App Templates

Pathway's Application templates allow you to quickly put in production AI applications which offer high-accuracy RAG at scale using the most up-to-date knowledge available in your data sources.

Pick one and run the app with your own data, in minutes.

AI Pipelines
YAML
Slides AI Search App
An indexing pipeline for retrieving slides. It performs multi-modal of PowerPoint and PDF and maintains live index of your slides.
An indexing pipeline for retrieving slides. It performs multi-modal of PowerPoint and PDF and maintains live index of your slides.
YAML
Question-Answering RAG App
Basic end-to-end RAG app. A question-answering pipeline that uses the GPT model of choice to provide answers to queries to your documents (PDF, DOCX,...) on a live connected data source (files, Google Drive, Sharepoint,...).
Basic end-to-end RAG app. A question-answering pipeline that uses the GPT model of choice to provide answers to queries to your documents (PDF, DOCX,...) on a live connected data source (files, Google Drive, Sharepoint,...).
Featured
YAML
Private RAG App with Mistral and Ollama
A fully private (local) version of the 'demo-question-answering' RAG pipeline using Pathway, Mistral, and Ollama.
A fully private (local) version of the 'demo-question-answering' RAG pipeline using Pathway, Mistral, and Ollama.
YAML
Adaptive RAG App
A RAG application using Adaptive RAG, a technique developed by Pathway to reduce token cost in RAG up to 4x while maintaining accuracy.
A RAG application using Adaptive RAG, a technique developed by Pathway to reduce token cost in RAG up to 4x while maintaining accuracy.
YAML
Multimodal RAG pipeline with GPT4o
Multimodal RAG using GPT-4o in the parsing stage to index PDFs and other documents from a connected data source files, Google Drive, Sharepoint,...). It is perfect for extracting information from unstructured financial documents in your folders (including charts and tables), updating results as documents change or new ones arrive.
Multimodal RAG using GPT-4o in the parsing stage to index PDFs and other documents from a connected data source files, Google Drive, Sharepoint,...). It is perfect for extracting information from unstructured financial documents in your folders (including charts and tables), updating results as documents change or new ones arrive.
Featured
YAML
Live Document Indexing (Vector Store / Retriever)
A real-time document indexing pipeline for RAG that acts as a vector store service. It performs live indexing on your documents (PDF, DOCX,...) from a connected data source (files, Google Drive, Sharepoint,...). It can be used with any frontend, or integrated as a retriever backend for a Langchain or Llamaindex application.
A real-time document indexing pipeline for RAG that acts as a vector store service. It performs live indexing on your documents (PDF, DOCX,...) from a connected data source (files, Google Drive, Sharepoint,...). It can be used with any frontend, or integrated as a retriever backend for a Langchain or Llamaindex application.
Pathway + PostgreSQL + LLM: app for querying financial reports with live document structuring pipeline.
A RAG example which connects to unstructured financial data sources (financial report PDFs), structures the data into SQL, and loads it into a PostgreSQL table. It also answers natural language user queries to these financial documents by translating them into SQL using an LLM and executing the query on the PostgreSQL table.
A RAG example which connects to unstructured financial data sources (financial report PDFs), structures the data into SQL, and loads it into a PostgreSQL table. It also answers natural language user queries to these financial documents by translating them into SQL using an LLM and executing the query on the PostgreSQL table.

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Live Data pipeline
Kafka ETL: Processing event streams in Python
Learn how to build a Kafka ETL pipeline in Python with Pathway and process event streams in real-time.
Learn how to build a Kafka ETL pipeline in Python with Pathway and process event streams in real-time.
Featured
Jupyter / Colab: visualizing and transforming live data streams in Python notebooks with Pathway
Featured
Python Kafka Alternative: Achieve Sub-Second Latency with your S3 Storage without Kafka using Pathway
If you're searching for Kafka alternatives, this article explains how to use Pathway and MinIO+Delta Tables for a simple real-time processing pipeline without using the Confluent stack.
If you're searching for Kafka alternatives, this article explains how to use Pathway and MinIO+Delta Tables for a simple real-time processing pipeline without using the Confluent stack.
Computing the Option Greeks using Pathway and Databento
Computing the Option Greeks using Pathway and Databento, in the Black Model
Computing the Option Greeks using Pathway and Databento, in the Black Model
Delta Lake ETL with Pathway for Spark Analytics
How to use Pathway to prepare unstructured data for Spark analytics
How to use Pathway to prepare unstructured data for Spark analytics
Streaming ETL pipelines in Python with Airbyte and Pathway
How to use Pathway for Airbyte sources.
Smart real-time monitoring application with alert deduplication
Event stream processing
Realtime Server Log Monitoring: nginx + Filebeat + Pathway
Monitor your server logs in real time with Pathway
Uncovering hidden user relationships in crypto exchanges with Fuzzy Join on streaming data
An example of a cryptocurrency exchange
Linear regression on a Kafka stream
Out-of-Order Event Streams: Calculating Time Deltas with grouping by topic
Event stream processing
Interaction with a Feedback Loop.
Article introducing Fuzzy Join.
Automating reconciliation of messy financial transaction logs using Pathway's real-time fuzzy join
Article introducing Fuzzy Join.
Machine Learningtime series