# RAGFlow vs Ragie

**Leader by vioscaleAI score:** Ragie

| Attribute | RAGFlow | Ragie |
|---|---|---|
| **vioscaleAI score** | 53.5 (9% (low)) | 61.3 (73% (medium)) |
| content.faq | `[{"answer":"An AI platform that combines retrieval-augmented generation with autonomous agent features, enabling developers to create production-ready AI systems from complex data sources. It supports multiple deployment models (cloud or self-hosted Docker), integrates with various LLM providers and data sources, and provides streamlined workflows for enterprises of any scale. It is indexed under RAG Tools.","source":"https://ragflow.io","question":"What is RAGFlow?","confidence":0.6},{"answer":"RAGFlow is open source, so it can be self-hosted and used at no licence cost. Pricing changes often, so verify at source before relying on it.","source":"https://ragflow.io","question":"Is RAGFlow free to use?","confidence":0.6},{"answer":"RAGFlow supports the web, Windows, macOS, Linux and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://ragflow.io","question":"What platforms does RAGFlow support?","confidence":0.6},{"answer":"Yes. RAGFlow can be deployed cloud / SaaS and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://ragflow.io","question":"Can RAGFlow be self-hosted?","confidence":0.6},{"answer":"We have confirmed 13 integrations for RAGFlow, including Discord, Feishu, Telegram, Line, Confluence, S3, Notion and Google Drive, plus 5 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://ragflow.io","question":"What does RAGFlow integrate with?","confidence":0.6}]` | `[{"answer":"Provides document ingestion and chatbot capabilities to help organizations interact with their internal knowledge through natural language. Offers SDKs and integrations for Python, TypeScript, and CLI access. It is indexed under RAG Tools.","source":"https://www.ragie.ai","question":"What is Ragie?","confidence":0.6},{"answer":"Ragie offers a free tier, so you can start without paying. Paid plans start at $0.02. Prices are published openly on the vendor's own pricing page. Pricing changes often, so verify at source before relying on it.","source":"https://www.ragie.ai/pricing","question":"Is Ragie free?","confidence":0.6},{"answer":"Ragie supports a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://www.ragie.ai","question":"What platforms does Ragie support?","confidence":0.6},{"answer":"We have only confirmed a cloud / SaaS deployment for Ragie, so it appears to be vendor-hosted. If a self-hosted option exists we have not found it documented publicly.","source":"https://www.ragie.ai/pricing","question":"Can Ragie be self-hosted?","confidence":0.6},{"answer":"We have confirmed 14 integrations for Ragie, including Google Drive, Notion, Slack, Confluence, Gmail, Google Cloud Storage, Salesforce and Zendesk, plus 6 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://www.ragie.ai","question":"What does Ragie integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, HIPAA and GDPR for Ragie. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Ragie not holding them. Always confirm compliance directly before you rely on it.","source":"https://www.ragie.ai/security-disclosure","question":"What security certifications does Ragie have?","confidence":0.7},{"answer":"Ragie is available worldwide. Its primary market is the United States. The vendor is headquartered in the United States.","source":"https://www.ragie.ai/pricing","question":"Where is Ragie available?","confidence":0.75}]` |
| deployment.options | `{"cloud":true,"self_hosted":true}` | `{"cloud":true}` |
| description.long | RAGFlow is an open-source RAG engine that streamlines data processing and integration for building production-ready AI systems. It supports multiple data formats and provides configurable LLM and embedding options with agent-based workflows. | A fully managed retrieval-augmented generation service that automates document ingestion, parsing, indexing, and retrieval to power AI applications with accurate context. |
| features.capabilities | `{"open_source":true,"multimodal_rag":true,"citation_attribution":true,"llm_provider_agnostic":true,"managed_ingestion_pipeline":true,"embedding_provider_agnostic":true,"multi_hop_agentic_retrieval":true}` | `{"open_source":true,"multimodal_rag":true,"hybrid_retrieval":true,"citation_attribution":true,"llm_provider_agnostic":false,"reranking_integration":true,"built_in_rag_eval_metrics":false,"managed_ingestion_pipeline":true,"embedding_provider_agnostic":false,"multi_hop_agentic_retrieval":true}` |
| integrations.count | 12 | 10 |
| integrations.list | `[{"name":"Discord"},{"name":"Feishu"},{"name":"Telegram"},{"name":"Line"},{"name":"Confluence"},{"name":"S3"},{"name":"Notion"},{"name":"Google Drive"},{"name":"OpenAI"},{"name":"DeepSeek"},{"name":"Gemini"},{"name":"OpenClaw"},{"name":"OpenAI GPT-5","native":true,"category":"llm"},{"name":"Google Gemini 3 Pro","native":true,"category":"llm"},{"name":"DeepSeek v4","native":true,"category":"llm"},{"name":"MCP","native":true}]` | `[{"name":"Google Drive"},{"name":"Notion"},{"name":"Slack"},{"name":"Confluence"},{"name":"Gmail"},{"name":"Google Cloud Storage"},{"name":"Salesforce"},{"name":"Zendesk"},{"name":"Dropbox"},{"name":"Amazon S3"},{"name":"Web crawler"},{"name":"WordPress"},{"name":"YouTube"},{"name":"Model Context Protocol (MCP)","native":true,"direction":"bidirectional"}]` |
| market.availability | - | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"web":true,"linux":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"open_source","freeTier":true,"sourceUrl":"https://ragflow.io","retrievedAt":"2026-09-05T21:04:46.611Z"}` | `{"type":"hybrid","plans":[{"free":true,"name":"Developer","summary":"Free","features":["Basic parsing and retrieval","Access to all advanced features","10 GB free streaming storage"],"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"description":"For personal projects or exploring Ragie","contactSales":false,"includedLimits":{"pages":"10,000 total","retrievals":"1,000"}},{"free":false,"name":"Starter","summary":"$100/month plus usage","features":["Unlimited retrievals","Fast mode processing","Hi-res mode processing","Search and storage overage at $0.002/page","All advanced features"],"components":[{"kind":"fixed","amount":100,"period":"month","currency":"USD"},{"per":{"qty":1,"unit":"page"},"kind":"metered","amount":0.02,"currency":"USD"},{"per":{"qty":1,"unit":"page"},"kind":"metered","amount":0.05,"currency":"USD"}],"description":"Perfect for smaller scale projects","contactSales":false,"includedLimits":{"retrievals":"Unlimited"}},{"free":false,"name":"Pro","summary":"$500/month","features":["Unlimited retrievals","60,000 pages included","Fast and hi-res processing","All advanced features","Overage charges for additional pages"],"commitment":"monthly","components":[{"kind":"fixed","amount":500,"period":"month","currency":"USD"}],"description":"Production ready for small businesses and startups","contactSales":false,"includedLimits":{"pages":"60,000 total","retrievals":"Unlimited"}},{"free":false,"name":"Enterprise","summary":"Custom pricing","features":["Custom limits and features","Dedicated SLAs","Web crawler connector (programmatic control)","Advanced security options"],"description":"Dedicated SLAs, designed for growth at scale","contactSales":true}],"addOns":[{"name":"Embedded Connectors","components":[{"kind":"fixed","amount":250,"period":"month","currency":"USD"}]},{"name":"Audio Processing","components":[{"per":{"qty":1,"unit":"minute"},"kind":"metered","amount":0.0067,"currency":"USD"}]},{"name":"Video Processing","components":[{"per":{"qty":1,"unit":"minute"},"kind":"metered","amount":0.025,"currency":"USD"}]},{"name":"Video Streaming","components":[{"per":{"qty":1,"unit":"MB"},"kind":"metered","amount":0.001,"currency":"USD"}]},{"name":"Audio/Video Storage","components":[{"per":{"qty":1,"unit":"GB"},"kind":"metered","amount":0.12,"currency":"USD"}]}],"summary":"From $100/month. Free tier available. Transparent usage-based pricing with automatic credit top-ups.","currency":"USD","freeTier":true,"sourceUrl":"https://www.ragie.ai/pricing","retrievedAt":"2026-08-25T15:50:06.011Z","startingPrice":{"amount":100,"period":"month","currency":"USD"},"billingPeriods":["month","year"]}` |
| pricing.free_tier | yes | yes |
| pricing.model | open_source | freemium |
| pricing.price_level | free | high |
| pricing.starting_price | - | `{"amount":100,"currency":"USD"}` |
| pricing.transparent | yes | yes |
| security.certifications | - | `[{"name":"SOC 2 Type II","level":"Type II","status":"active"},{"name":"HIPAA","status":"active"}]` |
| security.disclosure_policy | - | yes |
| security.gdpr | - | yes |
| security.hipaa | - | yes |
| security.soc2 | - | yes |

## Capabilities (RAG Tools)

| Capability | RAGFlow | Ragie |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Hybrid retrieval | - | ✓ |
| Reranking integration | - | ✓ |
| Multi hop agentic retrieval | ✓ | ✓ |
| Embedding provider agnostic | ✓ | ✗ |
| LLM provider agnostic | ✓ | ✗ |
| Built in rag eval metrics | - | ✗ |
| Citation attribution | ✓ | ✓ |
| Multimodal rag | ✓ | ✓ |
| Managed ingestion pipeline | ✓ | ✓ |
| Open source | ✓ | ✓ |

*Source: vioscaleAI. Generated 2026-10-16T20:10:34.785Z. "-" = undocumented, not absent.*