vioscale
Comparison

RAGFlow vs Ragie

On the evidence we track, Ragie leads this comparison with a composite score of 66/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

RAGFlow full profile →Ragie full profile →
Machine formatsJSONMarkdownGraphQLor send Accept: application/json
RAGFlow27
★Ragie66
Score
Vioscale score
RAGFlow27 / 100low · 15%updating
Ragie66 / 100medium · 55%updating
Pricing
Free tier
RAGFlow✓
Ragie✓
Model
RAGFlowfreemium
Ragiefreemium
Price level
RAGFlow–
Ragiehigh
Starting price
RAGFlow–
Ragie$100
Transparent
RAGFlow–
Ragie✓
Integrations
Count
RAGFlow12
Ragie13
Security
Disclosure policy
RAGFlow–
Ragie✓
Gdpr
RAGFlow–
Ragie✓
Hipaa
RAGFlow–
Ragie✓
Soc2
RAGFlow–
Ragie✓
Market
Availability

Capabilities

Feature-by-feature on the axes that matter for rag tools. “-” means undocumented, not absent.

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

What each one is

The product in its own terms, so the numbers below have context.

RAGFlow

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.

Independently observed

Ragie

Leader

A fully managed RAG platform that handles document processing from multiple sources, multimodal parsing and indexing, and context-aware retrieval with advanced search capabilities. It provides APIs and connectors for seamless integration with data sources, enabling developers to build AI applications without managing complex data pipelines.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

RAGFlow

Pricing not documented yet.

Ragie

Leader
from $100/moHybridFree tier

From $100/month. Free tier available. Transparent usage-based pricing with automatic credit top-ups.

  • DeveloperFree
    • Basic parsing and retrieval
    • Access to all advanced features
    • 10 GB free streaming storage
  • Starter$100/month plus usage
    • Unlimited retrievals
    • Fast mode processing
    • Hi-res mode processing
    • Search and storage overage at $0.002/page
    • All advanced features
  • Pro$500/month
    • Unlimited retrievals
    • 60,000 pages included
    • Fast and hi-res processing
    • All advanced features
    • Overage charges for additional pages
  • EnterpriseContact sales
    • Custom limits and features
    • Dedicated SLAs
    • Web crawler connector (programmatic control)
    • Advanced security options
as of verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platforms
Web
RAGFlow✓
Ragie✓
CLI
RAGFlow✓
Ragie✓
Deployment
Cloud / SaaS
RAGFlow✓
Ragie✓
Self-hosted
RAGFlow✓
Ragie✗

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

In common (3)
  • Confluence
  • Notion
  • Google Drive

RAGFlow

12 total - 9 not shared
  • Discord
  • Feishu
  • Telegram
  • Line
  • S3
  • OpenAI
  • DeepSeek
  • Gemini
  • OpenClaw
Independently observed

Ragie

Leader
13 total - 10 not shared
  • Slack
  • Gmail
  • Google Cloud Storage
  • Salesforce
  • Zendesk
  • Dropbox
  • Amazon S3
  • Web crawler
  • WordPress
  • YouTube
Independently observed

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.