# AI summary of App Store reviews: complaints & feature requests

**Use case:** 

Reads the 100 newest App Store reviews of Duolingo and Headspace in the US and UK stores and adds one AI insights row per app: a short summary, overall sentiment, top complaints, praises, feature requests and bug reports, each with an approximate count and a quote checked against the reviews.

## Input

```json
{
  "apps": [
    "https://apps.apple.com/us/app/duolingo-language-lessons/id570060128",
    "https://apps.apple.com/us/app/headspace-sleep-meditation/id493145008"
  ],
  "countries": [
    "us",
    "gb"
  ],
  "mode": "reviews",
  "maxReviewsPerCountry": 100,
  "maxReviews": 10000,
  "sortBy": "mostRecent",
  "searchResultsPerTerm": 1,
  "minRating": 1,
  "maxRating": 5,
  "aiInsights": true,
  "onlyNewReviews": false,
  "dedupeReviews": true,
  "emptyPageRetries": 40,
  "maxConcurrency": 3,
  "feedConcurrency": 4,
  "appTimeoutSecs": 900
}
```

## Output

```json
{
  "appName": {
    "label": "App"
  },
  "countries": {
    "label": "Countries",
    "format": "array"
  },
  "reviewsAnalyzed": {
    "label": "Reviews analyzed",
    "format": "number"
  },
  "averageRatingInRun": {
    "label": "Avg stars (analyzed)",
    "format": "number"
  },
  "overallSentiment": {
    "label": "Sentiment"
  },
  "summary": {
    "label": "Summary"
  },
  "complaints": {
    "label": "Top complaints",
    "format": "object"
  },
  "praises": {
    "label": "Top praises",
    "format": "object"
  },
  "featureRequests": {
    "label": "Feature requests",
    "format": "object"
  },
  "bugReports": {
    "label": "Bug reports",
    "format": "object"
  },
  "appId": {
    "label": "App id"
  },
  "input": {
    "label": "Input"
  },
  "errorType": {
    "label": "Error type"
  },
  "error": {
    "label": "Error"
  }
}
```

## About this Actor

This example demonstrates how to use [Apple App Store Reviews Scraper - iOS App Reviews & Ratings](https://apify.com/tidytools/apple-app-store-reviews.md) with a specific input configuration. Visit the [Actor detail page](https://apify.com/tidytools/apple-app-store-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/tidytools/apple-app-store-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`).