Illustrative demo
Explore how binary gating changes recommendations. For research inquiries, get in touch.
Gated vs Ungated
A simplified example: popularity-based lists often surface low-confidence picks. Gating withholds recommendations the system does not trust.
Traditional (Top-5 by popularity)
Always show top 5 by engagement — no confidence check.
1. Viral TikTok Hit(Comedy)
38% confrisky
2. Inception(Sci-Fi)
94% conf
3. Trending Sequel(Action)
45% confrisky
4. The Dark Knight(Action)
91% conf
5. Hype Train Movie(Drama)
52% confrisky
Lattice (confidence-gated)
Only recommend when confidence ≥ 65%.
1. Inception(Sci-Fi)
94%2. The Dark Knight(Action)
91%3. Interstellar(Sci-Fi)
88%4. Pulp Fiction(Crime)
85%5. Fight Club(Drama)
82%6. The Matrix(Sci-Fi)
79%7. Parasite(Thriller)
76%Traditional: 5 items (avg 64% confidence)
Lattice: 7 items (avg 85% confidence — higher quality)