Defining AI Agents: The Workflow Test

✍️ OpenClawRadar📅 Published: April 18, 2026🔗 Source
Defining AI Agents: The Workflow Test
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A Reddit post on r/openclaw argues that many products marketed as "AI agents" are essentially chatbots with better branding and a to-do list feature. The author proposes a concrete test to distinguish between a chatbot and a true agent: can it autonomously complete a multi-step workflow across different applications?

The Proposed Test

The source material specifies the test's criteria. A true AI agent should be able to execute a complete workflow without requiring the user to manually copy and paste data between applications. The value is considered limited if this manual intervention is still necessary.

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Example Workflow

The post provides a specific example of the type of cross-tool workflow an agent should handle:

  • Email triage
  • Scheduling a meeting
  • Saving notes from that meeting
  • Updating a related task in a project management tool

The core technical distinction hinges on the system's ability to understand context, make decisions, and execute actions across disparate software interfaces (APIs, CLIs, UIs) to achieve a stated goal, rather than just responding to prompts within a single conversational interface.

The discussion seeks input from teams using these tools in production environments on how they define the line between a chatbot and an agent.

📖 Read the full source: r/openclaw

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👀 See Also