AI outcome ledger for this team.
AI outcome ledger: Every project has an outcome, a number Kovnor reads from your tools on a schedule: signups from PostHog, clicks from Search Console, revenue from Stripe, replies from Instantly. The work the team did sits beside that number, so a week reads as what was done and what moved.
The lead agent changes the plan when the number says so, such as more LinkedIn posts when LinkedIn brings most signups. The detail here belongs to outcome-ledger. Kovnor proposes the team, checks the work, shows what each result cost, and asks you only when it takes a person. A connector that is not shipped is not part of the claim.
Illustration. Loopwise is an example company; its names and numbers are not results.
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.
How it fits the outcome
Every feature serves the outcome you set. Kovnor proposes the team, a practice run shows the work before anything is sent, asks come with a recommendation, a default and a deadline, and every result shows what it cost. Limits for the workspace, each project and each agent pause the work and ask you, and Pause stops it at a safe point.
Limit
A read on a schedule is not proof that one post caused one signup. The ledger shows the work next to the number. It does not invent a causal score.
Questions
What does Kovnor do about outcome ledger?
Every project has an outcome, a number Kovnor reads from your tools on a schedule: signups from PostHog, clicks from Search Console, revenue from Stripe, replies from Instantly. The work the team did sits beside that number, so a week reads as what was done and what moved. The lead agent changes the plan when the number says so, such as more LinkedIn posts when LinkedIn brings most signups.
What does Kovnor not do here?
A read on a schedule is not proof that one post caused one signup. The ledger shows the work next to the number. It does not invent a causal score.
Who is Outcome ledger for?
A team that wants outcome ledger done by agents working toward an outcome, checked before it reaches anyone, with a person asked only for a decision that is still theirs.
Related
Tell Kovnor the outcome. It proposes the team.
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.