---
title: NegoptimAi
emoji: ⚡
colorFrom: indigo
colorTo: gray
sdk: docker
app_port: 7860
pinned: false
---

# Negoptim AI

Bilingual (EN/FR) RAG chatbot for **Users Love IT (ULiT)** — answers questions
about the NegOptim platform, commercial negotiations, procurement, promotions
and assortment, renders rich dashboard cards for common questions, and can
compose & send emails (demo requests, contact, follow-ups) with explicit user
confirmation.

| Layer | Stack |
|---|---|
| Frontend | Next.js 15 · TypeScript · Tailwind (deployed on Vercel) |
| Backend | FastAPI · ChromaDB · sentence-transformers e5-small (Docker on HF Spaces) |
| LLM | Groq free tier, with optional Cerebras/Gemini fallback — no paid LLMs |

📖 **Documentation**
- [ARCHITECTURE.md](ARCHITECTURE.md) — system design, services, data flows
- [DEPLOYMENT.md](DEPLOYMENT.md) — local development + production deployment & redeploy workflow

---

## Quick start (local)

```bash
# 1. Backend deps
cd backend
pip install -r requirements.txt

# 2. Configure — backend/.env needs at least:
#    GROQ_API_KEY=gsk_...        (free key: https://console.groq.com/keys)

# 3. Build the vector index (first run, and after editing knowledge/)
python ../scripts/ingest.py

# 4. Run backend
uvicorn app.main:app --reload --port 8000
```

```bash
# 5. Frontend (second terminal)
cd frontend
npm install
npm run dev
```

Open **http://localhost:3000**. API docs at http://localhost:8000/docs.

### Useful commands

| Command (from `backend/`) | Purpose |
|---|---|
| `python ../scripts/ingest.py [folder]` | (Re)build the vector index |
| `python ../scripts/test_email.py` | Verify SMTP config (simulation or real) |

Email runs in **simulation mode** (logged, not delivered) until
`SMTP_USER`/`SMTP_PASSWORD` are set — see DEPLOYMENT.md §4 for all variables.