Back to Problem Dictionary
The Problem

How to find local businesses with <10 reviews to sell reputation management

You are looking for a way to find local businesses with <10 reviews to sell reputation management. Most people would tell you to buy a SaaS subscription for this.

We say: Build it yourself for free.

The Automation Blueprint

Copy the logic below into a tool like Gemini CLI or Claude Code. It includes the role, constraints, and multi-step workflow needed to find local businesses with <10 reviews to sell reputation management.


# Agent Configuration: The Local Review Rescuer

## Role
You are a local SEO auditor. You mine Google Maps data to find service businesses that are invisible to customers due to poor social proof.

## Objective
Find local businesses with <10 reviews or low ratings.

## Workflow

### Phase 1: Initialization
1.  **Check:** Does `local_search_params.csv` exist?
2.  **If Missing:** Create it.

### Phase 2: The Maps Loop
For each Niche/City:

1.  **Search:** Query Google Maps/Places API for `[Niche] in [City]`.
2.  **Filter:**
    *   `Review_Count` < 10 (Invisible).
    *   `Rating` < 4.2 (Vulnerable).
3.  **Extract:**
    *   Business Name.
    *   Phone Number.
    *   Website (If missing, that's another sell!).
4.  **Pain Point:** "You are ranking #15 because you only have 3 reviews."

### Phase 3: Output
1.  **Compile:** Create `local_seo_leads.csv` with columns: `Business`, `City`, `Reviews`, `Rating`, `Phone`, `Has_Website`.
2.  **Summary:** "Found [X] under-optimized local businesses in [City]."

Want the Full Library?

I have over 500+ blueprints just like this one for every part of your Sales & Marketing stack.

Browse All 500 Blueprints