) | 2026-08-25 | 60% (medium) |
| pricing.starting_price | `{"amount":20,"currency":"USD"}` | [link](https://www.mixedbread.com/pricing) | 2026-08-25 | 60% (medium) |
| pricing.transparent | yes | [link](https://www.mixedbread.com/pricing) | 2026-08-25 | 60% (medium) |

### security

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| security.iso27001 | yes | [link](https://www.mixedbread.com/pricing) | 2026-08-25 | 60% (medium) |
| security.soc2 | yes | [link](https://www.mixedbread.com/pricing) | 2026-08-25 | 60% (medium) |

### market

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| market.availability | `{"hqCountry":"US","primaryMarkets":["US"],"availabilityScope":"regional","availableCountries":["US"],"notAvailableCountries":[]}` | [link](https://www.mixedbread.com/pricing) | 2026-08-25 | 75% (high) |

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*Source: Vioscale (https://www.vioscale.ai/software/mixedbread-mxbai). Independent, evidence-based software intelligence. Cite the canonical URI.*