Read the label before comparing

Two valid numbers can differ because they count different events or cover different periods. A chat start, a message, a unique chat user, and a product click are not interchangeable. Read the small label alongside the headline, especially when a card mixes period activity with a saved total.

Common differences

Use these checks when the cockpit does not appear to match a detailed report.

What you seeWhat to check
Chats differ from messagesOne conversation can contain several messages. Compare chats with chats, not with messages.
A period chart differs from a totalMatch the date range and distinguish saved overall statistics from the selected period.
The score has no daily lineA latest assessment is a snapshot. A trend requires comparable historical measurements.
A percentage changes sharplyCheck the number of eligible observations. A small sample can move substantially after one new answer.
A dash appearsThe measurement may be unavailable or incomplete. Do not replace it with zero.

Make a fair before-and-after comparison

Use equally long periods, the same workspace, and the same event definition. Note major changes such as launching a new widget, changing questions, switching providers, or importing a different catalogue. These can change the population being measured even when the dashboard is working correctly.

  • Write down the date and scope of the change.
  • Wait until the next relevant assessment or usage period contains new data.
  • Inspect a few individual records as well as the headline metric.

If a discrepancy remains

Capture both metric names, their periods, the module, and the expected relationship. A screenshot of the two labels is more useful than a statement that the numbers are wrong. Include no customer conversation content unless it is necessary and redacted.

Technical details and methodology

For the collection steps, eligibility rules, calculation units, and limits behind this workflow, use the implementation-reviewed technical guides below.