# Pandas AI vs scikit-learn — Fit & Features

Canonical: https://trutool.co/compare/pandas-ai-vs-scikit-learn
Author: Snehil (https://trutool.co/authors/snehil)

Compare Pandas AI and scikit-learn by use case, features, limitations, and evaluation questions.

## Compare fit, features, and limitations

### Pandas AI
Chat with your database or your datalake (SQL, CSV, parquet). PandasAI makes data analysis conversational using LLMs and RAG.
Best fit: People and teams evaluating ai data & documents for a specific workflow.
- Conversational interface
- Analysis workflows
- Data workflows
Before you choose: Test a representative task, inspect outputs, and confirm integrations, permissions, data handling, licensing, and current costs.
Pricing: https://github.com/pricing
- [Read Pandas AI profile](https://trutool.co/tools/pandas-ai): Read Pandas AI profile

### scikit-learn
Train and evaluate classical machine learning models in Python.
Best fit: Data and operations teams extracting or analyzing information.
- Classification
- Regression
- Model evaluation
Before you choose: Test accuracy on your own data and document layouts. Review sensitive-data handling and validate extracted or predicted results.
Pricing: https://scikit-learn.org/stable/
- [Read scikit-learn profile](https://trutool.co/tools/scikit-learn): Read scikit-learn profile