Head-to-head · Retrieval-Augmented Generation Tools
RAGFlow vs Progress Agentic RAG
RAGFlow leads on 2 checks, Progress Agentic RAG on 0, and 4 are even. Who comes out ahead on the 6 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.
Our verdict
- Highest scoreRAGFlow · 8.8/10
- Lowest starting priceRAGFlow · $29/mo
- Free planonly RAGFlow
- Free trialonly Progress Agentic RAG
- Most featuresRAGFlow · 4 of 4
RAGFlow scores higher on our rubric for retrieval-augmented generation tools: 8.8 against 8.6 out of 10; our editors rank them #4 and #5.
RAGFlow offers free plan; Progress Agentic RAG doesn't. RAGFlow is cheaper to start at $29/mo against $700/mo.
RAGFlow is the better fit for affordable deep-document RAG. Progress Agentic RAG is the better fit for large organizations needing RAG evaluation.
- RAGFlow fits best
Affordable deep-document RAG
- Progress Agentic RAG fits best
Large organizations needing RAG evaluation
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Side by side
| Feature | RAGFlow 8.8/10 Visit ↗ | Progress Agentic RAG 8.6/10 Visit ↗ |
|---|---|---|
| At a glance | ||
| Editor score | 8.8 | 8.6 |
| Ranking | #4 in Retrieval-Augmented Generation Tools | #5 in Retrieval-Augmented Generation Tools |
| Best for | Affordable deep-document RAG | Large organizations needing RAG evaluation |
| Pricing model | Free plan + paid | Paid |
| Starting price | $29/mo (best) | $700/mo |
| Free plan | ✓ (best) | — |
| Free trial | — | 14 days |
| Deployment | Cloud, Self-hosted | Cloud, Self-hosted |
| Platforms | Web | Web |
| Support | Community, Docs | Community, Tickets, Docs |
| Built for | Solo, Small business, Mid-market, Enterprise | Small business, Mid-market, Enterprise |
| Features RAGFlow 4/4 · Progress Agentic RAG 3/4 | ||
| Source citations | ✓ | ✓ |
| Hybrid search | ✓ | ✓ |
| Result reranking | ✓ (best) | Not checked yet |
| RAG workflow builder | ✓ | ✓ |
| Specs | ||
| Source connectors | Not checked yet | Not checked yet |
| Deployment | Both | Both |
| Maximum file size | Not checked yet | 750 MB |
| Our review | ||
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| Our verdict | RAGFlow is an open-source retrieval-augmented generation engine for developers and enterprises building AI assistants and agent applications. It is designed for teams working with complex, multi-format data and supports hosted use, HTTP… Read the review → |
Progress Agentic RAG is a retrieval-augmented generation platform for organizations building enterprise search, AI assistants, customer-support automation, document Q&A, and applications over private data. It is aimed at startups, small… Read the review → |
Strengths and trade-offs
RAGFlow — where it wins
- Hybrid search combines vector search, BM25, and custom scoring.
- Grounded answers include traceable citations and advanced reranking.
- Hosted, API, and Docker deployment support flexible implementation.
Where it doesn't
- The Free plan does not include an API key.
- Free storage is limited to 0.1 GB and five apps.
- Enterprise features require a separate plan with custom terms.
Progress Agentic RAG — where it wins
- Ingests documents and multimedia across 30+ file formats
- Combines semantic and keyword search with source citations
- Includes RAG metrics for relevance, groundedness, and context quality
Where it doesn't
- Starts at $700 per month with no free plan
- Starter includes one knowledge box and 10,000 tokens monthly
- Advanced capabilities are reserved for higher-priced plans
- RAGFlow8.8/10 · Free plan
Deep-document RAG with hybrid retrieval, citations, workflows, and self-hosting.
Visit RAGFlowFull verdict → - Progress Agentic RAG8.6/10 · 14-day trial
A feature-rich enterprise RAG platform with evaluation tools, citations, and a $700 monthly starting price.
Visit ProgressFull verdict →
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All Retrieval-Augmented generation tools comparisons → · Full ranking →
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update






