Review Response Agent

How the agent runs it

Agent monitors new reviews across platforms. Drafts personalized, on-brand responses — grateful for positives, professionally addressing negatives, offering resolution. Human approves before posting.

Who this is for

This business is ideal for freelancers, agency owners, or e-commerce consultants who already work with small-to-medium brands on Amazon, Google, or Yelp. You need basic familiarity with these platforms and customer service best practices, but no deep technical background—the AI handles the heavy lifting. It's perfect if you want a scalable, recurring revenue stream that requires minimal ongoing effort while delivering immediate value to clients.

Market opportunity

Roughly 94% of consumers read online reviews before making a purchase, and businesses receive millions of reviews daily across Amazon, Google, and Yelp combined. Most small and mid-market brands ignore or slowly respond to reviews, missing opportunities to recover negative sentiment and amplify positive word-of-mouth. The market for review management software and services is growing 15–20% annually, with brands increasingly willing to pay for managed solutions that save time and protect reputation.

Tech stack

Monetization

$99/mo single-location, $299/mo multi-location/marketplace brands.

Key risks

• → Tone must be carefully calibrated per brand
• → Some platforms restrict automated responses

Getting started

1. 1
   Obtain API credentials for three platforms

   Sign up for Amazon Selling Partner API, Google My Business API, and Yotpo (which aggregates Yelp and other reviews). This typically takes 2–3 days and is necessary to build the data pipeline that powers your agent. Store credentials securely and test read access before moving forward.
2. 2
   Build Claude API integration for drafting

   Set up a simple backend (Node.js, Python, or Zapier) that pulls new reviews and pipes them to Claude, with a system prompt that enforces brand voice, tone, and resolution logic. This is the core intelligence layer—test it with 5–10 real reviews from your first beta client to refine response quality.
3. 3
   Create human approval workflow in Slack

   Route all Claude-drafted responses to a Slack channel where you (or the client) can review, edit, and approve before posting. This adds the critical human checkpoint that keeps responses accurate, brand-aligned, and legally safe. Aim for approval within 24 hours of review posting.
4. 4
   Recruit two beta clients and test end-to-end

   Find a small e-commerce brand and a local service business (e.g., salon, restaurant) and manage their reviews for 2–3 weeks at a discount ($49–$99). Document every workflow hiccup, API error, and client request to refine your offering before public launch.
5. 5
   Package pricing and launch marketing page

   Create a simple landing page highlighting time savings, response quality, and brand protection. Offer $99/mo for single-location and $299/mo for multi-location. Start with cold outreach to e-commerce owners and local business groups—your beta clients and case studies are your first sales assets.

// done for you

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Review Response Agent
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