Comparison

Kotaemon 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
Kotaemon51
Pathway59
Score
Vioscale score
Kotaemon51 / 100low · 23%updating
Pathway59 / 100low · 36%updating
Pricing
Free tier
Kotaemon
Pathway
Model
Kotaemon
Pathwayfreemium
Price level
Kotaemon
Pathwaylow
Transparent
Kotaemon
Pathway
Integrations
Count
Kotaemon8
Pathway300
Security
Gdpr
Kotaemon
Pathway
Adoption
Github stars
Kotaemon25,715
Pathway
Activity
Commits last 30d
Kotaemon0
Pathway
Release
Cadence days
Kotaemon5
Pathway
History
Kotaemon20 items
Pathway
License
Spdx
KotaemonApache-2.0
Pathway
Language
Primary
KotaemonPython
Pathway
Market

Capabilities

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

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

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

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.

Kotaemon

Pricing not documented yet.

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
Kotaemon
Pathway
macOS
Kotaemon
Pathway
Windows
Kotaemon
Pathway
Linux
Kotaemon
Pathway
CLI
Kotaemon
Pathway
Deployment
Cloud / SaaS
Kotaemon
Pathway
Self-hosted
Kotaemon
Pathway

Integrations

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

In common (3)
  • OpenAI
  • Ollama
  • Docling

Kotaemon

8 total - 5 not shared
  • AzureOpenAI
  • Cohere
  • Groq
  • VoyageAI
  • Gradio
Independently observed

Pathway

Leader
21 total - 18 not shared
  • Kafka
  • Apache Spark
  • Amazon S3
  • PostgreSQL
  • Redpanda
  • Logstash
  • Slack
  • Google Pub/Sub
  • Microsoft Sharepoint
  • Delta Lake
  • Apache Iceberg
  • Google BigQuery
  • Elasticsearch
  • QuestDB
  • MQTT
  • Mistral
  • LiteLLM
  • Sentence Transformers
Independently observed

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