Comparison

Kotaemon 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.

Kotaemon full profile →Ragie full profile →

Machine formatsJSON Markdown GraphQLor send Accept: application/json

Kotaemon51

★Ragie66

Attribute comparison across 2 tools
Attribute	Kotaemon	RagieLeader
Vioscale score	51 / 100low · 23%	66 / 100medium · 55%
Pricing
Free tierpricing.free_tier	-	✓
Modelpricing.model	-	freemium
Price levelpricing.price_level	-	high
Starting pricepricing.starting_price	-	$100
Transparentpricing.transparent	-	✓
Integrations
Countintegrations.count	8	13
Security
Disclosure policysecurity.disclosure_policy	-	✓
Gdprsecurity.gdpr	-	✓
Hipaasecurity.hipaa	-	✓
Soc2security.soc2	-	✓
Adoption
Github starsadoption.github_stars	25,715	-
Activity
Commits last 30dactivity.commits_last_30d	0	-
Release
Cadence daysrelease.cadence_days	5	-
Historyrelease.history	20 items	-
License
Spdxlicense.spdx	Apache-2.0	-
Language
Primarylanguage.primary	Python	-
Market
Availabilitymarket.availability	-	Available worldwide · Popular in US · HQ US

Score

Vioscale score

Kotaemon51 / 100low · 23%

Ragie66 / 100medium · 55%

Pricing

Free tier

Kotaemon–

Ragie✓

Model

Kotaemon–

Ragiefreemium

Price level

Kotaemon–

Ragiehigh

Starting price

Kotaemon–

Ragie$100

Transparent

Kotaemon–

Ragie✓

Integrations

Count

Kotaemon8

Ragie13

Security

Disclosure policy

Kotaemon–

Ragie✓

Gdpr

Kotaemon–

Ragie✓

Hipaa

Kotaemon–

Ragie✓

Soc2

Kotaemon–

Ragie✓

Adoption

Github stars

Kotaemon25,715

Ragie–

Activity

Commits last 30d

Kotaemon0

Ragie–

Release

Cadence days

Kotaemon5

Ragie–

History

Kotaemon20 items

Ragie–

License

Spdx

KotaemonApache-2.0

Ragie–

Language

Primary

KotaemonPython

Ragie–

Market

Availability

Kotaemon–

RagieAvailable worldwide · Popular in US · HQ US

Capabilities

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

Capability comparison for RAG Tools
Capability	Kotaemon	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	✓	✓

Capabilities

Hybrid retrieval

Kotaemon✓

Ragie✓

Reranking integration

Kotaemon✓

Ragie✓

Multi hop agentic retrieval

Kotaemon✓

Ragie✓

Embedding provider agnostic

Kotaemon✓

Ragie✗

LLM provider agnostic

Kotaemon✓

Ragie✗

Built in rag eval metrics

Kotaemon-

Ragie✗

Citation attribution

Kotaemon✓

Ragie✓

Multimodal rag

Kotaemon✓

Ragie✓

Managed ingestion pipeline

Kotaemon-

Ragie✓

Open source

Kotaemon✓

Ragie✓

What each one is

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

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

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.

Kotaemon

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 2026-08-25verify ↗

Platform & deployment

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

Platform and deployment support comparison
Supports	Kotaemon	Ragie
WebPlatforms	✓	✓
macOSPlatforms	✓	✗
WindowsPlatforms	✓	✗
LinuxPlatforms	✓	✗
CLIPlatforms	✓	✓
Cloud / SaaSDeployment	✗	✓
Self-hostedDeployment	✓	✗

Platforms

Web

Kotaemon✓

Ragie✓

macOS

Kotaemon✓

Ragie✗

Windows

Kotaemon✓

Ragie✗

Linux

Kotaemon✓

Ragie✗

CLI

Kotaemon✓

Ragie✓

Deployment

Cloud / SaaS

Kotaemon✗

Ragie✓

Self-hosted

Kotaemon✓

Ragie✗

Integrations

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

Kotaemon

8 total

OpenAI
AzureOpenAI
Cohere
Ollama
Groq
VoyageAI
Docling
Gradio

Independently observed

Ragie

Leader

13 total

Google Drive
Notion
Slack
Confluence
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.