Constrained Decoding Models skip token-by-token generation at $0.04 per million tokens

HeyAmit_ · x · 2026-10-14

Scaledown introduces Constrained Decoding Models (CDMs): purpose-built for single tasks, they read input once and skip LLMs' token-by-token generative loop. Three models are live—Classify (calibrated probabilities for routing/tagging), Extract (structured JSON), plus summarization and compression—priced at $0.04 per million tokens, targeting document classification, PDF field extraction, and ticket routing at scale.

Related event: ScaleDown's Constrained Decoding Models Claim 467x Cost Cut(2 posts)→

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