Models

decision-1 — API, Pricing & Context Window | Vivgrid

decision-1 on Vivgrid: Microsoft-Decision-1, Microsoft's decision model that returns predefined answers with confidence scores instead of generated text, with a 32K-token request window and geo-distributed acceleration.

decision-1 is Microsoft-Decision-1, Microsoft's model for decision and classification workloads, and it does not write open-ended text. You send it the current state plus the questions you need answered, and it returns predefined answers with a confidence signal for each — so your application can act on confident answers and route uncertain ones for further review.

Microsoft post-trained it from Qwen3.5-9B for fast, single-pass decision scoring and released it in public preview on Microsoft Foundry on October 9, 2026. It is meant for simple, repeatable, time-sensitive decisions — agent controls, model routing, intent analysis, data labeling, AI judging — that don't need the generative capabilities or extended reasoning of a larger language model. Microsoft reports its median (P50) latency as about 35× faster than GPT-6 Sol.

On Vivgrid, decision-1 is served on the /systemone API with the same state + questions request shape as jev-latest, with geo-distributed acceleration across AMER, EMEA, and APAC. Output tokens are free.

Specifications

ProviderMicrosoft
Model IDdecision-1
Best forDecision
Available onDecisions
Context window32,768 tokens
ModalitiesText
Tool / function callingNo
Knowledge cutoff—
Acceleration⚡ Geo-Distributed — AMER, EMEA, APAC

Pricing

Pricing in USD per 1M tokens.

InputCached inputOutput
$0.084—$0.00

Question types

  • Yes/no — whether a statement about the state is true
  • Multiple choice — pick one option from a fixed set
  • Rating — place the state on an ordered scale
  • Rubric grading — judge an AI response or an agent action against your criteria

A single request may carry several questions; on Vivgrid the whole request must fit in 32K tokens.

API surfaces

The Vivgrid Console catalogs decision-1 on one surface, all behind the same API key. The endpoint shown is the one the Console previews for that surface.

SurfacePrimary endpointUse it for
Decisions/systemoneStructured decision calls that return scores and choices instead of prose.

Quick start

Get an API key from the Vivgrid Console, then call decision-1 directly.

curl https://api.vivgrid.com/v1/systemone \
  -H "Authorization: Bearer $VIVGRID_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "decision-1",
    "state": "The website has been down for 2 hours and customers cannot complete purchases.",
    "questions": {
      "routing": {
        "type": "choice",
        "instructions": "Which team should handle this?",
        "criteria": {
          "billing": "Payments, invoicing, refunds",
          "technical": "Bugs, outages, integrations",
          "sales": "Pricing, upgrades, new accounts"
        }
      },
      "severity": {
        "type": "score",
        "instructions": "How severe is this issue?",
        "criteria": ["Minor", "Moderate", "Critical"]
      }
    }
  }'

Ideal use cases

  • Agent controls and model routing between steps of a pipeline
  • Intent analysis and incident-response routing
  • AI judging: grading model output or agent actions against a rubric
  • High-volume data labeling, data validation, and content classification
  • jev-latest — TypeSafe's System One decision model on the same /systemone API
  • gemini-3.8-flash — a fast general-purpose model when you need generated text
  • glm-5.3-flash — low-cost chat completions for lightweight classification

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