Base Labs Open-Sources joey-1, a 2B Decision Model With 20ms Latency at a Penny per M Tokens

baseten · x · 2026-10-30

Baseten open-sourced its third decision model, joey-1 (2B), optimized for speed and cost: P50 end-to-end latency of 20ms on a typical 2,000-token request (2.5x faster than elephant-1), at $0.01 per million tokens — a tenth of mammoth-1's price.

Decision models skip text generation and directly answer questions like "where should this ticket go?" or "should this request be approved?" with a single token plus a calibrated probability, slashing cost and latency across chained decisions. joey-1 accepts text and images, is available via Baseten's Model APIs and dedicated deployments, and ships with a fine-tuning cookbook. Internal tests claim it's the strongest decision model at ≤3B parameters.

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