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Internal Product·4 months·2023

GenAI Agile Flow SaaS

Impact50K+ feedbacks analyzed
Training Data50K
SummariesDaily/Weekly
BlockersAuto-classified
GenAI Agile Flow SaaS

Overview

Built a SaaS product that analyzes scrum meeting feedback to identify patterns, blockers, and team sentiment. The system generates daily, weekly, and monthly summaries with actionable insights for project managers.

The Challenge

Project managers struggled to identify recurring blockers and team sentiment trends from scattered meeting notes and feedback.

The Solution

Used OpenAI to generate 50,000 synthetic training examples, deployed Google Cloud NLP for sentiment analysis, and vectorized feedback using Ada-Embeddings for intelligent clustering and classification.

Key Results

  • Automated blocker identification and classification

  • Theme-based summaries at multiple time scales

  • Suggestive actions for major blockers

Tech Stack

OpenAI APIGoogle Cloud NLPAda-EmbeddingsPythonPostgreSQLReact

Categories

OpenAIGoogle CloudNLPSaaS