RecAI is an open-source research platform developed by Microsoft to explore how large language models can be integrated into modern recommender systems. Traditional recommender systems rely on structured behavioral data such as user interactions and item embeddings, while large language models excel at understanding language and reasoning about user preferences. RecAI aims to bridge these two domains by creating architectures and training methods that allow LLMs to function as intelligent recommendation engines. The project explores several approaches, including fine-tuning language models using user behavior data, building recommender agents, and using LLMs to explain recommendation results. RecAI also investigates how conversational interfaces powered by LLMs can improve the personalization and transparency of recommendation systems.

Features

  • Framework for integrating large language models into recommender systems
  • Support for fine-tuning LLMs using user behavior and item data
  • Recommender AI agents capable of generating personalized suggestions
  • Prompt-based knowledge injection for improving recommendation quality
  • Tools for evaluating LLM-driven recommendation pipelines
  • LLM-based explanation modules for improving transparency of recommendations

Project Samples

Project Activity

See All Activity >

License

MIT License

Follow RecAI

RecAI Web Site

Other Useful Business Software
SIEM | API Security | Log Management Software Icon
SIEM | API Security | Log Management Software

AI-Powered Security and IT Operations Without Compromise.

Built on the Graylog Platform, Graylog Security is the industry’s best-of-breed threat detection, investigation, and response (TDIR) solution. It simplifies analysts’ day-to-day cybersecurity activities with an unmatched workflow and user experience while simultaneously providing short- and long-term budget flexibility in the form of low total cost of ownership (TCO) that CISOs covet. With Graylog Security, security analysts can:
Learn More
Rate This Project
Login To Rate This Project

User Reviews

Be the first to post a review of RecAI!

Additional Project Details

Programming Language

Python

Related Categories

Python Large Language Models (LLM)

Registered

2026-03-09