30.3.2026: Smarter expertise discovery, faster answers, and clearer topic management
We’ve made improvements to how Starmind understands your knowledge, surfaces the right experts, and helps admins manage topics. Now, teams get to the right answer faster with less effort.
1. Disambiguation model update → More accurate answers, less back-and-forth
A new disambiguation model has been deployed that improves the accuracy of topic identification within the Knowledge Engine.
🚀 What's new
We upgraded the disambiguation model to better understand what users actually mean when they ask a question. This improves how topics are identified and matched to experts.
💎 Key benefits
- Faster resolution: Questions are routed to the right expert the first time
- Higher-quality answers: Less noise, fewer irrelevant matches
- Reduced follow-ups: Users don’t need to rephrase or clarify as often
2. Global topic pull status → Less admin guesswork, faster topic management
A new visual indicator has been added to the topic management page search results to show whether global topics have been pulled in or not, improving visibility of topic status.
🚀 What's new When searching for topics in the admin area's topic management page, each global topic in the search results will display a visual indicator (icon) showing its pull status, allowing you to quickly identify which global topics have been pulled in and which have not.
💎 Key benefits
- Faster setup and maintenance: No need to click into topics to check status
- Fewer duplicates and errors: Clear visibility prevents redundant topic creation
- Better governance at scale: Easier to manage large topic libraries
3. UI updates → Faster navigation, lower cognitive load
We refreshed buttons and UI components to improve clarity and usability.
🚀 What's new
The button and chip components have been redesigned with rounded corner styling, replacing previous design with a more modern aesthetic.
💎 Key benefits
- More consistent visual experience: Updated components align with a more modern design system
- Improved readability: Slightly clearer distinction between interactive elements