Enterprise AI is at a crossroads. While proofs of concept show promise, most fail to transition into production due to one critical gap: today’s AI can generate content, but it struggles to reason, plan, and execute reliably. That’s why AI21 is integrating Maestro with NVIDIA NIM—giving enterprises a self-hosted AI solution that is powerful, flexible, and production-ready.

Beyond Prompting: AI That Plans, Simulates, and Executes

Traditional AI approaches fall short when deployed in real-world enterprise environments:

  • “Prompt and Pray” Methods: LLMs generate responses probabilistically, but they lack consistency, control, and validation.
  • Hard-Coded Chains: Rule-based workflows provide predictability but are fragile and inefficient when business needs evolve.

AI21 Maestro is an AI Planning & Orchestration System that dynamically orchestrates, reasons, and executes multi-step workflows with precision. Unlike standalone LLMs, Maestro selects the right AI model, validates decisions, and ensures execution aligns with enterprise requirements.

Why Self-Hosted AI Matters

The demand for self-hosted AI is rising as enterprises recognize the limitations of cloud-only AI services:

  • Data Sovereignty
    Industries like finance, healthcare, and government require AI solutions that keep data within secure environments.
  • Performance & Cost Efficiency
    On-premises AI avoids unpredictable cloud expenses and allows businesses to optimize GPU utilization.
  • Control & Customization
    Enterprises need AI that aligns with their workflows—not a one-size-fits-all cloud API.

AI21 Maestro, deployed in your private cloud or on-prem infrastructure, gives enterprises full control over their AI while maintaining high performance and reliability.

Seamless Self-Hosting with NVIDIA NIM

By integrating with NVIDIA NIM microservices, Maestro provides enterprises with a scalable and adaptable AI infrastructure:

  • Optimized AI Execution
    Maestro dynamically selects the best AI model for each task—whether it’s an LLM for text generation, an embedding model for retrieval, or a reasoning model for structured decision-making.
  • Enterprise-Grade Performance
    NVIDIA NIM ensures low-latency, high-efficiency inference, while Maestro orchestrates AI-driven workflows with observability and control.
  • Self-Hosted AI with Full Compliance
    Deploy Maestro on-premises or in your VPC, ensuring enterprise security, privacy, and regulatory alignment.

With pre-optimized containers and efficient GPU utilization, NVIDIA NIM streamlines AI deployments, making self-hosted AI as seamless as possible.

How Maestro + NVIDIA NIM Transforms AI in Enterprises

Here’s how this integration enables AI that actually delivers:

What You NeedWhat the System DoesWhy It Matters
Accurate AI analysisMaestro selects the right model and validates outputsNo more embarrassing AI errors in high-stakes decisions
Optimized infrastructureNVIDIA NIM fine-tunes GPU utilizationBetter performance without overspending on hardware
Data security & complianceSelf-hosted deployment keeps everything localEnsures regulatory compliance and protects sensitive data
Cost efficiencyMaestro dynamically manages resourcesPredictable AI costs that scale with demand

From Experiments to Enterprise AI That Works

For AI to move beyond experimentation, it must perform reliably in mission-critical environments. With Maestro and NVIDIA NIM, enterprises can:

  • Automate financial risk analysis with traceable, adaptive AI workflows.
  • Deploy AI-powered customer interactions that improve dynamically.
  • Build AI agents that execute complex tasks with enterprise-grade precision.

Real Talk from the Experts

“As AI moves rapidly into production, enterprises need high-performance inference to power AI agents and reasoning,” says Amanda Saunders, Director of Generative AI Software at NVIDIA. “AI21’s integration with NVIDIA NIM microservices provides a flexible option for deploying NVIDIA-optimized AI models.”

Ori Goshen, Co-CEO of AI21, adds: “Enterprises need AI solutions they can trust to execute complex tasks, not just generate responses. Maestro ensures AI aligns with strategic goals—delivering accuracy, efficiency, and control while integrating seamlessly into existing AI infrastructure.”

Get Early Access

Be among the first to deploy AI agents that don’t just generate responses but execute with intelligence. Sign up for Maestro early access today.