# Unstructured vs Vanna — Fit & Features

Canonical: https://trutool.co/compare/unstructured-vs-vanna
Author: Snehil (https://trutool.co/authors/snehil)

Compare Unstructured and Vanna by use case, features, limitations, and evaluation questions.

## Compare fit, features, and limitations

### Unstructured
Prepare document data for retrieval and AI processing pipelines.
Best fit: Data and operations teams extracting or analyzing information.
- Document ingestion
- Content extraction
- Data connectors
Before you choose: Test accuracy on your own data and document layouts. Review sensitive-data handling and validate extracted or predicted results.
Pricing: https://unstructured.io/pricing
- [Read Unstructured profile](https://trutool.co/tools/unstructured): Read Unstructured profile

### Vanna
AI assistance for querying databases using natural language.
Best fit: Teams testing document extraction or conversational data analysis.
- AI assistance for querying databases using natural language
Before you choose: Validate extraction and calculations against known answers; confirm handling of sensitive data.
Pricing: https://vanna.ai/
- [Read Vanna profile](https://trutool.co/tools/vanna): Read Vanna profile