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ANALYTICS

Use feedback themes to choose one improvement

Themes are useful when they lead to a concrete operational question. An AI summary can help organise comments, but the team should verify the underlying examples before changing a service process.

A practical workflow

  1. Read the evidence

    Open the original feedback behind a theme. Check whether the summary represents several comments or only one unusual case.

  2. Choose an actionable issue

    Turn a broad theme such as communication into a specific question about instructions, updates or handover.

  3. Check after the change

    Record what the team changed and review later feedback. Do not claim the change caused every shift in rating.

Avoid this mistake

Do not treat AI sentiment labels as verified facts about every customer.

What to check

Track the specific issue and later comments rather than relying only on a summary score.

Use the original evidence

reviewbuddy.in activity records describe observed actions, not a guarantee of public posting or business growth. Customer star ratings, AI interpretation and Google-reported metrics also have different meanings. Keep their definitions visible when sharing a report. When a summary suggests an issue, read the underlying comments before deciding what happened or assigning responsibility.

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