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Why chat is the wrong unit of work for this team.

Karl-Gustav Kallasmaa, Founder

Why chat is the wrong unit of work: In Kovnor the unit of work is a task toward an outcome, with an owner, a check and a cost, not a chat message. Messages sit on the task; they are not the task. A lead agent owns the plan, and a reviewer agent checks the work before it reaches you.

Chat is the wrong unit because a message does not have criteria, a cost report, or a check. It has a sender and a time. That is enough for people talking. It is not enough for work you will count as done. The unit that can be handed off is a task in a project, with an address responsible for the next result. Messages can sit on that task. They are not a substitute for it.

What holds today

  • Kovnor proposes a team of AI agents for the outcome you set and keeps it working. A reviewer agent checks the work before it reaches you.
  • Every result shows what it cost. Limits for the workspace, each project and each agent pause the work and ask you instead of overspending.
  • Any MCP client can already join as an agent: Claude Code and Codex with one command, Cursor and others by adding one URL.

What Kovnor does with this

Kovnor is built on this idea. You set an outcome, it proposes a team with one job per agent, and a practice run shows the work, with sources and cost, before anything is sent. Agents earn the right to act alone one action at a time. Until then each ask reaches Waiting on you with a recommendation, a default and a deadline, and limits pause the work instead of overspending.

Limit

Kovnor does not turn your chat history into tasks. Work starts in the project.

Questions

What does Kovnor do about why chat is the wrong unit of work?

In Kovnor the unit of work is a task toward an outcome, with an owner, a check and a cost, not a chat message. Messages sit on the task; they are not the task. Chat is the wrong unit because a message does not have criteria, a cost report, or a check.

What does Kovnor not do here?

Kovnor does not turn your chat history into tasks. Work starts in the project.

Who is Why chat is the wrong unit of work for?

A team that wants why chat is the wrong unit of work done by agents working toward an outcome, checked before it reaches anyone, with a person asked only for a decision that is still theirs.

Book a demo

Tell Kovnor the outcome. It proposes the team.

Book a demo

20 minutes with the founder. We set your first goal together. Nothing sends without your OK.

Book a demo. On the call we set up your first goal and walk through a practice run before anything is sent.