vioscale
Comparison

Contextual AI vs Kotaemon

No clear leader: Contextual AI (54.0) and Kotaemon (50.9) are within the 5-point margin; treat as a tie. 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 →Kotaemon full profile →
Machine formatsJSONMarkdownGraphQLor send Accept: application/json
Contextual AI54
Kotaemon51
Score
Vioscale score
Contextual AI54 / 100low · 41%
Kotaemon51 / 100low · 23%
Pricing
Free tier
Contextual AI✗
Kotaemon–
Model
Contextual AIcommercial
Kotaemon–
Price level
Contextual AIunknown
Kotaemon–
Transparent
Contextual AI✓
Kotaemon–
Integrations
Count
Contextual AI1
Kotaemon8
Security
Disclosure policy
Contextual AI✓
Kotaemon–
Gdpr
Contextual AI✓
Kotaemon–
Hipaa
Contextual AI✓
Kotaemon–
Soc2
Contextual AI✓
Kotaemon–
Adoption
Github stars
Contextual AI–
Kotaemon25,715
Activity
Commits last 30d
Contextual AI–
Kotaemon0
Release
Cadence days
Contextual AI–
Kotaemon5
History
Contextual AI–
Kotaemon20 items
License
Spdx
Contextual AI–
KotaemonApache-2.0
Language
Primary
Contextual AI–
KotaemonPython
Market
Availability

Capabilities

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

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

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

Kotaemon

A tool that enables users to interact with their documents through AI-powered retrieval and generation. Built for both individual users seeking answers from documents and developers building custom retrieval-augmented generation systems.

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 ↗

Kotaemon

Pricing not documented yet.

Platform & deployment

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

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

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

Kotaemon

8 total
  • OpenAI
  • AzureOpenAI
  • Cohere
  • Ollama
  • Groq
  • VoyageAI
  • Docling
  • Gradio
Independently observed

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