Multi-agent workflows

Several AI agents with different roles can work together on one task, handing work to each other or being directed by a lead agent.

What it is

A multi-agent workflow uses more than one AI agent on a single job, each with its own role and instructions. One agent might research a lead, a second might write an email and a third might check the draft against your tone of voice before anything is sent. They hand work to each other, or a coordinating agent decides who does what. Botpress, ChatGPT, Claude, Dust, Lindy, Microsoft Copilot Studio, Relevance AI and Zapier Agents are listed with this feature.

Why it matters

Splitting a job into steps often gives more reliable results than asking one assistant to do everything at once, and it lets you test and fix each step on its own. You need it for processes with several distinct stages, such as lead handling, reporting or content production. For a simple task like answering one type of question, a single agent is easier to run and cheaper to keep an eye on.

What to check

  • Ask how the agents pass information to each other and whether you can see each step.
  • Test a workflow with a deliberate mistake in the first step to see whether later agents catch it.
  • Check whether a person can approve or stop the work at a chosen point.
  • Find out how usage is counted, because several agents on one task can use far more than one.

Tools with Multi-agent workflows

  • ChatGPT logo
    Tool
    Answers questions, writes, researches, analyses and codes via web and desktop apps with built-in search and grounding.

    AI agents

    From $8/moFree plan
  • Botpress logo
    Tool
    Builds AI agents that automate customer support conversations using a visual interface and knowledge base.

    AI agents

    From $150/mo yearlyFree plan
  • Dust logo
    Tool
    Builds custom AI agents grounded in your company data and all connected business tools.

    AI agents

    From €24/mo yearlyFree plan
  • Relevance AI logo
    Tool
    Builds and deploys AI agents and multi-agent workflows for automating business tasks at scale.

    AI agents

    From $19/mo yearly
  • Claude logo
    Tool
    Answers questions, writes, researches, analyses and codes via web and desktop apps with built-in search and grounding.

    AI agents

    From $16.67/mo yearlyFree planAffiliate link
  • Zapier Agents logo
    Tool
    Create AI agents that carry out business tasks across thousands of connected applications automatically.

    AI agents

    From $33.33/mo yearlyFree plan
  • Microsoft Copilot Studio logo
    Tool
    Build and deploy AI agents for Teams, SharePoint, and custom websites using a low-code designer.

    AI agents

    From $200/mo
  • Lindy logo
    Tool
    Builds AI agents that automate recurring work across email, calendar, CRM and Slack without code.

    AI agents

    From $29.99/mo

In AI agents ranking order; the number is each tool's place. Some of this is collected from public sources and not yet checked by us.