# Marqo vs RAGFlow — Fit & Features

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

Compare Marqo and RAGFlow by use case, features, limitations, and evaluation questions.

## Compare fit, features, and limitations

### Marqo
Build multimodal search using text and image embeddings.
Best fit: Developers building grounded assistants with persistent context and retrieval.
- Multimodal search
- Embedding generation
- Vector retrieval
Before you choose: Test retrieval quality, deletion behavior, access boundaries, and retention. Compare hosting and embedding costs for your data.
Pricing: https://www.marqo.ai
- [Read Marqo profile](https://trutool.co/tools/marqo): Read Marqo profile

### RAGFlow
RAGFlow is a open-source Retrieval-Augmented Generation (RAG) engine that fuses RAG with Agent capabilities to create a superior context layer for LLMs.
Best fit: People and teams evaluating ai memory & retrieval for a specific workflow.
- Knowledge 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 RAGFlow profile](https://trutool.co/tools/ragflow): Read RAGFlow profile