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📊 Tactara AI Data Visualization Agent

Conversational data exploration, powered by LLMs.

Tactara’s AI Data Visualization Agent transforms static datasets into dynamic insights using natural language. Just upload your CSV, ask a question, and our agent will analyze your data, generate the right charts, and offer rich statistical context — all inside a sleek Streamlit interface.

🚀 Why Teams Choose Tactara

💬 Natural Language Querying

  • Ask questions like: “What are the top-selling products by region?”
  • Follow up in plain English to refine visualizations or dive deeper
  • Combines charts + statistical summaries + contextual insights

📊 Intelligent Visualization Engine

  • Selects the right chart automatically based on your question
  • Supports bar, line, scatter, histogram, pie, and more
  • Applies statistical methods (mean, correlation, trend detection)

🧠 Multi-Model AI Backend

  • Built with a model-routing layer for performance and scale
  • Supports:
    • Meta-Llama 3.1 405B for complex analysis
    • DeepSeek V3 for deep insight generation
    • Qwen 2.5 7B for quick lookups
    • Meta-Llama 3.3 70B for detailed breakdowns

🛠️ Quickstart

1. Clone the Repo

git clone https://github.com/Tactara/ai-data-visualization-agent.git
cd ai-data-visualization-agent

2. Install Dependencies

pip install -r requirements.txt

3. Set Your API Keys

You’ll need:

Input them via the Streamlit sidebar on first run.

4. Launch the App

streamlit run ai_data_visualisation_agent.py

📂 Using the Visualization Agent

  • Upload a CSV file
  • Ask a question about the data in plain language
  • View charts + textual explanations
  • Ask follow-up questions to refine analysis or change visuals

🔍 Under the Hood

Component Description
🧠 LLMs Power natural language understanding & chart generation
📊 Visualization Engine Matplotlib + Seaborn-based smart plotting
📂 Streamlit UI Seamless user interface for fast experimentation

🧩 Ideal For

  • Product & Growth teams analyzing customer behavior
  • Ops teams surfacing insights from internal reports
  • Founders needing quick data storytelling without a BI team

Built with ❤️ by Tactara