How to evaluate an AI agent by what it actually did, not by how nicely it reported it
A short acceptance contract helps you see whether the agent actually changed the right object in the system, or just wrote a convincing "done".
Good measurement helps you decide what to change, what to keep and what remains unknown. These articles connect tracking, dashboards and attribution with actual business questions. Look for a clear definition, a reliable event and a way to check the result. A chart is useful when it makes a decision easier, not simply when it contains more numbers.
A short acceptance contract helps you see whether the agent actually changed the right object in the system, or just wrote a convincing "done".
A useful GA4 setup starts with business questions, not a long event list. This framework keeps collection lean, testable and connected to action.
Design your dashboard as a decision interface: connect spend, demand, lead quality, sales outcomes and data health with visible definitions.
A short acceptance contract helps you see whether the agent actually changed the right object in the system, or just wrote a convincing "done".
A useful GA4 setup starts with business questions, not a long event list. This framework keeps collection lean, testable and connected to action.
Design your dashboard as a decision interface: connect spend, demand, lead quality, sales outcomes and data health with visible definitions.
A dashboard is useful only when it changes decisions. Here is the weekly view we like for growth work.
Our analytics work starts with the decision you need to make, then defines events and checks the data that supports it.
Choose optional measurement.