https://github.com/wasifsohail5/ideanesttech-chatbot
Welcome to the official AI-powered chatbot built for IdeaNestTech — a full-stack digital innovation company transforming ideas into reality through modern tech solutions.
https://github.com/wasifsohail5/ideanesttech-chatbot
aichatbot aiintegrations faiss fastapi gemini-api ideanesttech rag-chatbot sentence-transformers
Last synced: 2 months ago
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Welcome to the official AI-powered chatbot built for IdeaNestTech — a full-stack digital innovation company transforming ideas into reality through modern tech solutions.
- Host: GitHub
- URL: https://github.com/wasifsohail5/ideanesttech-chatbot
- Owner: WasifSohail5
- Created: 2025-08-03T06:35:08.000Z (3 months ago)
- Default Branch: main
- Last Pushed: 2025-08-03T11:12:37.000Z (3 months ago)
- Last Synced: 2025-08-03T11:28:07.831Z (3 months ago)
- Topics: aichatbot, aiintegrations, faiss, fastapi, gemini-api, ideanesttech, rag-chatbot, sentence-transformers
- Language: Python
- Homepage:
- Size: 77.8 MB
- Stars: 0
- Watchers: 0
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# 🚀 IdeaNestTech AI Chatbot
> *Powered by Google's **Gemini-1.5-Flash** - The intelligent virtual assistant for your digital innovation needs*
## 💫 Overview
Welcome to the official **AI-powered chatbot** built for [IdeaNestTech](https://www.ideanesttech.com) — a full-stack digital innovation company transforming ideas into reality through modern tech solutions.
This intelligent assistant leverages **Google's cutting-edge Gemini-1.5-Flash model** combined with advanced retrieval-augmented generation (RAG) to provide precise, context-aware responses about our services, courses, and capabilities.
## 🧠 What Makes Our Chatbot Special
This isn't your average chatbot! Our AI assistant:
- 🔮 Uses **Gemini-1.5-Flash** - Google's most efficient multimodal model
- 🔍 Implements intelligent context retrieval using FAISS vector search
- ⚡ Delivers lightning-fast responses through optimized FastAPI backend
- 📚 Understands the complete IdeaNestTech ecosystem and service offerings
- 🛠️ Can be easily expanded with new capabilities and knowledge
## 🏢 About IdeaNestTech
> *Where innovation meets execution — bridging the gap between ideas and impactful digital solutions*
IdeaNestTech operates at the intersection of technology services, education, and startup empowerment. We're a hybrid digital agency that:
- 🌐 Serves clients globally with a strong presence across Pakistan
- 🚀 Incubates promising startups with mentorship and technical resources
- 🎓 Educates the next generation through our comprehensive Digital Academy
### ✨ Our Solutions Universe
| Service Category | Offerings |
|-----------------|-----------|
| **Development** | Full-stack Web & Mobile Apps, Custom Software, AI Solutions |
| **Design** | UI/UX, Brand Identity, Interactive Experiences |
| **Emerging Tech** | AI Chatbots, Machine Learning, Blockchain, IoT Integration |
| **Digital Presence** | SEO, Content Marketing, Social Media Management |
| **Gaming** | Unity 2D/3D Development, Game Design, Interactive Experiences |
| **Education** | Tech Bootcamps, Specialized Courses, Professional Certification |
## 🛠️ Technical Architecture
Our chatbot leverages a powerful tech stack:
```
Frontend ──────► API Gateway ──────► FastAPI Backend ──────► Gemini-1.5-Flash
│
▼
┌─────────────┴─────────────┐
│ │
FAISS Vectorstore Document Processor
│ │
└─────────────┬─────────────┘
│
▼
Company Knowledge Base
```
### Core Technologies:
- **FastAPI**: High-performance Python web framework
- **Google Generative AI**: Accessing Gemini-1.5-Flash capabilities
- **Sentence Transformers**: Creating semantic embeddings with MiniLM
- **FAISS**: Facebook AI's efficient similarity search library
- **Python 3.9+**: Modern language features and async support
## 📂 Project Structure
```
├── chatbot_api.py # FastAPI application entry point
├── retriever.py # Vector embedding and retrieval logic
├── api_integration.py # Gemini 1.5 Flash integration & prompt engineering
├── pdf_extractor.py #extract pdf and creating chunks and embeddings
├── test.py #testing script for backend working of chatbot
├── IdeaNestTech_Chatbot_Info.pdf # Knowledge base document
├── ideanest_index.faiss # Vectorized knowledge index
├── ideanest_chunks.pkl # Preprocessed text chunks
└── ideanest_embedding_model/ # Model files for embeddings
```
## ▶️ Getting Started
### 1️⃣ Set Up Your Environment
```bash
# Create and activate virtual environment
python -m venv venv
source venv/bin/activate # On Windows: venv\Scripts\activate
# Install dependencies
pip install fastapi uvicorn google-generativeai sentence-transformers faiss-cpu pydantic
```
### 2️⃣ Run the FastAPI Server
```bash
# Start the server with hot-reloading
uvicorn chatbot_api:app --reload --port 8000
```
### 3️⃣ Test the Chatbot
Navigate to [http://127.0.0.1:8000/docs](http://127.0.0.1:8000/docs) to access the Swagger UI.
You can test the chatbot directly through this interface!
## 🔍 API Usage Example
### Request
```http
POST /chat HTTP/1.1
Content-Type: application/json
{
"question": "What courses are available in the Digital Academy?",
"api_key": "your-gemini-api-key"
}
```
### Response
```json
{
"answer": "IdeaNestTech's Digital Academy offers a variety of tech-focused courses including: Full-Stack Web Development, UI/UX Design, Digital Marketing, Mobile App Development, Data Science Fundamentals, Game Development with Unity, and Cybersecurity Essentials. Each course combines theoretical knowledge with hands-on projects guided by industry experts. You can explore the full catalog at academy.ideanesttech.com.",
"source_documents": ["academy_catalog.pdf", "services_overview.pdf"]
}
```
## 🌟 Upcoming Enhancements
We're continuously improving our chatbot with exciting new features:
- 🔄 **Multi-turn conversations** with memory of past interactions
- 📱 **Mobile-optimized interface** for on-the-go queries
- 🔐 **User authentication** for personalized responses
- 📊 **Analytics dashboard** for conversation insights
- 🌐 **Multilingual support** including Urdu, Arabic and Chinese
- 🤝 **Integration with CRM systems** for seamless lead management
- 🎭 **Customizable chatbot personality** to match brand voice
## 🔗 Connect With Us
- 🌐 **Website**: [ideanesttech.com](https://www.ideanesttech.com)
- 📧 **Email**: [info@ideanesttech.com](mailto:info@ideanesttech.com)
- 📱 **Phone**: +92 300 1234567
- 📍 **Location**: Islamabad, Pakistan (with remote teams worldwide)
- 💼 **LinkedIn**: [IdeaNestTech](https://www.linkedin.com/company/ideanesttech)
- 🐦 **Twitter**: [@IdeaNestTech](https://twitter.com/ideanesttech)
## 👨💻 Developed By
This advanced AI solution was engineered by Wasif Sohail.