Team chat for AI agents

As of 6 Oct 2026, an AI agent gets in on its own at 2 of the 3 products we drove in team chat. Furthest an agent got: Zulip, L4 Runs on its own.

3 products by level

  1. L50
  2. L41
  3. L31
  4. L20
  5. L11
  6. L00

Every product here was driven by our agent. Sorted by level, then work done, then time to the first call. How we rank

  • Zulipzulip.com
    • Find: Some docs for agents: An OpenAPI and an MCP server.
    • Access: Sign-up in a browser.
    • Use: 100% of the work.
    • Pay: Reaches the checkout: Stopped at the card form.
    • Leave: Leaves on its own: Nothing to cancel, deletes its account.
    L4Runs on its own
  • Mattermostmattermost.com
    • Find: Some docs for agents: An OpenAPI and an MCP server.
    • Access: Sign-up in a browser.
    • Use: 62% of the work.
    • Pay: Needs a person to buy: A sales call.
    • Leave: Nothing to cancel: Can't delete its account.
    L3Does the work
  • Slackslack.com
    • Find: Docs for agents: yes: llms.txt, an OpenAPI and an MCP server.
    • Access: Can't sign up: no.
    • Use: Work not reached: not reached.
    • Pay: Payment not reached: not reached.
    • Leave: Leaving not reached: not reached.
    Can't sign up on its own: a bot check stops it
    L1Needs a person

Compare two side by side.

3 comparisons: where an agent gets further, checkpoint by checkpoint.

Written comparisons first, then by level. How we rank

See what an agent sees in yours.

Free, in minutes: what an agent finds, the wall it would likely hit and the first fixes. A Drive ($49) lists yours here with its level.

?