# Windmill for AI Workflows - Investing.com Case Study

DevFeed: [Windmill for AI Workflows - Investing.com Case Study](<https://devfeed.tech/articles/windmill-for-ai-workflows-investing-com-case-study-30716.md>)

Original publisher: [Read original article](<https://www.windmill.dev/blog/investing-case-study>)

Author: Yonathan Adest

Published: 2025-02-24T00:00:00Z

Content type: article

Language: en

Sources: [Windmill Blog](<https://devfeed.tech/sources/windmill-blog.md>)

Topics: [Automation](<https://devfeed.tech/topics/automation.md>), [data-processing](<https://devfeed.tech/topics/data-processing.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [etl](<https://devfeed.tech/topics/etl.md>), [tracing](<https://devfeed.tech/topics/tracing.md>), [Logging](<https://devfeed.tech/topics/logging.md>), [PostgreSQL](<https://devfeed.tech/topics/postgresql.md>), [airflow](<https://devfeed.tech/topics/airflow.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [airflow](<https://devfeed.tech/tags/airflow.md>), [automation](<https://devfeed.tech/tags/automation.md>), [case-study](<https://devfeed.tech/tags/case-study.md>), [case-study-testimonial-fintech-investing](<https://devfeed.tech/tags/case-study-testimonial-fintech-investing.md>), [data-processing](<https://devfeed.tech/tags/data-processing.md>), [docker-compose](<https://devfeed.tech/tags/docker-compose.md>), [embeddings](<https://devfeed.tech/tags/embeddings.md>), [etl](<https://devfeed.tech/tags/etl.md>), [fintech](<https://devfeed.tech/tags/fintech.md>), [human-review](<https://devfeed.tech/tags/human-review.md>), [investing](<https://devfeed.tech/tags/investing.md>), [pdf](<https://devfeed.tech/tags/pdf.md>), [postgresql](<https://devfeed.tech/tags/postgresql.md>), [push-notifications](<https://devfeed.tech/tags/push-notifications.md>), [recommendations](<https://devfeed.tech/tags/recommendations.md>), [testimonial](<https://devfeed.tech/tags/testimonial.md>), [windmill](<https://devfeed.tech/tags/windmill.md>), [workflows](<https://devfeed.tech/tags/workflows.md>)

## AI overview

This Investing.com case study describes how its AI team uses Windmill to orchestrate content processing and distribution, stock-analysis report generation, and ETL workflows. The workflows use webhooks, AI models, vector embeddings, human review, and PostgreSQL, while Windmill provides tracing, logging, and Docker Compose deployment.

## Source excerpt

This is a testimonial from Yonathan Adest, CTO at Investing.com, about how Windmill has helped them to automate their workflows and improve their data processing capabilities.