Jev engineer demo: processing 4.2M tokens for $0.18
A video demo shows Jev making typed probabilistic decisions, processing 4.2M tokens of email for $0.18, and routing cases by confidence to automation, an LLM or a human.
Jev engineer Ryan Vogel shows how to process 4.2M tokens for just $0.18 + route only the hard cases to expensive LLMs: • 0:00 - replace text generation with typed probabilistic decisions • 4:30 - process 4.2M email tokens for $0.18 • 7:20 - gate by confidence: automation, LLM or human • 15:45 - qualify inbound leads before a human sees them • 24:00 - rank 17 transcript moments in 3 seconds • 25:30 - run browser flight selection in 7.1 seconds This is how Jev engineering makes AI systems cheaper and faster Bookmark this if you’re optimizing every AI decision for cost + speed
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