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🚀 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 reflecting real capability), a dramatically smarter Assistant that can issue queries in many languages and query dialects (SQL, SPARQL, MongoDB, Elasticsearch/OpenSearch, and more), end-to-end multilingual responses, and a new re-ranking model with confidence scoring and star highlights.

The release also adds a Coveo connector, documentation updates, and numerous UX refinements.

🔹 AI Search & AI Assistant: renamed + refreshed UI
Clean, two-tone layouts clearly separate your prompts from SWIRL responses for better readability and faster review.

🔹 Assistant: query in any supported format/dialect
When authorized, the Assistant can query on the user’s behalf using formats supported by the LLM—SQL, SPARQL, graph languages, MongoDB, Elasticsearch/OpenSearch, and more—democratizing access to enterprise repositories.

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

🔹 Power-user Search UI
Power users can hand-author queries in the updated Search UI. The Sources facet now auto-sizes based on the number of reporting sources.

🔹 Confidence scoring with star highlights
Results are re-ranked using a 0–1 confidence score. Items at or above a configurable threshold are starred, helping users skim multi-silo results and drive RAG from only the most relevant content.

🔹 Prompt Selector
Quickly choose prompt presets to guide AI behavior in Search and Assistant.

🔹 New Connector: Coveo
Add Coveo as a federated source within SWIRL.

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

  • 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.