SWIRL is an AI-powered search and Retrieval Augmented Generation (RAG) system designed to provide ChatGPT-like answers from an organization's existing data sources without requiring data migration. It targets developers and enterprises seeking to enhance internal knowledge discovery and productivity, offering a rapid deployment solution that preserves data security and location.

How It Works

SWIRL federates searches across multiple data sources using a unique approach that bypasses the need for traditional vector databases. Instead, it leverages a pipeline of query transformation and result processing stages, including adaptation for individual providers, re-ranking via cosine similarity with spaCy and NLTK, and duplicate detection. This architecture allows data to remain in its original location, simplifying setup and enhancing security.

Quick Start & Requirements

• Install/Run: Download docker-compose.yaml and run docker-compose up (or docker compose up on Windows).
• Prerequisites: Docker installed and running. For RAG, an OpenAI API key is required.
• Setup: Approximately 2 minutes for basic Docker setup.
• Docs: docs.swirlaiconnect.com
• Demo: https://www.swirlaiconnect.com

Highlighted Details

• No vector database or data migration required.
• Supports over 100 enterprise connectors, including Microsoft 365.
• Features query adaptation, result re-ranking, and duplicate detection.
• Offers optional subscription for continuous monitoring of search results.

Maintenance & Community

• Active GitHub repository with CI/CD pipeline.
• Community support via Slack: https://join.slack.com/t/swirlmetasearch/shared_invite/zt-2sfwvhwwg-mMn9tcKhAbqXbrV9Y1eA
• Direct support available via email: support@swirlaiconnect.com.

Licensing & Compatibility

• License: Apache 2.0.
• Compatibility: Permissive license suitable for commercial use and integration with closed-source applications.

Limitations & Caveats

The Docker version of SWIRL does not retain data or configuration upon shutdown. Integration with Microsoft 365 requires administrator approval and specific setup.