app-review-analyst

What problem does it solve?

This Skill helps you understand what users really like or hate about an app by analyzing App Store and Google Play reviews, turning scattered feedback into prioritized, actionable insights.

Core Features & Use Cases

• Sentiment & trend analysis: Quantify positive/negative/neutral feedback, detect shifts over time, and extract sentiment-driving phrases.
• Problem identification & categorization: Group complaints into clear buckets like performance, UI/UX, compatibility, privacy, pricing, and more—grounded in the review text.
• Feature request & need mining: Extract explicit requests, infer implied needs from user situations, and prioritize opportunities.
• Competitor review comparison: Compare ratings, review volume, shared pain points, and differentiation opportunities.
• Version iteration tracking: Identify which issues persist or improve after releases.
• User persona & market opportunity discovery: Infer user segments and highlight unmet needs users may pay for.

Quick Start

Ask to analyze a specific app’s iOS or Android reviews (and optionally include competitors and a review volume or time range) so the Skill can fetch the relevant store data and produce an actionable report.