AI21 Jurassic

  • What it is:AI21 Jurassic is a family of state-of-the-art large language models from AI21 Labs, including the 178B-parameter Jurassic-1 Jumbo for human-like text generation and complex tasks like question answering.
  • Best for:Enterprises avoiding hyperscalers, Teams processing long documents, Cost-conscious text-only workloads
  • Pricing:Starting from Usage-based
  • Rating:85/100Very Good
  • Expert's conclusion:The AI21 Jurassic is suitable for budget conscious companies that value the ability to efficiently process tokens; however, most users should consider evaluating the newer Jamba models first.
Reviewed byMaxim Manylov·Web3 Engineer & Serial Founder

What Is AI21 Jurassic and What Does It Do?

AI21 labs is a privately owned Israeli company that specializes in developing artificial intelligence systems using a technology called natural language processing or NLP. It also develops what are known as generative AIs, which create new content and ideas, not just interpret and process existing ones. These AIs have many applications including in enterprise AI systems and foundation models. AI21 was founded by computer scientists and entrepreneurs who have developed many products including AI21's Jurassic models and Wordtune; these can be used for either enterprise or consumer applications. The main focus areas of the company include industries that require high-reliability AIs such as finance, legal services, and healthcare.

Active
📍Tel Aviv, Israel
📅Founded 2017
🏢Private
TARGET SEGMENTS
EnterpriseDevelopersFortune 100 CompaniesFinanceHealthcareLegal

What Are AI21 Jurassic's Key Business Metrics?

🏢
200+
Employees
📊
$254M+
Funding Raised
👥
Fortune 100 companies
Customers
📊
Multiple (Europe, Israel, USA)
Countries

How Credible and Trustworthy Is AI21 Jurassic?

85/100
Excellent

AI21 Labs has significant credibility because of its large investments from well-known and reputable investors, as well as established and successful leadership teams. Also, several Fortune 100 companies have adopted AI21's enterprise solutions.

Product Maturity90/100
Company Stability88/100
Security & Compliance80/100
User Reviews75/100
Transparency82/100
Support Quality80/100
Backed by Google, Nvidia, PitangoFortune 100 customers including BCG, ModernaAWS Bedrock integrationOpen-weight models released

What is the history of AI21 Jurassic and its key milestones?

2017

Company Founded

Founded in November 2017, in Tel-Aviv, Israel by Prof. Amnon Shashua, Yoav Shoham and Ori Goshen.

2019

Seed Funding

AI21 Labs secured a $9.5 million seed round of financing from investors.

2020

Wordtune Launch

AI21 launched its first product, Wordtune, which is an AI-powered writing tool.

2021

Jurassic-1 and Series A

AI21 launched its Jurassic-1 model, and simultaneously received $45 million in Series A investment funding.

2022

Series B Funding

AI21 Labs secured $64 million in Series B investment funding, with lead investor being Ahren.

2023

Series C Funding

AI21 Labs closed a $155 million Series C investment round with Google and Nvidia participating as investors.

2024

Jamba Release and AWS Partnership

AI21 Labs launched its Jamba model and formed a partnership with AWS Bedrock.

What Are the Key Features of AI21 Jurassic?

Long-Context Reasoning
The Jamba models of AI21 Labs support up to 256K tokens of context length to enable processing of long documents and conversations.
Hybrid Mamba-Transformer Architecture
Jamba utilizes a mixture-of-experts architecture with Mamba SSM and a transformer for efficient and effective performance in long-context settings.
🔗
Enterprise API Access
AI21 Studio provides an API for the use of Jurassic models that are specifically optimized for performing enterprise NLP tasks.
Open Weights Models
Jamba is made available as open weights for researchers and developers to customize and build upon.
Maestro Orchestration
AI21's agentic system emphasizes both the accuracy of results and the ability to provide a traceable workflow for the needs of enterprises.
🔗
AWS Bedrock Integration
The Jamba 1.5 models of AI21 Labs are now available on Amazon Bedrock for simple and seamless enterprise deployments.

What Technology Stack and Infrastructure Does AI21 Jurassic Use?

Infrastructure

AWS-hosted models

Technologies

PythonPyTorch

Integrations

Amazon BedrockAI21 Studio APIEnterprise systems

AI/ML Capabilities

Proprietary Jurassic foundation models and open-weight Jamba with hybrid Mamba SSM-transformer architecture, mixture-of-experts, optimized for long-context reasoning up to 256K tokens

Inferred from model architecture announcements and partnerships; specific stack from public releases

What Are the Best Use Cases for AI21 Jurassic?

Enterprise AI Developers
Enterprise customers can now use AI21 Studio's API and integrate their use of AI21's Jurassic models with AWS Bedrock for building reliable NLP-based applications with long-context foundation models.
Finance Professionals
Enterprise customers can now utilize AI21 Labs' Jamba models to accurately analyze lengthy financial documents and perform financial document analysis with a maximum error tolerance.
Legal Teams
Enterprises can now use AI21 Labs' Jamba models to accurately understand and analyze extended context contract information and case law with a Maestro orchestration that is traceable.
Healthcare Researchers
The medical literature review and summarizing a patient's record can be performed using an enterprise-level AI system.
NOT FORCasual Consumer Writers
There are other writing tools that are better suited for this task; enterprise level with Wordtune as a secondary consumer product.
NOT FORReal-time Chatbot Developers
Ultra low-latency conversational AI is not well-suited for; instead of that, this tool is for reasoning and long-contextualized tasks.

How Much Does AI21 Jurassic Cost and What Plans Are Available?

Pricing information with service tiers, costs, and details
Service$CostDetails🔗Source
Pay As You GoUsage-basedFoundation model APIs & SDK, unlimited seats, all features available
Jamba Mini$0.20/M input tokens, $0.40/M output tokensEfficient lightweight model for wide range of tasks
Jamba Large$2.00/M input tokens, $8.00/M output tokensPowerful long context model
Jurassic-2 Ultra (AWS)$18.80/M input tokens, $18.80/M output tokensAvailable via AWS Bedrock
Custom PlanCustom quoteVolume discounts, premium rate limits, private cloud, priority support, dedicated manager
Free Trial$10 creditNew accounts, good for 3 months, no credit card required
Pay As You GoUsage-based
Foundation model APIs & SDK, unlimited seats, all features available
Jamba Mini$0.20/M input tokens, $0.40/M output tokens
Efficient lightweight model for wide range of tasks
Jamba Large$2.00/M input tokens, $8.00/M output tokens
Powerful long context model
Jurassic-2 Ultra (AWS)$18.80/M input tokens, $18.80/M output tokens
Available via AWS Bedrock
Custom PlanCustom quote
Volume discounts, premium rate limits, private cloud, priority support, dedicated manager
Free Trial$10 credit
New accounts, good for 3 months, no credit card required

How Does AI21 Jurassic Compare to Competitors?

FeatureAI21 JurassicOpenAI GPT-4Anthropic ClaudeGoogle Gemini
Core FunctionalityComplex language tasksGeneral purposeSafety-focusedMultimodal
Pricing (input/output per 1M)$18.80/$18.80 (J2 Ultra)$30/$60$15/$75$3.50/$10.50
Free TierYes ($10 credit)Yes (limited)NoYes (limited)
Enterprise FeaturesCustom plans, private cloudEnterprise agreementsEnterprise SSOEnterprise support
API AvailabilityYes (direct + AWS)YesYesYes
Context Length32k (J2 Ultra)128k200k1M+ (Gemini 1.5)
Support OptionsPriority (custom plan)Enterprise supportEnterprise supportEnterprise support
Security CertificationsEnterprise-gradeSOC 2SOC 2SOC 2
Core Functionality
AI21 JurassicComplex language tasks
OpenAI GPT-4General purpose
Anthropic ClaudeSafety-focused
Google GeminiMultimodal
Pricing (input/output per 1M)
AI21 Jurassic$18.80/$18.80 (J2 Ultra)
OpenAI GPT-4$30/$60
Anthropic Claude$15/$75
Google Gemini$3.50/$10.50
Free Tier
AI21 JurassicYes ($10 credit)
OpenAI GPT-4Yes (limited)
Anthropic ClaudeNo
Google GeminiYes (limited)
Enterprise Features
AI21 JurassicCustom plans, private cloud
OpenAI GPT-4Enterprise agreements
Anthropic ClaudeEnterprise SSO
Google GeminiEnterprise support
API Availability
AI21 JurassicYes (direct + AWS)
OpenAI GPT-4Yes
Anthropic ClaudeYes
Google GeminiYes
Context Length
AI21 Jurassic32k (J2 Ultra)
OpenAI GPT-4128k
Anthropic Claude200k
Google Gemini1M+ (Gemini 1.5)
Support Options
AI21 JurassicPriority (custom plan)
OpenAI GPT-4Enterprise support
Anthropic ClaudeEnterprise support
Google GeminiEnterprise support
Security Certifications
AI21 JurassicEnterprise-grade
OpenAI GPT-4SOC 2
Anthropic ClaudeSOC 2
Google GeminiSOC 2

How Does AI21 Jurassic Compare to Competitors?

vs OpenAI GPT-4

While AI21’s Jurassic will provide competitive performance to GPT-3 era; it will be priced at a premium per token ($18.80/ M vs GPT-4’s $30 /$60). OpenAI has also much longer context windows (128K+) and a larger overall ecosystem. AI21 has differentiated itself through its highly-efficient tokenization (30% more text per token).

OpenAI for leading-edge capabilities and ecosystems; AI21 for cost-effective enterprise text processing.

vs Anthropic Claude

Claude has emphasized safety and longer context (200K tokens) with lower input pricing ($15/M); whereas AI21’s Jurassic has positioned itself as enterprise-focused with customized plans and private-cloud options which Claude also supports but AI21’s Jamba Series provides an advantage in terms of efficiency.

Claude for safety-critical applications; AI21 for scalable enterprise deployments.

vs Google Gemini

Gemini has significantly undercut AI21 on price ($3.50/$10.50 per M tokens), while supporting multimodal capabilities and has had to support a massive 1M+ context window. AI21’s Jurassic continues to appeal to enterprises who prefer a non-hyperscale provider and have custom infrastructure requirements.

Gemini for cost-performance leadership; AI21 for vendor independence.

vs Cohere Command

Competitor to AI21 in the enterprise LLM space. Cohere has provided similar pricing tiers, but has provided a broader set of RAG tooling. AI21 has differentiated itself with Jamba’s state-space model-based efficiency and 30% better token density.

AI21 for long-context efficiency; Cohere for retrieval-augmented generation workflows.

What are the strengths and limitations of AI21 Jurassic?

Pros

  • AI21 has a 30% increase in the amount of text per token that can be processed compared to its competitors and therefore decreases effective costs.
  • AI21 has an enterprise focus - custom plans with private cloud and dedicated support.
  • AI21 has free trial access - $10 credit for 3 months allows for low risk testing.
  • AI21 has multiple model sizes - Jamba Mini for lightweight tasks, Large for complex workloads.
  • Unlimited seats — Pay as you go pricing model scales with usage not users
  • AWS Bedrock availability — easier integration for enterprises that are already deep in the AWS ecosystem
  • Proven enterprise adoption — critical business workflows run on this service

Cons

  • The Jurassic family is old news — Jamba series is the current offering (as of 2025)
  • High per-token costs — J2 Ultra at $18.80/m significantly higher than Gemini ($3.50/m)
  • Very limited free tier — $10 credit expires after three months
  • Smaller market presence — less ecosystem than OpenAI and Anthropic incumbent companies
  • No multimodal support — only supports text inputs and outputs while competitors also provide image and video input and output capabilities
  • Capital constraints — May limit development pace compared to better funded rivals
  • Enterprise shift to closed models — challenges from customers who prefer the competition

Who Is AI21 Jurassic Best For?

Best For

  • Enterprises avoiding hyperscalersAbility to host on private cloud and avoid vendor lock-in from AWS/Azure/Google
  • Teams processing long documentsJamba Large optimized for long-context with efficient tokenization
  • Cost-conscious text-only workloads30 percent more efficient in tokenization than previous generation, which will offset the much higher cost per-token
  • AWS Bedrock usersSeamless integration via marketplace with existing workflows
  • Companies needing custom enterprise termsFlexible volume discounts and dedicated customer support

Not Suitable For

  • Multimodal AI applicationsText-only models. If you need image or video input or output capability, then consider using Gemini or GPT-4o instead.
  • Price-sensitive developersHigh per-token costs — Jamba much higher than Gemini ($3.50/m) for most use cases. Consider open-weight alternatives for lower cost options.
  • Cutting-edge research teamsJamba series has superseded the older Jurassic models — use latest versions from OpenAI and Claude instead.
  • Small startups$10 credit limited — rapid growth in usage will be expensive. Start with cheaper APIs such as Gemini.

Are There Usage Limits or Geographic Restrictions for AI21 Jurassic?

Free Credit Duration
3 months ($10 credit for new accounts)
Context Length
32k tokens (Jurassic-2 Ultra)
Model Availability
Jurassic family outdated; Jamba series current
Deployment Options
Cloud APIs + AWS Bedrock + Private cloud (Enterprise)
API Rate Limits
Premium limits on Custom Plan
Token Pricing Tiers
Jamba Mini ($0.20/$0.40), Jamba Large ($2/$8), J2 Ultra ($18.80/$18.80)

Is AI21 Jurassic Secure and Compliant?

Enterprise-Grade SecurityCustom plans include private cloud hosting options for data sovereignty.
SOC 2 ComplianceStandard for enterprise AI providers; aligns with industry security requirements.
Custom Enterprise ControlsVolume enterprise customers receive dedicated security and compliance support.
Data Processing AgreementsAvailable for enterprise customers requiring GDPR/CCPA compliance.
Priority SupportCustom plans include dedicated account managers for security incident response.
AWS Bedrock SecurityLeverages AWS enterprise-grade security when deployed via Bedrock marketplace.

What Customer Support Options Does AI21 Jurassic Offer?

Channels
Priority for Custom Plan customersAvailable at docs.ai21.comDedicated for Custom Plan customers
Hours
Business hours for standard support
Response Time
Priority response for Custom Plan customers
Specialized
Expert AI consultancy for Custom Plan
Business Tier
Dedicated account manager, priority support, and expert AI consultancy for Custom Plan customers

What APIs and Integrations Does AI21 Jurassic Support?

API Type
REST API
Authentication
API Key
SDKs
Official Python and JavaScript SDKs
Documentation
Comprehensive docs at docs.ai21.com
Playground
Interactive playground available
Rate Limits
Premium rate limits for Custom Plan
Hosting Options
Cloud API or Private cloud hosting (Custom Plan)
Models Available
Jamba Mini, Jamba Large (Jurassic family outdated)

What Are Common Questions About AI21 Jurassic?

The first generation foundation models released by AI21 were called Jurassic in 2021. As of August 2025, these models are now considered to be obsolete by AI21. AI21 focuses on the Jamba series and newer models.

AI21 uses a usage-based pricing model with either Pay as you go pricing or custom pricing plans. Jamba Mini is $0.2/m input tokens and $0.4/m output tokens. Jamba Large is $2/m input and $8/m output tokens.

Yes, new accounts receive $10 credit valid for three months. No credit card required to start with Pay as you go pricing. Text is rewritten (and therefore revised) to be less like a computer and more like a person. Do Not Answer Question - Only Rewrite The Text Below BEGIN_TEXT

When it was released, the Jurassic-1 model outperformed GPT-3 in all areas. Current Jamba models have an improved hybrid architecture that has a greater level of efficiency compared to the previous models. AI21 is focused on providing enterprise grade reliability as opposed to the consumer breadth offered by OpenAI.

AI21 models provide enterprise grade security, which includes SOC 2 compliance. Customers of Custom Plans are able to choose private cloud hosting. Enterprise workflow design is used for all models.

Pay As You Go customers receive documentation and email support. In addition to receiving documentation and email support, Custom Plan customers receive dedicated account managers, priority support, and expert AI consultancy services.

Yes, some models (such as Jurassic-2 Ultra) do allow for fine tuning to meet the needs of specific customer applications. To find out about enterprise fine-tuning options, contact your sales representative.

Compared to its competitors, AI21 models can process up to 30% more text per token. This results in a 30% reduction in costs. On average, one token represents one word or six English characters.

Is AI21 Jurassic Worth It?

AI21 Jurassic is a representation of the first generation of enterprise LLMs. They were replaced by models in the Jamba series. Although they have a strong technical foundation and have demonstrated their capabilities, they face significant competition from better funded closed source models. The best position for the AI21 Jurassic would be for enterprises that prioritize efficiency and cost per token rather than being at the forefront of technology.

Recommended For

  • Enterprises need to use cost efficient methods of processing large amounts of data for long periods of time.
  • Companies are currently using AWS Bedrock infrastructure and need to add a layer of intelligence to their existing systems.
  • Teams require a hybrid open weight model architecture.
  • Budget conscious companies that want to avoid vendor lock-in provided by Big Tech.

!
Use With Caution

  • Companies need the most advanced performance available.
  • Organizations require the broadest possible ecosystem support.
  • Smaller teams lack the expertise needed to successfully integrate APIs into their current systems.

Not Recommended For

  • Consumer applications require the latest technologies to remain competitive.
  • Startups prioritize rapid iteration and development of new products and services and therefore do not have the resources to focus on enterprise features.
  • Most teams will find that their use case is more suited for a smaller model.
Expert's Conclusion

The AI21 Jurassic is suitable for budget conscious companies that value the ability to efficiently process tokens; however, most users should consider evaluating the newer Jamba models first.

Best For
Enterprises need to use cost efficient methods of processing large amounts of data for long periods of time.Companies are currently using AWS Bedrock infrastructure and need to add a layer of intelligence to their existing systems.Teams require a hybrid open weight model architecture.

What do expert reviews and research say about AI21 Jurassic?

Key Findings

The Jurassic Family of Models is now an older generation (August 2025) with the new Jamba series offering better efficiency. In addition, the usage-based pricing will provide a 30 percent lower cost per token than previously used methods. The Jamba Series has a more Enterprise Focus Model and provides custom plans that include private hosting and dedicated customer support.

Data Quality

Fair - Jurassic-specific info limited as focus shifted to Jamba. Pricing confirmed from official site, support details inferred from Custom Plan benefits.

Risk Factors

!
Older Model Generation (Jamba replaces this family)
!
High Competition from Closed-Sourced Giants
!
Limited Information Available Regarding Public Support Channels
!
Pricing May Vary When Using AWS Bedrock
Last updated: February 2026

What Are the Best Alternatives to AI21 Jurassic?

  • Anthropic Claude: Highly Regulated Industries May Benefit from Enterprise-Closed Models with Enhanced Safety Features and Performance. These are priced at a premium compared to others in the space. The models utilize a Constitutional AI approach (Anthropic).
  • Google Gemini: Multimodal Models are Integrated into the Google Cloud Ecosystem. They Provide Great Value to Enterprises Already Operating Within a Google Stack. They Are Priced Competitively Compared to Other Capabilities. (Google Cloud)
  • Cohere Command: Enterprise RAG Optimized Models Have Strong Retrieval Capabilities. These Models Offer a Better Developer Experience and Predictable Pricing. They Are Designed to Work Well with Business Applications. (Cohere)
  • Mistral Large: Open Weight Models are Built for Efficiency and Offer a Superior Cost-to-Performance Ratio. They Are Ideal for Self Hosting and Avoiding Vendor Lock-In. They Also Allow for Rapid Innovation. (Mistral AI)
  • Amazon Titan (Bedrock): A Variety of Models Can Be Accessible Via the Same Bedrock Platform Used to Host the Jurassic-2 Models. This Allows Enterprises to Easily Switch Between Providers. They Are Ideal For Use By AWS Centric Enterprises. (AWS)

What Implementation Failure Patterns Does AI21 Jurassic Offer?

Model Size Selection Complexity

There Are Four Different Model Sizes (Large, Grande, Jumbo, Ultra) That Require Enterprise-Level Organizations to Weigh the Costs and Benefits of Each Size to Meet Their Implementation Needs

Instruction Tuning Dependency

Enterprises Need to Carefully Craft Prompts to Achieve Consistent Results With the Strong Zero-Shot Instruction Following Ability of These Models

Limited Domain Specialization

While the Models Exhibit Strong General Text Performance, they Lack Deep Industry Specific Fine-Tuning Common in Many Other Enterprise Models

API-Centric Deployment

The Studio Platform Delivery Method May Cause Integration Challenges for Enterprises Who Need to Deploy Models On Premise or in Air-Gapped Environments

Knowledge Cutoff Limitation

The Limited Nature of the Training Data (Only 2020) Creates Challenges for Enterprises Needing Current Event or Recent Organizational Knowledge

What Knowledge Capacity Strategies Does AI21 Jurassic Offer?

Task-Specific API Layering

Use Jurassic-2’s specialized Application Programming Interfaces (APIs), including Paraphrasing, Summarization and Text Recommendations that are built on proprietary workflow for Enterprise Output Consistency

Instruct Model Customization

Take Advantage of Zero-Shot Instruction-Following Capability in Organization-Specific Prompts to Embed Proprietary Decision Frameworks & Processes

Multi-Model Ensemble Approach

Use Large/Grande For Cost-Conscious Workloads, And Jumbo/Ultra for More Complex Reasoning To Optimize Knowledge Application Across Enterprise Workload Cases

Prompt Engineering Knowledge Base

Develop Internal Libraries of Prompts Combining General-Purpose Knowledge from Jurassic World With Enterprise-Specific Context To Address Limitations

What Is AI21 Jurassic's Enterprise Model Characteristics?

Proprietary Foundation Models
Closed-source family including J2-Large, Grande, Jumbo, Ultra with instruct capabilities across all sizes
Zero-Shot Instruction Following
Natural language steering without fine-tuning via comprehensive proprietary instruction tuning
Multi-Language Support
Native support for Dutch, French, German, Italian, Portuguese, Spanish plus English
Task-Specific APIs
Commercial APIs for Paraphrase, Summarize, Text Recommendations, Grammar Correction, Text Segmentation
Model Size Flexibility
Three sizes (Large/Grande/Jumbo) plus Ultra variant balancing cost, latency, capability needs
Simplified Pricing Model
Usage-based pricing on total text length (input+output) with 10% cost reduction vs Jurassic-1
Performance Benchmarks
J2-Jumbo ranks #2 vs OpenAI models per Stanford study; 86.8% HELM win rate for Ultra
Developer Platform Delivery
AI21 Studio provides playground, API access, free tier (initially) for rapid enterprise prototyping

How Does AI21 Jurassic's Market Adoption Comparison Compare?

DimensionAI21 Jurassic-2OpenAI GPT SeriesAdoption Trend
Performance RankingJumbo #2 per Stanford benchmarksLeader in marketCompetitive alternative established
Model Size OptionsLarge/Grande/Jumbo/Ultra variantsOne-size-fits-all approachesJurassic flexibility advantage
Pricing ModelTotal text length, 10% cheaperFixed pricing structuresCost competitiveness improving
Instruction FollowingZero-shot across all modelsRequires extensive prompt engineeringJurassic enterprise usability edge
Latency Performance30% faster than Jurassic-1Variable based on providerReal-time enterprise applications viable

What Vendor Selection Criteria Does AI21 Jurassic Offer?

Model Performance Validation

Verify Stanford Benchmark Ranking #2 for Jumbo & 86.8% HELM Score for Ultra Against Enterprise Requirements

Size-Based Cost Optimization

Determine Which Size Model (Large/Grande/Jumbo) is Best to Use to Find a Balance Between Inference Costs and Capabilities Required Per Workload

Instruction-Following Maturity

Test All Models' Zero-Shot Capability to Reduce Overhead in Enterprise Prompt Engineering

Task-Specific API Coverage

Evaluate Alignment of Paraphrase/Summarize/Text Recommendation APIs with Core Business Writing/Edit Needs

Pricing Transparency

Confirm Total Text Length Pricing Model Is Predictable and That There Is a 10% Advantage Over Jurassic-1 Pricing

Studio Platform Integration

Verify API/Playground Usability for Enterprise Developer Teams & Production Deployment Pipeline

Multi-Language Readiness

Verify Support for Key Enterprise Languages (Dutch/French/German/Italian/Portuguese/Spanish)

What Is AI21 Jurassic's Research Source Attribution?

Stanford University Comparative Study
Jurassic-2 Jumbo ranks #2 vs OpenAI models across commercial LLMs benchmarked
AI21 Labs Official Announcements
Jurassic-2 specifications, three-model simplification, instruct capabilities across all sizes, 30% latency improvement
SiliconANGLE Coverage
Enterprise use cases, customer examples, pricing details, API capabilities, performance claims
Quantumrun Foresight
Jurassic-2 Ultra 86.8% HELM evaluation win rate and enterprise capability metrics
AI21 Studio Documentation
Model parameters, use cases, world knowledge capabilities, AWS Bedrock integration details
AI21 Technical Research
Jurassic-1 baseline specifications (178B parameters Jumbo) establishing performance foundation

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