Jev is 238x cheaper than Astra on input — architecture, not price, saves the money

multiply_matrix · x · 2026-09-25

Jev launched this week at $0.042 per million tokens with free output, but the real savings come from architecture: a 10k-token state x 1,000 decisions scenario costs $100.00 on Astra vs $0.42 on Jev. Key tactics: batch all questions into one call (12.2x cheaper, 10x faster), route in code by speculatively asking everything, act on confidence thresholds (0.5 for read-only, 0.9 for destructive actions), and keep counting/dates/arithmetic in code so the model only handles judgment. A full setup guide with exact config is included.

Related event: TypeSafe's Jev: Classification-Only Model Claims 200x Speed and 400x Cost Savings(5 posts)→

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