Scored decisions at subscription price.

One-pass choices. No wrangling.

Most application logic doesn't need a generated response. It needs a confident answer from a fixed set of options. Decision models return probabilities per option in a single pass, at a tiny fraction of the cost of an LLM call.

Where it fits

• Routing: which tier, which model, which team.
• Content classification: urgency, sentiment, department, priority.
• Agent gates: continue, stop, escalate, fetch context.
• Beam scoring: grade candidates before a human review.
• Policy filtering: do not auto-action; force review below a floor.

Numbers Microsoft published