A measuring instrument for the agent era
Teams are handing real work to AI agents and almost nobody can say what that work is worth. We are building the instrument that measures it, the engine to improve it, and the controls to govern it.
The AI nobody measures
Spend on agents is climbing while the question stays unanswered: is it working? Dashboards count tokens and traces. None of them price the outcome. We started Yardstick to make AI value as measurable as any other line on the books, and to give teams the budgets and policies to act on it.
Everything AI does should be measured. Then it should run itself.
Companies are filling up with AI that nobody measures. The spend is real, the outcomes are a guess. Yardstick exists to end the guessing, and then to make the whole loop autonomous, one stage at a time.
Measure AI where it works, in the units that vertical respects. Cost per merged PR for dev tools, resolution rate for support, citation accuracy for research. Activity metrics lie. Outcomes don't.
A score is only useful if you can move it. Optimize reads what Observe measures and tells you how to raise it for a given agent and task: the prompt to tighten, the model to swap, the experiment to run. Then it closes the loop.
Once outcomes are measured, money can follow them. Allowances per team. Unused budget is reclaimed and reallocated to the teams producing the most value. The budget stops being a spreadsheet and starts being a system.
The end state. An agent runs the loop: it tunes agents toward outcomes, rebalances budget on schedule, and executes policy without a meeting. Every action logged, every action reversible, the human override permanent.
The rules we won't break
Lines of code, tokens burned, emails sent: all noise. We measure merged PRs, resolved conversations, cost per outcome, validated findings. If it did not ship value, it does not count.
You cannot automate what you cannot measure. Every autonomous feature we ship stands on a measurement layer that proved itself first.
Every score is explainable. If we cannot show the math behind a number, we do not ship it.
We measure and govern budgets, and never mark up your provider costs. Treasury records intent; humans and existing rails move the money.
The data is yours, exportable any time in open formats. Your track record moves with you between tools and platforms. We never hold it hostage.
We read from the tools you connect. Nothing leaves your stack without consent. Team aggregates first, per-person detail gated behind policy.
Autonomy with an off switch. Every automated action is explained, logged, and reversible. That is not a limitation, it is the design.
The founders
We are building the founding team. No formal openings yet, but if you are exceptional and this is the problem you want to work on, tell us what you would build.
Build it with us
We are onboarding design partners across every suite. If AI does real work for you and you want it measured, we want to talk.
Just email is required. No spam. One email when we go live.