Comparison

FastRAG 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.

FastRAG full profile →Ragie full profile →

Machine formatsJSON Markdown GraphQLor send Accept: application/json

FastRAG47

★Ragie66

Attribute comparison across 2 tools
Attribute	FastRAG	RagieLeader
Vioscale score	47 / 100low · 35%	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	6	13
Security
Disclosure policysecurity.disclosure_policy	-	✓
Gdprsecurity.gdpr	-	✓
Hipaasecurity.hipaa	-	✓
Soc2security.soc2	-	✓
Vulnerabilitiessecurity.vulnerabilities	Count: 0 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=go&package_name=github.com%2FIntelLabs%2FfastRAG&per_page=100 · Last 12m: 0	-
Adoption
Dependent reposadoption.dependent_repos	0	-
Github starsadoption.github_stars	1,785	-
Activity
Commits last 30dactivity.commits_last_30d	0	-
Release
Cadence daysrelease.cadence_days	22	-
Historyrelease.history	10 items	-
License
Spdxlicense.spdx	Apache-2.0	-
Language
Primarylanguage.primary	Python	-
Market
Availabilitymarket.availability	-	Available worldwide · Popular in US · HQ US

Score

Vioscale score

FastRAG47 / 100low · 35%

Ragie66 / 100medium · 55%

Pricing

Free tier

FastRAG✓

Ragie✓

Model

FastRAGcommercial

Ragiefreemium

Price level

FastRAGfree

Ragiehigh

Starting price

FastRAG–

Ragie$100

Transparent

FastRAG✓

Ragie✓

Integrations

Count

FastRAG6

Ragie13

Security

Disclosure policy

FastRAG–

Ragie✓

Gdpr

FastRAG–

Ragie✓

Hipaa

FastRAG–

Ragie✓

Soc2

FastRAG–

Ragie✓

Vulnerabilities

FastRAGCount: 0 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=go&package_name=github.com%2FIntelLabs%2FfastRAG&per_page=100 · Last 12m: 0

Ragie–

Adoption

Dependent repos

FastRAG0

Ragie–

Github stars

FastRAG1,785

Ragie–

Activity

Commits last 30d

FastRAG0

Ragie–

Release

Cadence days

FastRAG22

Ragie–

History

FastRAG10 items

Ragie–

License

Spdx

FastRAGApache-2.0

Ragie–

Language

Primary

FastRAGPython

Ragie–

Market

Availability

FastRAG–

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	FastRAG	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

FastRAG-

Ragie✓

Reranking integration

FastRAG-

Ragie✓

Multi hop agentic retrieval

FastRAG-

Ragie✓

Embedding provider agnostic

FastRAG✓

Ragie✗

LLM provider agnostic

FastRAG✓

Ragie✗

Built in rag eval metrics

FastRAG-

Ragie✗

Citation attribution

FastRAG-

Ragie✓

Multimodal rag

FastRAG✓

Ragie✓

Managed ingestion pipeline

FastRAG-

Ragie✓

Open source

FastRAG✓

Ragie✓

What each one is

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

FastRAG

A toolkit for researchers and developers to construct and optimize RAG applications. It provides streamlined components for retrieval and generation, with support for multiple LLM backends and hardware accelerators, and maintains compatibility with the Haystack framework.

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.

FastRAG

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

Platforms

Web

FastRAG✗

Ragie✓

CLI

FastRAG✓

Ragie✓

Deployment

Cloud / SaaS

FastRAG✗

Ragie✓

Self-hosted

FastRAG✓

Ragie✗

Integrations

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

FastRAG

6 total

Haystack
HuggingFace
Elastic
Qdrant
OpenVINO
LlamaCpp

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.