AI reporting template

Customer Feedback Analysis Template

Turn thousands of comments into a structured view of customer needs and recurring problems. The template combines quantitative theme frequency with representative examples and action-oriented recommendations.

Use this template free
Customer insightsMonthly or quarterlyInsight report

Best for Customer experience, product, support, research, marketing, and operations teams.

Built around the review

A useful template should lead to decisions, not just charts.

This structure starts with the questions stakeholders need answered, then defines the evidence and finished deliverable required to support the discussion.

Decisions this template should support

  1. 1Which customer themes are growing in frequency or severity?
  2. 2Which segments experience the biggest pain points?
  3. 3What should product, service, or support teams address first?

What the finished deliverable includes

  • Voice-of-customer summary
  • Sentiment and theme trend
  • Segment-level issue analysis
  • Prioritized improvement recommendations

Recommended source fields

  • Feedback text
  • Date
  • Rating or score
  • Customer segment
  • Product or service
  • Channel
  • Issue category if available

Key metrics

  • Sentiment distribution
  • Theme frequency
  • Average rating
  • Issue trend
  • Segment differences
  • Priority opportunities

Suggested report sections

  • Voice-of-customer summary
  • Sentiment trend
  • Top positive themes
  • Top pain points
  • Segment comparison
  • Recommended actions

Copy this prompt

Start with a complete reporting brief

Upload your source file, paste this prompt, and then refine the output for your audience and reporting definitions.

“Analyze this customer feedback. Classify sentiment and recurring themes, compare results by product and customer segment, include representative examples, and prioritize issues by frequency and business impact.”

How to use this template

From source data to a review-ready insight report

Use the same four-step workflow each monthly or quarterly cycle so the analysis stays comparable while the narrative responds to what changed.

01

Add the source data

Upload the latest Excel or CSV exports and include the prior comparison period.

02

Confirm the review brief

Define the audience, reporting period, metric rules, and which 3 questions matter most.

03

Challenge the analysis

Check totals, definitions, outliers, and whether each conclusion is supported by visible evidence.

04

Refine and deliver

Revise charts or narrative with AI, then export the finished insight report in an editable format.

Data preparation

Make the result easier to validate

  1. 1Keep the original text for auditability.
  2. 2Include ratings and segments when available.
  3. 3Remove personal or sensitive information before sharing data.

FAQ

Using this template

Can the template analyze open-text comments?

Yes. Written reviews, survey comments, and support feedback are primary inputs.

Can sentiment be compared by product?

Yes. Include product, plan, region, channel, or other relevant segment fields.

Should AI-generated themes be reviewed?

Yes. Review labels and examples, especially when feedback contains domain-specific language or sarcasm.

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