Measurement

Why does week-to-week variation matter for brands?

Week-to-week variation matters because answers can change over time even when a brand has made no relevant fix.

Retrieval, model behaviour and changing sources can all contribute. Ordinary fluctuation can resemble improvement or decline if viewed too narrowly.

A meaningful comparison considers the usual pattern. A change beyond that pattern still does not, by itself, prove causation.

In Seenford

Why it matters in Seenford: Seenford only reports a change after a fix when it goes beyond normal week-to-week variation.

Read the methodology β†’

Example

A business appears in a category answer one week and is omitted the next without editing its site.

Related terms

Updated

See what AI says about your brand β†’