What it does
We’re upgrading our MustMeet recommendations engine to deliver faster, smarter, and more transparent scoring, helping organizers understand compatibility between participants and drive better meeting outcomes.
This includes a full infrastructure refactor for major performance gains, along with improvements to score distribution, data clarity, and organizer insights within the MustMeet scoring table.
Why it matters:
⚡ Faster, more scalable scoring
MustMeet scores now generate significantly faster, improving turnaround time for high-volume MustMeet events and making the system easier to support and maintain.
🎯 Better score differentiation
We’ve expanded scoring brackets and improved score spread when AI scoring is in use, resulting in clearer separation between participants and marginally higher-quality matches.
🔍 More transparency for organizers
New data points in the scoring table make it simpler to understand why a score is what it is, without digging through long score-reason text.
To sum it up, the update brings us:
- Performance upgrades
- Improved AI-driven score spread
- New scoring insights in the dashboard:
- Preference Summary: A concise overview of the two-way preference, merging sharer + company preferences.
- Mutual Preference Indicator: Quick “Yes/No” visibility when both participants expressed a positive preference for each other.
- Custom Field Match Indicator: Highlights when two participants share at least one matching custom field (great for explaining compatibility).
Major infrastructure improvements drastically reduce the time required to generate scores.
A wider range of score brackets and better distribution within them means more meaningful distinctions between participant pairs.
The result
Sharper scoring, faster performance, and clearer insights → all working together to make MustMeet matching more accurate and more explainable for organizers.
A better foundation for recommendations, better visibility for event teams, and better meetings for participants.