What Does Geometric Classification Do?
Traditional platforms rank content by engagement — likes, shares, outrage.
VINE ranks by geometric proximity to quality signals. Same data, different results.
Geometric Ranking
#1 Policy analysis with cited sources and statistics
Q: 8.2
#2 Economic data comparison across three quarters
Q: 7.5
#3 Investigative thread with court documents referenced
Q: 7.1
#4 Expert analysis of legislation impact on small businesses
Q: 6.8
Engagement Ranking
#1 BREAKING!!! You WON'T BELIEVE what just happened!!!
B: 8.5
#2 RT IF YOU AGREE!! This is DISGUSTING!! SHARE NOW
B: 7.0
#3 EXPOSED!! LIAR CAUGHT!! Wake up people!!!
B: 6.5
#4 This TRAITOR just DESTROYED our country!!!
B: 6.0
No Training
Categories emerge from the data. No labels, no prompts, no pre-training.
Local Only
Your data never leaves your machine. No cloud API calls.
Real-Time
62,000 items classified in seconds. Runs on CPU or GPU.
USC Election 2024 · Twitter · 62K items
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Vine can run locally — classification stays on your machine.