M1
Decision Lab
Loading recorded demos…1× playback · original model latency · no model calls

01 · RECORDED EVENT TIMELINE + SYSTEMONE DECISIONS

Streaming transcripts, structured decisions.

As a customer or agent conversation replays from its recorded timeline, Microsoft-Decision-1 (/providers/microsoft/v1/systemone) evaluates typed questions alongside Loading baseline…. Each model processes the latest available snapshot with one request in flight; intermediate snapshots can be skipped.

01 · RECORDED CONVERSATION STREAM
0 words·Decision-1: 0 calls (—)·Loading baseline…: 0 calls (—)·Mentions: 0 (—)
Click Replay conversation to replay a recorded customer conversation via Loading baseline… and watch Microsoft-Decision-1 evaluate successive transcript snapshots from the original Azure event timeline.
03 · LIVE ENTITY MENTIONS 0 extracted

person

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city

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money amount

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date

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company

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phone number

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email address

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car model

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02 · DECISIONS · Microsoft-Decision-1 (solid) vs Loading baseline… (dashed)
Will they buy?…
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Customer mood…
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Price worry?…
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Shopping around?…
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Needs someone's OK?…
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About to walk?…
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Main concern…
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WATCHING · STRUCTURED DECISION EVENTS
Each question starts uncertain. When a decision event changes a Microsoft-Decision-1 answer, the update appears here and is pinned inside the transcript.
MOMENTS WHEN MICROSOFT-DECISION-1 CHANGED ITS MIND
Mind-change events will appear here as the conversation unfolds.
Retail & Revenue Operations · Triage & RoutingExpected Verdict: DISPATCH P1 EXPRESS REPLACEMENT

Support Operations · Damaged Commercial Espresso Machine

01 · Business Problem Solved

Routes an incoming B2B café hardware support ticket across teams while scoring urgency and detecting store-opening blockers.

02 · What This Proves About Microsoft-Decision-1

Proves Microsoft-Decision-1 can evaluate all 5 structured criteria (Noul, Choice, Score) in a single sub-300ms forward pass with calibrated probabilities and zero output token cost.

Benchmark Test Case:
3 noul · 1 choice · 1 score
Subject: Order #A-55291 arrived damaged — need replacement before Friday Hi team, I'm Priya Raman from Northwind Cafés. Our order #A-55291 (2x Barista Pro 3 espresso machines, 1x MilkMate frother) was delivered yesterday by DHL, but one Barista Pro 3 has a cracked water tank and shows error E-17 when powered on. We open our new Lisbon location on Friday 24 October and can't do it with one machine. Please ship a replacement unit by express, or refund the €2,390 for that machine.
01 · Latency SpeedupSingle Forward Pass
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Decision-1: —
Loading baseline…: —
Zero autoregressive generationReady
02 · Ground-Truth AccuracyVerified Policy Answers
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Decision-1: —
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Avg Confidence: 0%Model Agreement: —
03 · Production Economics$0.042/1M In · $0 Out
99.5% saved
Decision-1: $0.0184 / 1k
Loading baseline…: $3.643 / 1k
198× lower costSaves $2,718/mo @ 25k/day
03 · CRITERION-BY-CRITERION VERIFICATION
Calibrated System-1 probabilities vs. generative LLM outputs verified against ground truth
Criterion / QuestionTypeExpected Ground TruthMicrosoft-Decision-1 (Calibrated)Loading baseline… (Baseline)Verification
Routing Team
Which team should handle this customer request first?
choicelogistics——✗ DIFF
Incident Severity
How severe and time-critical is this customer issue?
scoreMajor|Critical——✗ DIFF
Requests Refund or Replacement?
Does the customer request a financial refund or immediate replacement?
noulYes——✗ DIFF
Blocks Store Opening?
Does this issue threaten a scheduled business launch or deadline?
noulYes——✗ DIFF
Reports Error Code?
Does the customer report a specific machine error code?
noulYes——✗ DIFF

03 · HIGH-THROUGHPUT TRIAGE AT SCALE · ORIGINAL QUEUE EVENT TIMELINE

40 messages at 10/sec. Compare arrivals, completions, and outstanding work.

MICROSOFT-DECISION-13 decisions/msg · /providers/microsoft/v1/systemone
8 concurrent workers
0/40Processed
0In Queue
—Avg Wait
0.0/sThroughput
Loading baseline…Same 3 decisions/msg · /openai/v1/responses
4 concurrent workers
0/40Processed
0In Queue
—Avg Wait
0.0/sThroughput
01 · INCOMING NORTHBREW CUSTOMER FEED (0/40)
Click Run 40 Messages above to stream the customer backlog over WebSocket.
02 · LIVE TRIAGE DASHBOARD
VOLUME BY NORTHBREW DEPARTMENT (CHOICE)
hardware_defect
0
shipping_damage
0
product_inquiry
0
praise_feedback
0
URGENCY DISTRIBUTION (0–3)
0 · Positive / Info0
1 · Low0
2 · Medium0
3 · Critical Defect0
RETENTION RISK (NOUL ≥ 0.5)
⚠️ Churn / Return Risk0
Processed 0/40 messages
EXTRACTED ENTITIES ACROSS STREAM (PRODUCTS / PARTS / COMPETITORS)
Entities will populate as messages arrive…

04 · AGENT POLICY GATE & AUTOMATED CLAIM FORM

One unstructured email in. Policy gates + 13-field form out.

01 · INCOMING CLAIM EMAIL Click any field to locate source span
AGENT EXECUTION LOG (WEBSOCKET)
Click Run Claim Agent to watch real-time policy gate & extraction steps.
02 · STEP 1: POLICY GATES (MICROSOFT-DECISION-1 VS GPT-6.1-TERRA)
Fast-Track Eligible (<£5,000 & No Injury)—
D1: —Terra: —
Liability Assessment—
D1: —Terra: —
Police Report Number Provided?—
D1: —Terra: —
Bodily Injury Reported?—
D1: —Terra: —
Submission Completeness—
D1: —Terra: —
03 · STEP 2: MOTOR CLAIM FORM · AU-77120-K
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02 · ENTERPRISE SOLUTIONS CATALOG & BATCH VERIFICATION

16 Decision Gates Across 9 Industries

Each scenario explains the real-world operational bottleneck it solves, the specific capability of Microsoft-Decision-1 it proves, and includes paired Violation vs. Compliant ground-truth test cases.

Recorded suite · original Azure answers, latency and usage. Custom solutions are saved locally; switch to live mode to evaluate new inputs.

01 · Official Foundry PricingZero Output Billing
$0.042/1M
Decision-1 Output: $0.00 / 1M
Loading baseline…: $2.5/1M in · $10/1M out
Single forward pass198× cheaper per call
02 · Fleet Cost / 1,000 CallsAcross 16 Scenarios
$0.0182
Saves 99.5% vs LLM
Loading baseline…: $3.61 / 1k
Est. fleet savings$84,510/month
03 · Batch Verification StatusGround-Truth Suite
Ready
2 cases per solution
Click Verify Suite above
Violation + Compliant pairs100% deterministic JSON schema
Retail & Revenue Operations · Triage & Routing5 criteria · 2 cases

Support Operations · Damaged Commercial Espresso Machine

Problem Solved
Routes an incoming B2B café hardware support ticket across teams while scoring urgency and detecting store-opening blockers.
What It Proves
Proves Microsoft-Decision-1 can evaluate all 5 structured criteria (Noul, Choice, Score) in a single sub-300ms forward pass with calibrated probabilities and zero output token cost.
D1: $0.0192/1k vs $3.70/1k (99.5% saved)
Cloud, DevOps & Engineering · Incident Response4 criteria · 2 cases

Cloud SRE · Production Checkout Outage Triage

Problem Solved
Routes production outage tickets and scores incident severity in one forward pass using Microsoft-Decision-1.
What It Proves
Proves Microsoft-Decision-1 can evaluate all 4 structured criteria (Noul, Choice, Score) in a single sub-300ms forward pass with calibrated probabilities and zero output token cost.
D1: $0.0098/1k vs $2.75/1k (99.6% saved)
Legal, Risk & Compliance · Document Gate5 criteria · 2 cases

Commercial Lease · Legal & Financial Audit Gate

Problem Solved
Audits commercial real estate leases for governing law, financial commitment tier, rent escalation clauses, and signature completeness.
What It Proves
Proves Microsoft-Decision-1 can evaluate all 5 structured criteria (Noul, Choice, Score) in a single sub-300ms forward pass with calibrated probabilities and zero output token cost.
D1: $0.0213/1k vs $3.82/1k (99.4% saved)
Retail & Revenue Operations · Revenue Operations5 criteria · 2 cases

Enterprise Sales · Inbound Lead Qualification

Problem Solved
Qualifies inbound enterprise prospects by region, deal intent score, C-level executive sponsorship, and EU data residency requirements.
What It Proves
Proves Microsoft-Decision-1 can evaluate all 5 structured criteria (Noul, Choice, Score) in a single sub-300ms forward pass with calibrated probabilities and zero output token cost.
D1: $0.0190/1k vs $3.68/1k (99.5% saved)
Financial Services & FinTech · Safety & Policy Gate3 criteria · 2 cases

Customer Operations · Outbound Refund Policy Gate

Problem Solved
Intercepts outbound AI support agent drafts before sending to verify whether the agent promised an unauthorized financial refund.
What It Proves
Proves Microsoft-Decision-1 can evaluate all 3 structured criteria (Noul, Choice, Score) in a single sub-300ms forward pass with calibrated probabilities and zero output token cost.
D1: $0.0120/1k vs $2.51/1k (99.5% saved)
AI Safety & Agent Guardrails · Agent Guardrails5 criteria · 2 cases

AI Agent Security · Pre-Execution Tool-Call Firewall

Problem Solved
Decomposes an autonomous coding agent's proposed tool execution into atomic Noul hazard checks (irreversible deletion, secret access, intent mismatch) before allowing execution.
What It Proves
Proves Microsoft-Decision-1 can evaluate all 5 structured criteria (Noul, Choice, Score) in a single sub-300ms forward pass with calibrated probabilities and zero output token cost.
D1: $0.0153/1k vs $3.46/1k (99.6% saved)
AI Safety & Agent Guardrails · LLM Verification6 criteria · 2 cases

Enterprise RAG · Groundedness & Hallucination Verification Gate

Problem Solved
Enterprise RAG assistants occasionally hallucinate SLA numbers or refund promises that contradict retrieved policy documents, creating legal and financial liability.
What It Proves
Proves Microsoft-Decision-1 verifies factual groundedness and detects source contradictions in a single forward pass before the response is shown to the user.
D1: $0.0213/1k vs $4.20/1k (99.5% saved)
Cybersecurity & SecOps · Security & Anti-Abuse6 criteria · 2 cases

SecOps · Phishing, BEC & Prompt Injection Shield

Problem Solved
Modern phishing emails combine lookalike domains and credential harvesting with embedded `[SYSTEM INSTRUCTION]` prompt injections designed to bypass AI mail filters.
What It Proves
Proves Microsoft-Decision-1 decomposes email headers, link mismatches, and adversarial prompt injections simultaneously without being hijacked by the injected text.
D1: $0.0227/1k vs $4.28/1k (99.5% saved)
Cloud, DevOps & Engineering · CI/CD Security Gate6 criteria · 2 cases

Software Engineering · Pull Request Security & Risk Matrix

Problem Solved
Developers push hundreds of pull requests daily; running a slow, expensive frontier reasoning model on every git commit diff is too slow and costly for CI/CD pipelines.
What It Proves
Proves Microsoft-Decision-1 detects SQL injection, debug auth bypasses, exposed secret columns, and missing tests in ~280ms for fractions of a cent.
D1: $0.0189/1k vs $4.06/1k (99.5% saved)
Cloud, DevOps & Engineering · Inference Routing4 criteria · 2 cases

Cloud AI Gateway · Multi-Model Complexity & Tier Router

Problem Solved
Sending every user prompt to a frontier reasoning model wastes 90%+ of inference budget on trivial translations, greetings, and simple formatting tasks.
What It Proves
Proves Microsoft-Decision-1 can classify prompt complexity in ~250ms so simple queries route to nano models while TLA+ proofs route to frontier reasoning models.
D1: $0.0174/1k vs $3.21/1k (99.5% saved)
Financial Services & FinTech · Financial Crime & AML5 criteria · 2 cases

Banking & FinTech · SWIFT Wire AML & Sanctions Gate

Problem Solved
Cross-border payment rails require instant screening of SWIFT MT103 wire instructions for sub-$10k structuring, shell-company mismatches, and PEP/sanctions hits.
What It Proves
Proves Microsoft-Decision-1 evaluates complex financial crime typology indicators in parallel and outputs calibrated SAR escalation scores.
D1: $0.0186/1k vs $3.66/1k (99.5% saved)
Healthcare & Life Sciences · Clinical Utilization Management5 criteria · 2 cases

Healthcare · Clinical Prior Authorization & Medical Necessity

Problem Solved
Patients with urgent neurological deficits wait days for manual clinical prior authorization because reviewers must cross-check MRI findings against conservative therapy logs.
What It Proves
Proves Microsoft-Decision-1 verifies medical necessity criteria (MRI pathology, >=6 weeks physical therapy, motor deficit red flags) with 100% criterion transparency.
D1: $0.0204/1k vs $3.77/1k (99.5% saved)
Cybersecurity & SecOps · SecOps & EDR Triage5 criteria · 2 cases

Cybersecurity · SOC Tier-1 EDR Alert & Lateral Movement Gate

Problem Solved
Enterprise SOC teams face alert fatigue from thousands of daily EDR process trees, risking delayed containment when a real Word-macro-to-LSASS credential dump occurs.
What It Proves
Proves Microsoft-Decision-1 distinguishes active MITRE ATT&CK credential dumping and lateral movement from signed Windows Update maintenance in sub-350ms.
D1: $0.0177/1k vs $3.60/1k (99.5% saved)
Manufacturing & Supply Chain · Quality Assurance & IoT5 criteria · 2 cases

Manufacturing · Semiconductor Wafer QA & Line-Stop Gate

Problem Solved
In semiconductor manufacturing, failing to halt a lithography stepper during a multi-wafer overlay drift excursion ruins millions of dollars of safety-critical automotive wafers.
What It Proves
Proves Microsoft-Decision-1 evaluates inline metrology specs, consecutive wafer trends, and ASIL-D safety criticality to trigger deterministic MES containment.
D1: $0.0173/1k vs $3.58/1k (99.5% saved)
Healthcare & Life Sciences · Systematic Review Gate5 criteria · 2 cases

Life Sciences · Clinical Trial Title/Abstract PICO Screening

Problem Solved
Systematic literature reviews require screening thousands of PubMed abstracts against strict PICO criteria (Human RCT vs animal/in-vitro studies).
What It Proves
Proves Microsoft-Decision-1 screens biomedical abstracts across Population, Intervention, Design, and Exclusion rules at ~6x the speed and <1% the cost of generative LLMs.
D1: $0.0197/1k vs $3.72/1k (99.5% saved)
Insurance & Claims · Underwriting & Risk5 criteria · 2 cases

Insurance · Commercial Cyber Policy Underwriting Gate

Problem Solved
Commercial cyber insurers must verify mandatory security controls (privileged MFA, air-gapped immutable backups, EDR coverage, loss history) across lengthy broker submissions.
What It Proves
Proves Microsoft-Decision-1 converts unstructured underwriting questionnaires into structured bind/subjectivity/decline decisions with calibrated maturity scores.
D1: $0.0205/1k vs $3.77/1k (99.5% saved)