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StarterFreeScaleUsage-basedEnterpriseCustom
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All Mixedbread Plans & Pricing

Plan Monthly Annual Best For
View all features by plan (compare side-by-side)

Starter

  • $5 one-time credits (no card required)
  • 3 workspace users
  • 10 stores
  • 100 requests / minute
  • Community Slack support

Scale

  • $20/month in included credits + pay-as-you-go usage
  • Unlimited workspace users
  • 10,000 stores
  • 1,200 queries/min, 360 ingestion/min
  • Automatic backups
  • Priority Slack support (same-day SLA)

Enterprise

  • Custom contract with volume-based discounts
  • Unlimited workspace users
  • Unlimited stores
  • Custom rate limits & SLA
  • Automatic backups, point-in-time recovery
  • Dedicated support team
  • Bring Your Own Bucket (BYOB)
  • Bring Your Own Cloud (BYOC)
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What does Mixedbread actually cost you?

Drag the slider. Pick a tier. Your projected spend updates as you go.

Tier
Billing
Your projected cost$500per month · $20/unit × 25units
Year 1 license$6.0K12 months at this rate
At a glance

List price by tier (annualized, per unit)

Per-unit list price across Mixedbread's plans, annualized. Custom-priced tiers show a hatched bar.

StarterCustom
Scale$240/yr
EnterpriseCustom
Quick Answer
Last verified:
Medium confidence

Mixedbread offers usage-based pricing from $0.036–$4.00 per month as of September 2026 and custom pricing for larger requirements. Plans: Starter (free), and Scale (usage-based). Custom pricing is available on request. Usage cost depends on the selected model and generation volume.

Use the interactive pricing calculator to estimate your exact cost based on team size and requirements.

  • Free tier: Yes

Mixedbread offers 3 pricing tiers: Starter, Scale, Enterprise. A free plan is available. Paid plans include Scale (usage-based). The Scale plan is production teams with variable embedding volume.

Compared to other embedding apis software, Mixedbread is positioned at the budget-friendly price point.

  • 15 documented hidden costs beyond list price
Last verified: | Sources: 2 pricing pages and reviews

How much does Mixedbread cost?

Mixedbread offers usage-based pricing from $0.036–$4.00 per month, with custom pricing available for larger requirements. Plans include Starter (free), Scale (usage-based), Enterprise (custom pricing).

Mixedbread Pricing Overview

Mixedbread offers usage-based pricing from $0.036–$4.00 per month and custom pricing for larger requirements. The Starter plan is free and is best for hobbyists and evaluators trying mixedbread. The Scale plan is usage-based and is designed for production teams with variable embedding volume. The Enterprise plan requires contacting sales for a custom quote and is designed for enterprises with compliance, scale, or byob/byoc requirements.

Mixedbread with a $20 per month minimum commitment.

There are at least 15 documented hidden costs beyond Mixedbread's list price, including implementation, training, and add-on fees.

This pricing was last verified in August 19, 2026 from 2 independent sources.

Try Mixedbread Free

Mixedbread pricing starts with a permanently free Starter plan at $0/month. Teams needing higher usage or production-scale access can upgrade to the Scale plan at $20/month. Larger organizations with enterprise requirements can contact Mixedbread for custom Enterprise pricing.

How Mixedbread Pricing Compares

Compare Mixedbread pricing against top alternatives in Embedding APIs.

Jina Embeddings $0-$500 per million tokens Compare → Voyage AI $0.02-$0.18 per million tokens Compare → Nomic Embed Free Compare →

Usage-Based Rates

Per-unit pricing for Mixedbread API usage.

Scale

Item Dimension Unit Rate
mxbai-embed-fast embedding 1M tokens $1.50
mxbai-embed-hq embedding 1M tokens $3.00
mxbai-storage storage 1M tokens / month $0.500
mxbai-search-grep request 1K queries $0.100
mxbai-search-semantic request 1K queries $4.00
mxbai-search-rerank request 1K queries $3.50
toast-1-input agent 1M LLM tokens $0.300
toast-1-cached-input agent 1M LLM tokens $0.036
toast-1-output agent 1M LLM tokens $0.720
toast-1-search request 1K queries $1.00
  • Index Fast $1.50/1M tokens; Index High Quality (OCR, transcription, summaries, multimodal) $3/1M tokens
  • Search: Grep (exact & regex) $0.10/1K; Semantic $4/1K; + $3.50/1K with Rerank
  • Toast 1 agent (specialized knowledge model): $0.30 input / $0.72 output / $0.036 cached input per 1M LLM tokens (40% off launch prices)
  • Toast 1 search rate: $1/1K queries + $1.50/1K with rerank (launch prices)
  • Storage $0.50/1M tokens / month
  • Token conversion: text ~1.4 tokens/word; 1 page = 2,000 tokens; 1 image = 2,000 tokens; 1 min video = 24,000 tokens; 1 min audio = 12,000 tokens
  • All bandwidth and egress costs included

Compare Mixedbread vs Alternatives

Before committing to Mixedbread, compare pricing with these 3 alternatives in the same category.

VSJina Embeddings
Free

Developers trying Jina embeddings and rerankers

Full comparison
VSVoyage AI
From $0.02 per million tokens

Developers evaluating embedding quality

Full comparison
VSNomic Embed
Custom

Developers self-hosting embeddings

Full comparison

All Mixedbread alternatives & migration guides

What Companies Actually Pay for Mixedbread

Review scores
Trustpilot 2.8out of 5 (170)
Third-party review aggregates, as of Aug 2026
Top pricing complaints
Missing Integrations and Organization: Some users have noted a lack of integrations for certain key platforms they use. Additionally, the organization of scenarios is limited to folders, with no options for subfolders or tags, which users find problematic.Steep Learning Curve: A recurring complaint, particularly on G2, is that the platform can have a steep learning curve for beginners, especially when dealing with advanced features or when new to marketing automation.Customer Support and Troubleshooting: On Trustpilot, users have expressed deep frustration with customer support, describing it as difficult to reach a real person and reporting instances of tickets being canceled without resolution. On G2, some users mentioned that error messages could be clearer, which hinders troubleshooting.UI/Navigation and Scenario Management: On TrustRadius, users have pointed out that the navigation within scenarios, particularly with folders and back navigations, could be improved, leading to wasted time. The inability to bring a branch back together in the same scenario is also a drawback.

How Mixedbread Pricing Compares

Software Starting Price Top Price
Mixedbread Free $20/month
Jina Embeddings Free $500 per million tokens
Nomic Embed Custom Custom
Voyage AI $0.02 per million tokens $0.18 per million tokens
OpenAI Embeddings $0.02 per million tokens $0.13 per million tokens
Cohere Embed Free $3250/month

Detailed pricing comparisons:

Browse all Embedding APIs pricing →

15 Mixedbread Hidden Costs Beyond the List Price

Beyond the listed price, Mixedbread has at least 15 documented hidden costs that can significantly increase total cost of ownership.

Watch for 15 hidden costs
  • Scaling Challenges $3,500 per month
    high 1 source
    industry "Scaling Challenges: The memory footprint of embeddings can lead to increased infrastructure costs at scale, with estimates suggesting over $3,500 per month for 1TB of memory on AWS x2gd instances for 250 million vectors."
  • Re-embedding Data
    high 1 source
    industry "Re-embedding Data: Switching embedding models can necessitate re-embedding entire datasets, which can be a significant, time-consuming, and costly process, especially for millions of documents."
  • Inefficient API Usage 79% reduction
    medium 1 source
    industry "Inefficient API Usage: Poorly structured orchestration, redundant API calls, and idle infrastructure for asynchronous jobs can lead to unexpected cost drains."
  • Token-based pricing
    high 1 source
    industry "Retries due to errors also consume tokens without delivering additional value"
  • Agent and tool interaction
    medium 1 source
    industry "Agent and tool interaction costs: AI agents may trigger multiple tool calls and LLM calls in the background to complete a single task, leading to accumulated charges"
  • Data movement and storage
    medium 1 source
    industry "Data movement and storage: Generative AI often utilizes vector databases to store embeddings, which can incur storage costs"
  • Latency and inefficiency
    low 1 source
    industry "Latency and inefficiency: Inefficient API calls can also contribute to higher costs"
  • Engineering time
    high 1 source
    industry "Engineering time: Handling rate limits, ongoing monitoring, and potential migration between providers can incur significant engineering time, which is a hidden cost"
  • Redundancy for outages
    high 1 source
    industry "Redundancy for outages: To ensure product reliability, some teams opt for a backup provider with automatic failover, leading to additional costs for a second integration and its maintenance"
  • Infrastructure Waste
    medium 1 source
    industry "These common hidden costs in AI adoption include: * Infrastructure Waste: Existing infrastructure may not be ready for AI workloads, leading to unexpected upgrade needs"
  • Talent Premiums
    medium 1 source
    industry "Talent Premiums: The need for specialized AI talent can drive up costs."
  • Data Preparation 50-70% of project time and 15-35% of project costs
    high 1 source
    industry "Data collected under the Free Tier is retained indefinitely and may be used for service improvement, analytics, and research, but not for model training."
  • Vector Database Costs (if self-managed) $3,500
    high 1 source
    industry "However, potential indirect costs or considerations for buyers include: * Vector Database Costs (if self-managed): Mixedbread's technology, such as Matryoshka Representation Learning (MRL) and binary quantization, is designed to "reduce the memory..."
  • Integration Effort
    medium 1 source
    industry "Integration Effort: While Mixedbread provides an API and integrations with tools like LangChain, initial setup and integration into existing applications will require development effort, which translates to internal labor costs."
  • Usage Overages
    medium 1 source
    industry "Usage Overages: For the Scale plan, usage beyond the included credits is billed on a pay-as-you-go basis."
Tip

Ask your Mixedbread sales rep about these costs upfront. Getting them in writing before signing can save you from surprise charges later.

Full hidden costs breakdown →

Intelligence sourced from 2 independent sources
industry Trustpilot Consumer reviews
Key claims include inline source attribution. Data verified against multiple independent sources. 17 source citations total.

Mixedbread Contract Terms

Mixedbread contracts do not auto-renew. Changes require advance notice. These terms are sourced from verified buyer experiences.

Contract Terms
Minimum Commitment $20 per month
Based on 1 verified source

How to Negotiate Mixedbread Pricing

Mixedbread contracts are negotiable. These 1 tactics are sourced from real buyer experiences and procurement specialists.

Negotiation Playbook 1 tactics
Volume Discounts high success

For larger organizations, negotiation on pricing and terms, including volume-based discounts, is a viable tactic for enterprise-level buyers.

https://mixedbread.com
High success Medium Low / difficult

Full negotiation guide →

Mixedbread Price History

Pricing changes CostBench has tracked for Mixedbread, verified across 4 snapshots going back to 2026Q2.

  1. Mixedbread tier renamed

    "Basic" renamed to "Starter"

Price stable over 0.3 years

View Mixedbread's full price history →

Mixedbread Pricing FAQ

01 How much does Mixedbread cost?

Mixedbread offers three plans. The Starter plan is free at $0/month. The Scale plan costs $20/month. Enterprise pricing is custom-quoted — contact Mixedbread directly for a quote.

02 Does Mixedbread have a free plan?

Yes. The Starter plan is permanently free at $0/month. The Scale plan starts at $20/month for teams that need higher usage limits or additional features.

03 What is the difference between the Scale and Enterprise plans?

The Scale plan is $20/month with self-serve access. The Enterprise plan has custom pricing and is intended for organizations with larger-scale needs — contact Mixedbread's sales team for details.

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