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Foundation models and AI systems for enterprise workflows

AI21 Labs is an enterprise AI platform for building and deploying foundation models and agentic AI systems.

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About AI21 Labs

Users interact with AI21 through its API and the Maestro orchestration product, which coordinates multi-agent workflows across enterprise tasks such as compliance monitoring, document search, and product description generation. Maestro allows teams to build, audit, and deploy AI agents with structured RAG and parallel subagent execution, targeting production-grade deployments rather than prototype environments.

The platform specifically highlights Maestro's ability to fix blind spots in standard RAG pipelines through structured retrieval methods, and its support for agentic trajectories, state mutation, and the Model Context Protocol (MCP) for connecting agents to external tools like Jira and Notion. Case studies on the site include a global aerospace company reducing FAA document search time and French retailer Fnac Darty using the platform for product description generation.

AI21's primary audience is enterprise engineering and AI teams building internal workflows in industries such as financial services, healthcare, and aerospace. Pricing details are not publicly listed on the site; prospective customers appear to go through a sales or contact process, suggesting enterprise contract pricing. Competitors in the enterprise foundation model and agentic AI space include Cohere, Mistral AI, and enterprise tiers of OpenAI and Anthropic.

The platform exposes capabilities via API and supports integration with external tools through MCP. Technical content on the site covers deployment topics such as vLLM scaling, CUDA-level debugging, and caching strategies for agentic pipelines, indicating the product is oriented toward teams with engineering resources.

Features

AI

  • Deep Research Agents

    Agent-based research capabilities that achieve state-of-the-art performance on research tasks as described in Maestro's deep research agent benchmarks.

  • Maestro Agentic Orchestration Layer

    An orchestration layer that coordinates multi-agent pipelines to produce accurate, auditable, and reliable enterprise AI workflows.

  • RAG Accuracy Fix (Structured RAG)

    Addresses blind spots in retrieval-augmented generation by applying structured approaches to reduce hallucinations and improve answer reliability.

Analytics

  • AI Agent Auditability

    Enables enterprises to build AI agents that can be trusted, audited, and deployed by providing traceable and deterministic outputs.

Automation

  • Parallel Subagent Execution

    Supports running multiple subagents simultaneously in isolation to improve performance and unlock parallel processing in agentic pipelines.

  • Product Description Generation

    Automates the generation of product descriptions at scale, as deployed by Fnac Darty to accelerate content production.

Core

  • Caching in Agentic LLM Pipelines

    Reproduces variance and manages caching within agentic LLM pipelines to improve consistency and efficiency of AI system outputs.

  • Foundation Models

    Enterprise-grade foundation models purpose-built to power critical business workflows with scalable and accurate language understanding.

Integration

  • AG-UI Agent Interface Layer

    Provides a structured UI layer beyond chat interfaces that acts as glue between agent applications and end users for production-grade deployments.

  • Model Context Protocol (MCP) Support

    Integrates with MCP, a standardized protocol for connecting AI applications to external tools such as Jira and Notion.

Security

  • Compliance Monitoring

    An AI-powered use case that monitors compliance documents, demonstrated by cutting FAA document search time for an aerospace customer.

Preview

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Pricing Plans

Free Trial

Free

$10 credits for 7 days, no credit card needed to get started

  • $10 free credits for 7 days
  • No credit card required
  • Access to Foundation Model APIs & SDK
  • Unlimited seats

Pay As You Go

Contact sales

Usage-based pricing for individuals and teams accessing all features without a commitment

  • Usage-based pricing
  • Foundation Model APIs & SDK
  • Unlimited seats
  • Access to Jamba Mini and Jamba Large models

Custom Plan

Contact sales

For companies looking to scale or requiring custom implementation and dedicated support

  • Everything in Pay As You Go
  • Volume discounts
  • Premium API rate limits
  • Private cloud hosting
  • Priority support
  • Dedicated account manager
  • Expert AI consultancy

AI Panel Reviews

AI panel reviews are being generated for this product.

Buyer Questions

Common questions answered by our AI research team

Features

What industries does AI21 Labs support?

AI21 Labs supports Finance, Healthcare, Tech, Defense, and Manufacturing industries.

Features

How does Maestro reduce hallucinations in AI workflows?

Maestro is a high-accuracy AI orchestration system with built-in validation, and the platform is specifically designed to reduce hallucinations and enable deterministic outputs in RAG and multi-agent pipelines.

Security

Are AI21 Labs outputs auditable and traceable?

Yes. Every decision the system makes is traceable and auditable, with transparency built into the AI stack as a core system foundation.

Setup

Does AI21 Labs offer custom AI solutions built to my data?

Yes. AI21 Labs offers Custom AI Solutions built by AI21 experts and tuned to your data and use case, covering architecture design through post-deployment optimization.

Features

What foundation models does AI21 Labs offer?

AI21 Labs offers the Jamba family of open foundation models, designed for efficient long-context processing with reliable, secure outputs for enterprise AI workflows.

Product Information

  • Pricing

    Contact for pricing

Platforms

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Resources

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