# Dentist 1-star reviews: review policy check

**Use case:** 

Sample audit of a dental clinic's 1-star reviews: removal score, evidence quotes, one takedown brief and a public reply for each.

## Input

```json
{
  "reviews": [
    {
      "businessName": "Sunrise Family Dental",
      "reviewerName": "Carla M.",
      "rating": 1,
      "reviewDate": "2026-09-02",
      "reviewText": "I had my appointment at 9:30am on Tuesday and waited 50 minutes. The receptionist was rude when I asked how much longer and the bill was $80 more than the quote. Very disappointed.",
      "reviewerReviewCount": 14
    },
    {
      "businessName": "Sunrise Family Dental",
      "reviewerName": "Tom R.",
      "rating": 1,
      "reviewDate": "2026-09-10",
      "reviewText": "My sister went here and said they overcharged her. Never going.",
      "reviewerReviewCount": 3
    },
    {
      "businessName": "Sunrise Family Dental",
      "reviewerName": "Kevin D.",
      "rating": 1,
      "reviewDate": "2026-09-21",
      "reviewText": "I used to work here and the management is a joke. Go to BrightSmile Dental instead, much better.",
      "reviewerReviewCount": 6
    },
    {
      "businessName": "Sunrise Family Dental",
      "reviewerName": "Anon 22",
      "rating": 1,
      "reviewDate": "2026-10-03",
      "reviewText": "The hygienist Jenna was a total idiot. Her personal number is 512-555-0199 if you want to tell her yourself. Crap service.",
      "reviewerReviewCount": 2
    },
    {
      "businessName": "Sunrise Family Dental",
      "reviewerName": "J S",
      "rating": 1,
      "reviewDate": "2026-10-14T10:05:00Z",
      "reviewText": "Terrible place, avoid at all costs.",
      "reviewerReviewCount": 1
    },
    {
      "businessName": "Sunrise Family Dental",
      "reviewerName": "M K",
      "rating": 1,
      "reviewDate": "2026-10-14T13:40:00Z",
      "reviewText": "Terrible place. Avoid at all costs!!",
      "reviewerReviewCount": 1
    },
    {
      "businessName": "Sunrise Family Dental",
      "reviewerName": "R P",
      "rating": 2,
      "reviewDate": "2026-10-15T08:00:00Z",
      "reviewText": "Scam dentist. They are thieves.",
      "reviewerReviewCount": 2
    }
  ],
  "maxDatasetItems": 5000,
  "businesses": [
    {
      "businessName": "Sunrise Family Dental",
      "businessCategory": "Dentist",
      "businessPhone": "(512) 555-0142",
      "staffNames": [
        "Dr. Amelia Ortiz",
        "Jenna Park"
      ],
      "competitorNames": [
        "BrightSmile Dental"
      ],
      "otherBusinessNames": [
        "Main Street Pizza"
      ]
    }
  ],
  "platform": "google",
  "auditRatingsAtOrBelow": 2,
  "burstWindowHours": 48,
  "burstMinReviews": 3,
  "minScoreForBrief": 60,
  "maxBriefs": 1,
  "maxBusinessReports": 0,
  "brandColor": "#7c3aed"
}
```

## Output

```json
{
  "recordType": {
    "label": "Record type"
  },
  "businessName": {
    "label": "Business name"
  },
  "reviewerName": {
    "label": "Reviewer name"
  },
  "rating": {
    "label": "Rating"
  },
  "reviewDate": {
    "label": "Review date"
  },
  "removalScore": {
    "label": "Removal score"
  },
  "verdict": {
    "label": "Verdict"
  },
  "policies": {
    "label": "Policies"
  },
  "burstGroup": {
    "label": "Burst group"
  },
  "reviewText": {
    "label": "Review text"
  },
  "flagText": {
    "label": "Flag text"
  },
  "publicResponse": {
    "label": "Public response"
  },
  "briefUrl": {
    "label": "Takedown brief",
    "format": "link"
  },
  "reviewUrl": {
    "label": "Review",
    "format": "link"
  }
}
```

## How it works

### 1. Sign up on Apify or log in

The Review Policy Auditor: 1-star review violations & briefs Actor is ready to run with the inputs already set for "Dentist 1-star reviews: review policy check". [Sign up or log in](https://console.apify.com/create-task-from-example/JLSFKeO3gSyewliYi) and you'll land in Apify Console with a copy of this exact task.

### 2. Start the "Dentist 1-star reviews: review policy check" task

The Review Policy Auditor: 1-star review violations & briefs Actor will start running based on the input automatically. You can also change all the input fields, like reviews, maximum reviews read from the dataset, and more, to match your specific use case.

### 3. Receive the "Dentist 1-star reviews: review policy check" output

Monitor the progress in real time. You will be notified as soon as your dataset is complete and ready for review. Each result includes data such as record type, business name, reviewer name, and more.

### 4. Integrate into your workflow

The final output is delivered in JSON, CSV, or Excel format, ready to be plugged into your workflow. You can also [run the "Dentist 1-star reviews: review policy check" task via API](https://apify.com/translucent_wire/unfair-review-policy-auditor.md).

## About this Actor

This example demonstrates how to use [Review Policy Auditor: 1-star review violations & briefs](https://apify.com/translucent_wire/unfair-review-policy-auditor.md) with a specific input configuration. Visit the [Actor detail page](https://apify.com/translucent_wire/unfair-review-policy-auditor.md) to learn more, explore other use cases, and run it yourself.


## How to integrate an Actor?

This Task's input is already configured above. Use it as-is rather than inventing a new one.

Do not guess an integration path. Every one of them is in the agent quickstart at https://apify.com/agents.md: the Apify MCP server, Agent Skills with the Apify CLI, the JavaScript and Python clients, the REST API, and the account-free path for an agent with no human to sign in. It also carries the rule on stating cost before the first paid run.

For full API examples (JavaScript, Python, CLI, MCP, OpenAPI), see this Task's Actor page: https://apify.com/translucent_wire/unfair-review-policy-auditor.md

Each client library has reference documentation the quickstart does not restate: [JavaScript/TypeScript](https://docs.apify.com/api/client/js/docs.md) (`npm install apify-client`) and [Python](https://docs.apify.com/api/client/python/docs.md) (`pip install apify-client`).