Under the Hood: The AI Architecture Powering AppInsight's Review Mining Pipeline

AppInsight presents a six-stage AI pipeline for mining app reviews and turning them into structured product requirements.

It uses distributed crawling, deduplication, language detection, and noise filtering to clean reviews from the App Store and Google Play.

NLP and LLM-based pain point extraction, plus embedding-based clustering and HDBSCAN, group similar feedback into actionable themes.

Weighted priority scoring and automated Markdown reporting help product teams quickly identify what to build next.