Playstore AI Reviews Analyst

Don't just collect reviews understand them. This Actor uses advanced AI to process hundreds of Google Play Store reviews into a comprehensive executive report. It identifies exactly what your users love, where your app is failing, and provides a prioritized task list for your development team.

✨ Key Features (AI-Powered)

While most tools just give you a raw CSV, this Actor is designed for the AI Agent era. It categorizes feedback so you can update your product roadmap in minutes, not days.

• 📊 Net Sentiment Score: A single metric to track your app's health over time.
• 👤 Primary User Persona: Automatically identifies who your users are based on their feedback.
• 🎯 Actionable Insights: Generates a "To-Do" list for your product team, ranked by High, Medium, and Low priority.
• 🛠 Stability & Version Tracking: Pinpoints exactly which app versions are crashing and why.
• 🔎 Feature Gap Analysis: Tells you what your competitors have that you are missing (or what users wish you would build).

🛠 How to Use

1. Input: Enter the Google Play Store App ID (e.g., com.spotify.music).
2. Run: The Actor fetches the reviews and passes them to an LLM for deep analysis.
3. Integrate: Send the Actionable Insights directly to Jira, Trello, or Slack via Apify Integrations.

Sample Input

{
    "url": [
        "https://play.google.com/store/apps/details?id=com.spotify.music"
    ]
}

📤 Output Example

Results are stored in the Apify Dataset. You can download them as JSON, CSV, or Excel.

{
	"appId": "com.spotify.music",
	"analysisDate": "2025-12-19T10:36:58.919Z",
	"reviewCount": 50,
	"netSentimentScore": 54,
	"sentimentBreakdown": {
		"positive": "72%",
		"neutral": "10%",
		"negative": "18%"
	},
	"trendingKeywords": [
		"ads",
		"premium subscription",
		"offline listening",
		"wrapped feature",
		"music streaming"
	],
	"engagementRate": "12%",
	"primaryUserPersona": "Music enthusiasts seeking ad‑free streaming and offline playback",
	"topLovedFeatures": [
		"offline listening",
		"wrapped",
		"music streaming",
		"playlist downloads",
		"podcasts"
	],
	"featureGaps": [
		"ads",
		"subscription cost",
		"skipping limitations",
		"app crashes",
		"limited free features"
	],
	"stabilityReport": "Occasional crashes and playback interruptions reported, especially in newer versions.",
	"versionPerformance": "Recent updates (9.1.6.1139) show increased ads and playback instability; older versions (9.0.x) more stable.",
	"actionableInsights": [
		{
			"task": "Reduce ad frequency in free tier",
			"priority": "High"
		},
		{
			"task": "Improve offline playback reliability",
			"priority": "High"
		},
		{
			"task": "Simplify subscription options and pricing transparency",
			"priority": "Medium"
		},
		{
			"task": "Optimize app performance to reduce crashes",
			"priority": "High"
		},
		{
			"task": "Enhance user control over playback (skip, repeat)",
			"priority": "Medium"
		}
	]
}

💰 How much does it cost to use?

This Actor is engineered for maximum efficiency, ensuring you get high-level intelligence without high compute costs.

• Free Forever: With Apify's $5 monthly free credit, which is enough to analyze hundreds of reviews at no cost.
• Scalable Growth: If you need to monitor competitors or large-scale apps, the Starter plan ($39) provides enough compute power to process thousands of reviews monthly.

Task	Estimated Cost
Single App Analysis (1000 results)	~$3.33 - $4.95

Pro Tips for Cost Optimization: Tip 1: Provide multiple URLs in your input, that way you only pay the actor start cost once. Tip 2: If you are doing a large run, consider increasing the RAM used per run to scrape faster. When doing a small run decrease the RAM used to reduce the actor start costs.

Integrate with your workflows

The Play Store Review Analyst is designed to be the "brain" of your product feedback loop. Connect it to your existing stack effortlessly:

• 🤖 AI Agents (MCP): Connect directly to Claude Desktop or ChatGPT using the Model Context Protocol. Let your AI assistant "read" the Play Store for you.
• ⚡ Automation Platforms: Build no-code workflows in minutes using Make.com, n8n, or Zapier.
• 📊 Spreadsheets: Automatically sync new insights into Google Sheets for your weekly team syncs.
• 🛠 Developer Tools: * Webhooks: Get an instant notification (Slack/Email) the moment a report is ready.
• API Access: Trigger analysis programmatically from your own internal dashboard.
• Scheduler: Set it to run every Monday morning to track how a new release is performing.

💬 Questions or Issues?

If you encounter problems or have feature requests, please open an issue on the Issues tab of the Actor's page in the Apify Store.