AI Agent development and deployment 

Use the Agent Development Kit to build from scratch or import your existing LangGraph agents directly into watsonx Orchestrate

Screenshots of workflow deployment tab Apply Linux Patch

Build new agents—or bring your own

IBM watsonx Orchestrate gives development teams several paths to build agents and bring them to production. Agents can be created in low-code or pro-code using the Agent Development Kit (ADK). Such agents will leverage a rich set of reasoning options, such as ReAct, Flows, Collaborators, and more. Developers can also import their existing LangGraph agents directly, and immediately benefit from the enterprise-grade governance, security and observability needed to run them at scale.

Everything your agents need in production

Tool and API Integration

Implement and call tools in your agents that enable AI agents to invoke external APIs and services, thereby extending their capabilities.

Human-in-the-loop approvals

Create workflows that pause for human validation, capture context and resume automatically with audit-ready traceability.

Evaluation and regression testing

Utilize a comprehensive evaluation framework to effectively validate agent behavior, identify regressions, and ensure stability and reliability throughout lifecycle.

Automated tuning feedback loops

Establish an automated pipeline that monitors, evaluates and retrains agents to improve accuracy and effectiveness by integrating tools like OpenTelemetry and Langfuse.

Model flexibility

Use the AI Gateway to integrate multi-provider AI models into watsonx Orchestrate, with configurable routing policies that maximize flexibility and performance.

Multi-modal interaction

Build agents that interact with users through various channels and modalities, including voice and text.

AI-powered agent and tool building

Leverage the no-code AI Agent Builder to create AI agents with guided steps and templates, or build custom agents using code or visual prototyping in Langflow.

AI-powered conversational prompt engineering

Use Orchestrate Agent Architect Prompt-Tune to guide the agent creation flow.

Quickstart

Get started in minutes using the watsonx Orchestrate Agent Development Kit (ADK), Langflow, or by importing your existing LangGraph agent directly. Move from prototype to production with speed, governance and scale built in.

watsonx Orchestrate code snippets

Why developers choose watsonx Orchestrate 

Your framework and your choice

Build natively on watsonx Orchestrate using the ADK, Langflow, or Flow Builder. Or bring existing LangGraph agents directly into the platform. IBM supports the frameworks developers already use.

 

Deploy in production without starting over

Whether you built your agent on watsonx Orchestrate or somewhere else entirely, you get the same enterprise-grade security, governance, and observability. No rewrite required to go to production.

Enterprise services that work for every agent

Long-term memory, platform credentials, policy enforcement, and evaluations are available to every agent on the platform—native or imported. The control plane treats every agent equally regardless of its origin.

One place to govern everything

Native agents, imported LangGraph agents and external A2A agents all appear in a single unified dashboard. One control plane to monitor, manage, and govern your entire agent portfolio at an enterprise scale.

How it works

Connect your tools, models and data into governed agentic workflows

Define tools with the Agent Development Kit (ADK)

Build Python or OpenAPI-defined tools, validate them locally, then import directly into your Orchestrate environment.

Prototype flows visually in Langflow

Drag, drop and test agentic flows using reusable nodes and tools—all connected through the Orchestrate runtime.

Orchestrate with Agentic Workflow Builder

Add human-in-the-loop steps, branching logic and long-running flows to handle complex enterprise operations.

Deploy with confidence

Promote drafts to production with version control, policy enforcement and built-in testing gates.

Observe and optimize

Monitor agent performance, latency, and compliance in real time with Open Telemetry traces and audit-ready dashboards.

Scale securely

Deploy across hybrid environments with role-based access, identity federation and data isolation.

Take the next step

Try IBM watsonx Orchestrate at no cost or book a free live demo with an IBM expert.

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