AI21 Labs

AI21 Labs is an Israeli company specializing in NLP and the development of advanced AI systems that can understand and generate natural language. It provides foundation models and AI solutions tailored for enterprise use.

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What is?

AI21 Labs was founded in November 2017 by Yoav Shoham, Ori Goshen, and Amnon Shashua. The company focuses on developing LLMs and generative AI solutions that can be integrated into various enterprise applications. Their models, such as Jurassic-1, Jurassic-2, and Jamba, are designed to handle complex NLP tasks including text generation, summarization, and question answering.

AI21 Labs' models are built on advanced architectures like the hybrid Mamba SSM transformer, which uses a mixture of experts to improve performance and efficiency. These models support multiple languages and are optimized for different use cases, from low-latency processing to complex reasoning tasks.

Why is important?

  • Enterprise-Grade AI: AI21 Labs' models are designed for production use, providing accurate, reliable, and scalable generative AI solutions tailored to specific enterprise needs.
  • Advanced NLP Capabilities: The company's models excel in complex NLP tasks such as text generation, summarization, and question answering, making them valuable for various business applications.
  • Multilingual Support: AI21 Labs' models support multiple languages, including English, Spanish, French, German, Portuguese, Italian, Dutch, Arabic, and Hebrew, which is particularly useful for global businesses.

How to use

  • Model Selection: Choose the appropriate model based on the specific task. For example, Jamba 1.5 Large for complex reasoning tasks, Jamba 1.5 Mini for low-latency processing, or Jurassic-2 for advanced text generation tasks.
  • API Integration: Integrate the selected model using AI21 Labs' API. This can be done through platforms like Amazon Bedrock or directly through AI21 Labs' own platform, allowing for seamless integration into enterprise applications or Promptitude. ;-)
  • Customization: While fine-tuning is not currently supported for some models, AI21 Labs provides tools and expertise to help enterprises adapt these models to their specific needs. The company also offers a RAG engine that grounds AI responses in the enterprise's proprietary data.
  • Deployment: Deploy the models on various infrastructure options, including cloud services like Google Cloud or Amazon Web Services, or on-premises environments. AI21 Labs offers flexible deployment options and dedicated support for optimizing real-world implementations.

Examples

  • Automated Document Summarization for Financial Services: A financial services company uses AI21 Labs' Jamba 1.5 Large model to summarize complex financial reports and market analyses. The model processes lengthy documents, extracting key points and generating concise summaries that include critical information such as financial performance metrics, market trends, and regulatory updates.

    This automation saves time for analysts and ensures that decision-makers have accurate and up-to-date information to make informed decisions. For instance, when a new quarterly report is released, the system uses Jamba 1.5 Large to summarize the report, highlighting key financial indicators, risks, and opportunities, and providing a summary that is both accurate and contextually relevant.

Additional Info

Understanding AI21 Labs Models and Their Functionality

Promptitude allows you to seamlessly integrate AI21 Labs with Amazon Bedrock API, supporting models from the Jurassic 2 family.

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