Comparison

Ragas 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.

Ragas full profile →Ragie full profile →

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Ragas58

★Ragie66

Attribute comparison across 2 tools
Attribute	Ragas	RagieLeader
Vioscale score	58 / 100low · 27%	66 / 100medium · 55%
Pricing
Free tierpricing.free_tier	✓	✓
Modelpricing.model	commercial	freemium
Price levelpricing.price_level	free	high
Starting pricepricing.starting_price	-	$100
Transparentpricing.transparent	✓	✓
Integrations
Countintegrations.count	3	13
Security
Disclosure policysecurity.disclosure_policy	-	✓
Gdprsecurity.gdpr	-	✓
Hipaasecurity.hipaa	-	✓
Soc2security.soc2	-	✓
Vulnerabilitiessecurity.vulnerabilities	Count: 2 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=ragas&per_page=100 · Last 12m: 2 · Max severity: HIGH	-
Adoption
Dependent reposadoption.dependent_repos	1	-
Github starsadoption.github_stars	15,484	-
Release
Cadence daysrelease.cadence_days	7	-
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

Ragas58 / 100low · 27%

Ragie66 / 100medium · 55%

Pricing

Free tier

Ragas✓

Ragie✓

Model

Ragascommercial

Ragiefreemium

Price level

Ragasfree

Ragiehigh

Starting price

Ragas–

Ragie$100

Transparent

Ragas✓

Ragie✓

Integrations

Count

Ragas3

Ragie13

Security

Disclosure policy

Ragas–

Ragie✓

Gdpr

Ragas–

Ragie✓

Hipaa

Ragas–

Ragie✓

Soc2

Ragas–

Ragie✓

Vulnerabilities

RagasCount: 2 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=ragas&per_page=100 · Last 12m: 2 · Max severity: HIGH

Ragie–

Adoption

Dependent repos

Ragas1

Ragie–

Github stars

Ragas15,484

Ragie–

Release

Cadence days

Ragas7

Ragie–

History

Ragas20 items

Ragie–

License

Spdx

RagasApache-2.0

Ragie–

Language

Primary

RagasPython

Ragie–

Market

Availability

Ragas–

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	Ragas	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

Ragas-

Ragie✓

Reranking integration

Ragas-

Ragie✓

Multi hop agentic retrieval

Ragas-

Ragie✓

Embedding provider agnostic

Ragas-

Ragie✗

LLM provider agnostic

Ragas-

Ragie✗

Built in rag eval metrics

Ragas✓

Ragie✗

Citation attribution

Ragas-

Ragie✓

Multimodal rag

Ragas-

Ragie✓

Managed ingestion pipeline

Ragas-

Ragie✓

Open source

Ragas✓

Ragie✓

What each one is

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

Ragas

A Python-based framework that evaluates RAG applications through automatic metrics covering faithfulness, relevance, and recall. Includes tools to synthetically generate test datasets customized for specific use cases, enabling developers to assess LLM application performance at both component and end-to-end levels.

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.

Ragas

Open sourceFree tier

as of 2026-08-21verify ↗

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	Ragas	Ragie
WebPlatforms	✗	✓
CLIPlatforms	✓	✓
Cloud / SaaSDeployment	✗	✓
Self-hostedDeployment	✓	✗

Platforms

Web

Ragas✗

Ragie✓

CLI

Ragas✓

Ragie✓

Deployment

Cloud / SaaS

Ragas✗

Ragie✓

Self-hosted

Ragas✓

Ragie✗

Integrations

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

Ragas

3 total

LlamaIndex
LangSmith
OpenAI

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.