# Agency Review Intelligence — Pain Points & Email — Market

**Use case:** 

Run Agency Review Intelligence — Pain Points & Email for market and competitor research. Export structured results for research, reporting, integrations, and

## Input

```json
{
  "sourceDatasetId": "AbCdEf12345678901",
  "agencyRecords": [
    {
      "name": "Northstar Studio",
      "websiteUrl": "https://example.com",
      "rating": 4.2,
      "reviews": [
        "The team delivered excellent design work, but weekly communication was sometimes slow.",
        "Strong strategy and quality. The final milestone arrived two weeks late."
      ],
      "sourceReference": "internal-crm-2026-07"
    }
  ],
  "maxAgencies": 3,
  "websiteEnrichment": true,
  "maxWebsitePages": 3,
  "responseFormat": "detailed",
  "maxConcurrency": 3
}
```

## Output

```json
{
  "agencyName": {
    "label": "Agency name",
    "format": "string"
  },
  "websiteUrl": {
    "label": "Agency website",
    "format": "string"
  },
  "rating": {
    "label": "Source rating",
    "format": "number"
  },
  "reviewsAnalyzed": {
    "label": "Reviews analyzed",
    "format": "integer"
  },
  "painPointScore": {
    "label": "Pain-point score",
    "format": "integer"
  },
  "painPointThemes": {
    "label": "Pain-point themes",
    "format": "array"
  },
  "strengthThemes": {
    "label": "Strength themes",
    "format": "array"
  },
  "dealbreakerSignals": {
    "label": "Dealbreaker signals",
    "format": "array"
  },
  "contactEmail": {
    "label": "Public business email",
    "format": "string"
  },
  "emailConfidence": {
    "label": "Email confidence",
    "format": "integer"
  },
  "emailVerification": {
    "label": "Email verification",
    "format": "string"
  },
  "sourceReference": {
    "label": "Source reference",
    "format": "string"
  },
  "scrapedAt": {
    "label": "Processed at",
    "format": "string"
  }
}
```

## About this Actor

This example demonstrates how to use [Agency Review Intelligence — Pain Points & Email](https://apify.com/muhammadafzal/analyze-agency-reviews.md) with a specific input configuration. Visit the [Actor detail page](https://apify.com/muhammadafzal/analyze-agency-reviews.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/muhammadafzal/analyze-agency-reviews.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`).