Comparison

FastRAG vs Pathway

On the evidence we track, Pathway leads this comparison with a composite score of 59/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Machine formatsJSONMarkdownGraphQLor send Accept: application/json
FastRAG47
Pathway59
Score
Vioscale score
FastRAG47 / 100low · 35%updating
Pathway59 / 100low · 36%updating
Pricing
Free tier
FastRAG
Pathway
Model
FastRAGcommercial
Pathwayfreemium
Price level
FastRAGfree
Pathwaylow
Transparent
FastRAG
Pathway
Integrations
Count
FastRAG6
Pathway300
Adoption
Dependent repos
FastRAG0
Pathway
Github stars
FastRAG1,785
Pathway
Activity
Commits last 30d
FastRAG0
Pathway
Release
Cadence days
FastRAG22
Pathway
History
FastRAG10 items
Pathway
License
Spdx
FastRAGApache-2.0
Pathway
Language
Primary
FastRAGPython
Pathway
Market

Capabilities

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

Capabilities
Hybrid retrieval
FastRAG-
Pathway
Reranking integration
FastRAG-
Pathway-
Multi hop agentic retrieval
FastRAG-
Pathway
Embedding provider agnostic
FastRAG
Pathway
LLM provider agnostic
FastRAG
Pathway
Built in rag eval metrics
FastRAG-
Pathway-
Citation attribution
FastRAG-
Pathway-
Multimodal rag
FastRAG
Pathway
Managed ingestion pipeline
FastRAG-
Pathway
Open source
FastRAG
Pathway

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

Pathway

Leader

Pathway Live Data Framework is a scalable, open-source data processing platform that enables continuous, real-time data pipeline construction for AI applications. It provides unified stream and batch processing with built-in support for retrieval-augmented generation, agentic systems, and multimodal data handling.

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 verify ↗

Pathway

Leader
HybridFree tier

Free Community tier; Scale and Enterprise licenses available (specific pricing not published)

  • CommunityFree
    • 300+ API connectors to data sources
    • Kafka, S3, PostgreSQL, cloud database connectors
    • Sub-millisecond REST API endpoints
    • Python and SQL programming interfaces
    • Streaming and batch processing
    • +7 more
  • ScaleContact sales
    • All Community features
    • 20+ pre-built application templates
    • Basic RAG pipelines, document processing, log monitoring
    • Kafka ETL and social media analytics templates
    • Business support with 1-business day response
    • +2 more
  • EnterpriseContact sales
    • All Scale features
    • Advanced connectors (Sharepoint, Delta Lake, Iceberg, BigQuery, Elasticsearch, QuestDB)
    • MQTT/IoT and custom messaging connectors
    • High-availability failover
    • Kubernetes deployment
    • +8 more
as of verify ↗

Platform & deployment

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

Platforms
Web
FastRAG
Pathway
CLI
FastRAG
Pathway
Deployment
Cloud / SaaS
FastRAG
Pathway
Self-hosted
FastRAG
Pathway

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

Pathway

Leader
21 total
  • Kafka
  • Apache Spark
  • Amazon S3
  • PostgreSQL
  • Redpanda
  • Logstash
  • Slack
  • Google Pub/Sub
  • Microsoft Sharepoint
  • Delta Lake
  • Apache Iceberg
  • Google BigQuery
  • Elasticsearch
  • QuestDB
  • MQTT
  • OpenAI
  • Ollama
  • Mistral
  • LiteLLM
  • Sentence Transformers
  • Docling
Independently observed

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