🚀 SWIRL Enterprise 4.0 Release Announcement

Team SWIRL is announcing the general availability of SWIRL AI Search 4.0, Enterprise Edition.

⭐ PLEASE STAR OUR REPO: https://github.com/swirlai/swirl-search
🌐 PLEASE VISIT OUR WEBSITE: https://www.swirlaiconnect.com/

SWIRL 4.0 debuts refreshed, two-tone experiences for AI Search and AI Assistant - new names that reflect their real capabilities.

SWIRL AI Search Assistant response

The updated AI Search Assistant can now query in any dialect supported by the configured LLM, including SQL, SPARQL, graph languages, MongoDB, Elasticsearch/OpenSearch, and more.

SWIRL AI Search Assistant response

The Assistant supports querying and translation across human languages supported by the LLM, enabling global teams to work seamlessly.

SWIRL AI Search Assistant response

SWIRL AI Search RAG AI Insight

The overhauled AI Search page now includes a new confidence score, star highlighting and support for long queries:

SWIRL AI Search RAG AI Insight

AI Search can now generate charts for configured SearchProviders that return data sets.

SWIRL AI Search Chart Display

New features

  • Renamed Products & UI Refresh: AI Search and AI Assistant with clean two-tone layouts
  • Assistant Any-Dialect Querying: Issue repository queries in SQL, SPARQL, MongoDB, Elasticsearch/OpenSearch, etc.
  • Multilingual Support: Query and respond across languages supported by the LLM
  • Power-User Querying: Updated Search UI for hand-authored queries; Sources facet dynamically resizes
  • Confidence Scoring & Stars: 0–1 relevance score with star highlights above a configurable threshold
  • Prompt Selector: Rapid prompt preset selection in AI workflows
  • Coveo Connector: New federated source option

Improvements

  • Galaxy UI
    • More ergonomic result selection; larger input fields; improved readability
    • Show/Hide All Details toggle
    • Multiple chart displays for structured data visualization
    • Reports both total results found (all sources) and results retrieved by SWIRL
  • RAG / Search
    • Streamlined flows to generate AI insights from only the most relevant content
    • Better multi-source review with dynamic Sources facet
  • Technical Improvements
    • Validated on Python 3.12.8

Changes

  • The LinkedIn SearchProvider is deactivated by default. If you intend to use LinkedIn with SWIRL, please contact SWIRL.

Known issues

  • Clicking a Microsoft Teams result may show:
    We cannot take you to that message because it's in a chat you're not in.
    Ensure the Microsoft Teams app is open and you are authenticated before clicking Teams links.
  • Creating searches from a browser with q= can sometimes create two Search objects due to browser prefetch/predictive behavior. Disable the browser prediction service if this is undesirable.

Upgrading

⚠️ Version 4.0 does not require database migration.

Documentation

📘 SWIRL’s documentation site has been updated reflecting the new features above.