vioscaleAI
Comparison

Contextual AI vs RAGFlow

No leader: the top candidate RAGFlow has only 0.09 confidence (low), below the 0.35 needed to declare a winner. The attribute-by-attribute breakdown below, with a source and date on every value, is the honest way to compare them.

Contextual AI full profile →RAGFlow full profile →
Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.
Contextual AI53
RAGFlow54
Score
vioscaleAI score
Contextual AI53 / 100medium · 61%
RAGFlow54 / 100low · 9%
Pricing
Free tier
Contextual AI✗
RAGFlow✓
Model
Contextual AIcommercial
RAGFlowopen_source
Price level
Contextual AIunknown
RAGFlowfree
Transparent
Contextual AI✓
RAGFlow✓
Integrations
Count
Contextual AI1
RAGFlow12
Security
Disclosure policy
Contextual AI✓
RAGFlow–
Gdpr
Contextual AI✓
RAGFlow–
Hipaa
Contextual AI✓
RAGFlow–
Soc2
Contextual AI✓
RAGFlow–
Market
Availability
Content
Faq
Contextual AI6 items
RAGFlow5 items

Capabilities

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

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

What each one is

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

Contextual AI

A unified platform that enables enterprises to rapidly build and deploy specialized AI agents capable of reasoning across complex enterprise data, technical documentation, and institutional knowledge to automate high-value tasks at scale with grounded, accurate responses.

Independently observed

RAGFlow

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.

Independently observed

Pricing

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

Contextual AI

Hybrid

On-demand usage-based pricing from $25 free credits, or Enterprise with custom pricing. Component APIs available separately.

  • On-demandPay-as-you-go with $25 free credits
    • Unlimited users
    • Document access entitlements
    • Usage analytics
    • Pipeline observability
    • Simple text document ingestion
    • +5 more
  • EnterpriseContact sales
    • Unlimited users
    • User roles and admin permissions
    • Document access entitlements
    • SOC2 Type II compliance
    • HIPAA compliance
    • +15 more
as of verify ↗

RAGFlow

Open sourceFree tier
as of verify ↗

Platform & deployment

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

Platforms
Web
Contextual AI✓
RAGFlow✓
Linux
Contextual AI✗
RAGFlow✓
CLI
Contextual AI✓
RAGFlow✗
Deployment
Cloud / SaaS
Contextual AI✓
RAGFlow✓
Self-hosted
Contextual AI✗
RAGFlow✓
Hybrid
Contextual AI✓
RAGFlow✗

Integrations

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

Contextual AI

1 total
  • Google Cloud
Independently observed

RAGFlow

16 total
  • Discord
  • Feishu
  • Telegram
  • Line
  • Confluence
  • S3
  • Notion
  • Google Drive
  • OpenAI
  • DeepSeek
  • Gemini
  • OpenClaw
  • OpenAI GPT-5
  • Google Gemini 3 Pro
  • DeepSeek v4
  • MCP
Independently observed
Still deciding?

Contextual AI or RAGFlow: which one depends on you

A composite score cannot know your constraints. Describe them and both get re-weighted against what you actually need, with the evidence behind every position.

Free to run, no account needed to start. How the evaluation works

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