Predict and prevent team burnout with AI.
WellLoop AI is an intelligent organizational psychology platform. It moves beyond generic surveys to provide role-adaptive insights and predictive burnout detection for engineering teams.
Teams shouldn't have to burn out to build great things. WellLoop AI serves:
- Engineers: By reducing context switching and identifying blockers early.
- Product Managers: By highlighting alignment gaps before they cause delays.
- Designers: By protecting creative time and ensuring clear specs.
- 🔮 Predictive AI Dashboard: Detects attrition risk and collaboration gaps 24 hours ahead using Google Gemini 2.5 Flash.
- 🎭 Role-Adaptive Surveys: Questions that adapt dynamically to the user's role (Eng, Design, PM).
- 📊 AI Pulse Reports: Instant SWOT analysis of team health with actionable recommendations.
- 📑 PDF Infrastructure: Export executive summaries for leadership reviews.
- Frontend: Next.js 14, React, Tailwind CSS
- AI/Backend: Google Gemini API (
gemini-2.5-flash), Node.js Edge Runtime - Visualization: Lucide React
- Language: TypeScript
(See python_ai/ directory)
We include a Python RAG (Retrieval-Augmented Generation) Module designed to:
- Generate vector embeddings for survey responses.
- improved context awareness for the LLM.
- Perform semantic search to link current blockers with historical solutions.
- Node.js 18+
- Google Gemini API Key
- Clone the repo:
git clone https://github.com/sunnyshin8/WellLoop-AI.git cd wellloop-ai - Install dependencies:
npm install
- Set up environment variables:
Create
.env.local:GEMINI_API_KEY=your_api_key_here
- Run the dev server:
npm run dev
- Open http://localhost:3000.
Built with ❤️ by the WellLoop Team.
