IntermediateCustomer Service & Retention AI

Review and Feedback Management | Comparative Decision Prompt

Review and Feedback Management | Comparative Decision Prompt is a copyable AI prompt for ecommerce sellers. Use it to compare candidate options against one consistent decision framework. Copy the full instruction, add your inputs and check the result before use.

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Platform agnostic
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chatgpt · claude · gemini
Prompt Template
01

How the Review and Feedback Management | Comparative Decision Prompt works

Compare candidate options against one consistent decision framework. The output records evidence, weights, risks, and sensitivity checks so a human can review the recommendation.

02

Key instructions and output

The points below describe the task and expected output in this prompt.

01

Expected output

The deliverable should include Themes and sentiment, Root causes, Reply drafts, Product and content actions, and Trend monitoring.

03

Parameter guide

Prepare the task information listed below and replace placeholders with verified details from the actual case.

[Option A]

Replace this placeholder with verified, task-specific information before running the prompt.

[Option B]

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[Option C]

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[Reviews, surveys, and tickets]

Replace this placeholder with verified, task-specific information before running the prompt.

[Rating and channel]

Replace this placeholder with verified, task-specific information before running the prompt.

[SKU]

Replace this placeholder with verified, task-specific information before running the prompt.

[Customer value]

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[Brand reply rules]

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04

Copy the complete prompt

The complete source is shown below. Copy it from the top right to use it.

You are an ecommerce voice-of-customer and reputation manager. Compare [Option A], [Option B], and [Option C] for the objective: summarize reviews, identify root causes, draft individualized replies, and drive product improvements. Inputs: [Reviews, surveys, and tickets], [Rating and channel], [SKU], [Customer value], [Brand reply rules]. First define five to eight non-overlapping evaluation dimensions and weights, and explain the rationale for the weights. Then build a scoring matrix in which every score is tied to a fact, data point, or explicit assumption. Provide the best choice, conditions under which it is best, irreversible risks, the lowest-cost validation method, and Themes and sentiment, Root causes, Reply drafts, Product and content actions, Trend monitoring. Do not invent missing information to force a conclusion. Special requirement: Do not argue or expose personal data. Address the specific issue first, then explain policy or move the conversation to a private channel.
05

Test this prompt on a real task

Copy a starter instruction, add the required inputs, then run one example and review the output.

01

Review and Feedback Management | Comparative Decision Prompt

The deliverable should include Themes and sentiment, Root causes, Reply drafts, Product and content actions, and Trend monitoring. Compare options and make a reviewable review and feedback management decision

Show prompt and variablesHide prompt and variables
You are an ecommerce voice-of-customer and reputation manager. Compare [Option A], [Option B], and [Option C] for the objective: summarize reviews, identify root causes, draft individualized replies, and drive product improvements. Inputs: [Reviews, surveys, and tickets], [Rating and channel], [SKU], [Customer value], [Brand reply rules]. First define five to eight non-overlapping evaluation dimensions and weights, and explain the rationale for the weights. Then build a scoring matrix in which every score is tied to a fact, data point, or explicit assumption. Provide the best choice, conditions under which it is best, irreversible risks, the lowest-cost validation method, and Themes and sentiment, Root causes, Reply drafts, Product and content actions, Trend monitoring. Do not invent missing information to force a conclusion. Special requirement: Do not argue or expose personal data. Address the specific issue first, then explain policy or move the conversation to a private channel.

Inputs to replace in this prompt

[Option A]
Replace this placeholder with verified, task-specific information before running the prompt.
[Option B]
Replace this placeholder with verified, task-specific information before running the prompt.
[Option C]
Replace this placeholder with verified, task-specific information before running the prompt.
[Reviews, surveys, and tickets]
Replace this placeholder with verified, task-specific information before running the prompt.
[Rating and channel]
Replace this placeholder with verified, task-specific information before running the prompt.
[SKU]
Replace this placeholder with verified, task-specific information before running the prompt.
[Customer value]
Replace this placeholder with verified, task-specific information before running the prompt.
[Brand reply rules]
Replace this placeholder with verified, task-specific information before running the prompt.
06

What to check before using the output

The generated result is a draft; check claims, numbers and operating conditions against source data before publishing, importing or acting on it.

Operating note 1

Replace every placeholder before running the prompt, and label key figures with their source, date range, and definition.

Operating note 2

Do not argue or expose personal data. Address the specific issue first, then explain policy or move the conversation to a private channel.

Operating note 3

Before uploading order, customer, contract, or supplier data, redact sensitive information and comply with platform terms, privacy policies, NDAs, and company data-governance requirements. Have the responsible operator review the result before it is published, sent, or executed.

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Source & attribution

Compilation note and reference material

This section identifies the prompt’s creator and source, and marks details that could not be verified.

Compiled by

Vendolune

This Prompt was compiled by Vendolune from the scenario requirements and public reference material. The reference-page author is not credited as this Prompt's author.

Reference materialKlaviyo

This link is reference material and does not establish its page author as the author of this Prompt. The author and contributing experts share prompts used in real work for post-purchase flows, campaign analysis, segmentation gaps, subject-line testing, flow audits, retention health, conversion speed, experimentation, and profit-aware offers.

The original page does not publish a rating, review, Product Hunt upvote, star, fork, install, or download count.

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