Groundly (working name) — AI-Grounded Business Decision Platform

Grounded, multi-framework business analysis reports (PESTEL, Porter's Five Forces, SWOT, TAM/SAM/SOM, STP, BCG, Ansoff, Value Chain, BMC, Balanced Scorecard) synthesized into one decision-ready recommendation, backed by RAG-based citations to reduce hallucination.

Tech Stack

• Frontend: React + Vite + Framer Motion (train progress UI, dashboard)
• Backend: Python + FastAPI on AWS Lambda (via API Gateway)
• Retrieval: PostgreSQL + pgvector (RAG store)
• LLM: OpenAI / AWS Bedrock (pluggable)
• Deploy: Vercel (frontend), AWS SAM/CDK (backend)
• Analytics: Google Analytics 4

Repo Structure

/frontend        React app (dashboard, train UI, report viewer)
/backend         FastAPI app + Lambda handlers
/agents          RAG pipeline + framework generation agents
/infra           AWS CDK/Terraform IaC
/docs            PRD, specs, positioning docs
/data            source ingestion configs, citation schema

Local Setup

# Frontend
cd frontend
npm install
npm run dev

# Backend
cd backend
python -m venv venv && source venv/bin/activate
pip install -r requirements.txt
uvicorn main:app --reload

Deployment

See docs/deploy-vercel.md and docs/deploy-ga4.md.