Inside the Engine

The Science of Smart Suggestions

Discover how our algorithm balances fairness, table capacity, and social variety to make every hosting experience effortless.

1

Priority Scoring

We identify who hasn't been hosted recently. Never-hosted families get immediate VIP priority (1,000,000+ points).

Score = months_since_visit × 10
2

The "Best-Fit" Puzzle

Instead of filling seats randomly, we optimize for your table size. The algorithm looks for the "Largest Under-fit" to maximize capacity without overcrowding.

3

Diversity Filtering

To keep things interesting, the algorithm prefers unique surnames and ensures a dynamic mix of guests at every event.

Live Kernel

Target Capacity: 10 Guests
Initializing...

Technical Specification

Never-hosted Priority Ensures all families receive invitations over time.
Time-based Scoring Fairly rotates guests based on visit history.
Best-fit Matching Maximizes table utilization and minimizes gaps.
Complexity O(n log n)

Ready to host with intention?

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