Find Sales Prospects Using Google Reviews with OpenClaw

Your next customer already told you what they need — it’s sitting in a Google review. A veterinary clinic with “impossible to get an appointment” reviews needs scheduling help. A restaurant with “waited 20 minutes to pay” complaints could use better POS. OpenClaw connected to AgentPatch can find these signals for you without leaving chat.

Why This Matters

Generic outreach gets ignored. Outreach that references a real, specific problem the prospect has gets opened. Google reviews are public, detailed, and written by the prospect’s own customers. That’s prospecting gold — if you can process it at scale.

Your OpenClaw bot can search Maps for businesses, pull review data, spot complaint patterns, and give you a ranked list of prospects with talking points. All from a single message.

Setup

Add AgentPatch to ~/.openclaw/openclaw.json:

{
  "mcp": {
    "servers": {
      "agentpatch": {
        "transport": "streamable-http",
        "url": "https://agentpatch.ai/mcp",
        "headers": {
          "Authorization": "Bearer YOUR_API_KEY"
        }
      }
    }
  }
}

Replace YOUR_API_KEY with your actual key from the AgentPatch dashboard. Restart OpenClaw and it discovers all AgentPatch tools automatically.

The Workflow

Step 1: Find Businesses

Message your OpenClaw bot:

“Search Google Maps for yoga studios in San Diego. Get me 10 with their names, ratings, and number of reviews.”

The bot calls the Maps tool and sends back the list.

Step 2: Read the Reviews

“For each studio, search Google for their reviews. Find recurring complaints — anything about class availability, cleanliness, instructor quality, or pricing. Give me the main issue for each.”

The bot analyzes review data for each business and extracts the patterns.

Step 3: Build the List

“Which studios have complaints about class availability or booking that a scheduling platform could fix? Give me the top prospects.”

Prospect list — yoga studios with booking/availability issues:

1. Sunrise Yoga SD (4.0★, 112 reviews)
   "Classes always full" and "tried to book online but it didn't work"
   mentioned in 14 reviews. Strong signal.

2. Ocean Flow Yoga (3.6★, 78 reviews)
   "Waitlist never works" and "emailed twice, no response" in 9 reviews.
   Combination of booking issues and poor communication.

3. Zen Garden Studio (4.2★, 45 reviews)
   "Wish they had more evening classes" in 6 reviews.
   Moderate signal — more of a capacity issue than a tech issue,
   but could still benefit from better scheduling tools.

The other 7 studios had no strong booking-related complaint patterns.

Three prospects, each with a specific problem you can reference in your first message.

Wrapping Up

Reviews tell you what’s broken before you ever talk to the prospect. Your OpenClaw bot with AgentPatch can mine that data on demand — Maps for discovery, Search for review analysis. See the full tool set at agentpatch.ai.

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