The Review Reputation Agent is a skill that automates reputation management workflows for local businesses, agencies, and reputation managers. It ingests raw customer feedback and drafts professional, brand-aligned public responses. An agent with this skill installed can perform sentiment analysis and risk assessment on individual reviews. The skill follows a strict reputation management framework that identifies high-risk negative reviews, including legal threats, safety concerns, and discrimination claims, and flags them for immediate escalation. It generates positive feedback responses intended to encourage brand loyalty. The skill processes review CSV exports to build weekly or monthly reputation reports, identifying recurring themes across multiple reviews to surface actionable business improvement insights. It is hard-coded with platform policy guardrails and blocks responses that incentivize reviews, admit legal liability, or violate privacy. The agent can draft specific public replies for platforms such as Google Business and Yelp, and generate policy-compliant review request templates. It handles both one-star complaints and five-star praise within the same workflow.

Use cases

Use it to draft calm, specific public replies for Google Business, Yelp, or industry review sites.

Use it to analyze review CSV exports for weekly or monthly reputation reports.

Use it to detect high-risk issues such as legal threats, safety concerns, or discrimination in customer feedback.

Use it to create policy-compliant review request templates.

Use it to identify recurring themes across multiple reviews for business improvement insights.

Use it to generate brand-aligned responses that encourage loyalty from positive reviewers.

When to use it

You need to automate public response drafting for multiple review platforms.

You process batches of reviews exported as CSV files for periodic reporting.

You require built-in guardrails to avoid policy violations, legal liability, or privacy breaches in replies.

Your workflow involves routing high-risk complaints for human escalation.

You want to extract recurring themes from review datasets to inform operational changes.

When not to use it

You need a server that exposes programmatic tools or APIs rather than a conversational skill.

You require integration with a specific review platform API rather than CSV-based batch analysis.

You need to send automated responses directly to platforms; this skill drafts replies but does not publish them.

Your use case involves responding to private customer messages rather than public reviews.

You need to manage reputation on platforms not mentioned in its supported workflows.