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    Agent Orchestration

    We don't build demos. We deploy systems.

    NSigma's ARMOR methodology transforms enterprise processes into autonomous agent systems — from discovery through live operations in weeks, not quarters.

    Route OptimizerWaste
    23%
    Fuel Savings
    Chiller PredictorCRE
    87%
    Accuracy
    Transformer HealthUtilities
    $4.2M
    Avoided Outage
    Contamination CVWaste
    84%
    Detection Rate
    [01]

    The Gap

    // What Exists

    • GPT wrappers and chatbot demos
    • Single-task automations that don't talk to each other
    • Proof-of-concept pilots that never reach production
    • Prompt libraries without operational context

    // What's Missing

    • Process decomposition into agent-ready units
    • Cross-system orchestration (route → fleet health → billing)
    • Human-in-the-loop gates at every critical decision
    • Drift detection and continuous optimization loops

    The bottleneck isn't AI capability. It's the translation layer.

    [02]

    The Methodology

    From Audit to Autonomy in 90 Days.

    A

    Audit

    Week 1–2

    We analyze your current workflows, quantify pain points and perform data readiness assessment

    R

    Render

    Week 3–4

    Translate business processes into agent-ready blueprints with roles, logic and handoffs.

    M

    Map

    Weeks 5–6

    Design the multi-agent system architecture, integrations, controls, and operating model.

    O

    Orchestrate

    Weeks 7–12

    Build, deploy, test, and validate the agent fleet in live workflows.

    R

    Review

    Month 4+

    Measure outcomes, optimize performance, reduce drift, and expand successful deployments.

    No rip-and-replace. No disruption. Your existing systems stay in place.

    NSigma × Agent Fleet Engineering

    [03]

    The ARMOR Framework

    The ARMOR Framework

    Go/No-Go gates at every phase transition. We don't proceed until metrics are met.

    AAudit

    Weeks 1–2

    Map every process. Quantify every pain point.

    We connect to your existing systems and run a structured operational audit. Stakeholder interviews, process observation, systems inventory. Every pain point gets a dollar figure. Every workflow gets a data-readiness score.

    Discovery ReportData Readiness AssessmentPain Point Registry

    Gate: 3+ pain points exceeding $100K/yr

    RRender

    Weeks 3–4

    Decompose workflows into agent-ready specifications.

    Every process is broken into atomic tasks and classified: fully autonomous, human-gated, or human-only. Each pain point maps to a specific product — ReMI, ViDA, FRIT, or MOSAIC — with defined confidence thresholds and escalation rules.

    Agent Architecture DocumentProduct-to-Pain MatrixHITL Design

    Gate: ROI model validated against historical data

    MMap

    Weeks 4–5

    Design the multi-agent system.

    How does the Route Optimization Agent talk to Fleet Health? How does Billing Reconciliation connect to Service Verification? Architecture pattern selection, integration planning, governance model.

    Architecture DesignIntegration PlanGovernance Model

    Gate: Architecture feasibility confirmed, pattern selected

    OOrchestrate

    Weeks 6–12

    Build, deploy, validate.

    Staged rollout: sandbox → pilot on one district or territory → production. Shadow mode first — agents generate recommendations your team can accept or reject. Zero operational risk. Full performance measurement.

    Production FleetShadow Mode ReportPilot Results

    Gate: Pilot metrics ≥80% of targets, zero critical failures

    RReview

    Ongoing

    The fleet gets smarter every week.

    Continuous optimization. Signal precision improves with every work order, every route run, every billing cycle. Drift detection catches degradation before it hits KPIs. Quarterly scope expansion identifies new tasks ready for agentization.

    Monthly KPI DashboardDrift Detection ReportsQuarterly Business Review

    Gate: >90% of pilot improvements maintained

    [04]

    The Toolkit

    Architecture Patterns

    Six canonical patterns that handle 95% of enterprise operational workflows.

    Single Agent

    One model, one task, zero ambiguity. Ideal for deterministic workflows with clear inputs and outputs.

    Container fill-level monitoring — single sensor input, single prediction.

    Router / Dispatcher

    Intelligent triage layer that classifies incoming tasks and routes to the optimal specialist agent.

    Inbound event triage — classifies complaints, alerts, billing exceptions.

    Sequential Chain

    Linear pipeline where each agent's output feeds directly into the next. Predictable, auditable, reliable.

    Contamination → Billing → Customer notification — detection to revenue.

    Parallel Fan-Out

    Distribute sub-tasks across multiple agents simultaneously. Aggregate results for maximum throughput.

    Compliance filing — simultaneously populates EPA, state, and local manifests.

    Hierarchical Manager

    Manager agent delegates to worker agents, monitors progress, and handles exceptions autonomously.

    Fleet health escalation — predicts failure, delegates swap, confirms schedule.

    Agentic Loop

    Self-correcting cycle where an agent iterates on its own output until quality thresholds are met.

    Route optimization — iterates daily routes until efficiency threshold met.

    [05]

    The Fleet

    43 Agents. Six You Should Know.

    Each one purpose-built for a specific operational task.

    WASTE
    Route Intelligence Agent
    Generates and re-optimizes daily routes across your entire fleet. Replaces static route sheets with dynamic optimization.
    23%
    Fuel Savings
    WASTE
    Fleet Health Prediction
    Predicts component failures 7–21 days before they occur. Schedules preventative maintenance to minimize route disruption.
    40%
    Downtime Cut
    CRE
    Maintenance Prediction
    AI-driven failure prediction using IoT, work order history, and asset age. Auto-generates prioritized work orders.
    35%
    Emergency Reduction
    INVEST
    Underwriting Agent
    Analyzes tenant financials, lease comps, and market conditions to generate risk-scored underwriting recommendations.
    60%
    Cycle Time Cut
    INVEST
    Forensic Accounting Agent
    Runs Beneish M-Scores, base accruals, and cash conversion checks on every name, every quarter. Catches the one you wouldn't.
    Q/Q
    Automated
    CROSS-VERTICAL
    Regulatory Compliance Agent
    Auto-populates ESG scorecards, OSHA Form 41, GHG filings from operational data. Adapts to 50+ jurisdictional standards.
    90%
    On-Time Filing
    [06]

    The Deployment Map

    Built for Asset-Heavy Industries

    Purpose-built agent fleets deployed across verticals where physical assets, fleet operations, and regulatory complexity compound.

    In Market

    Waste Management

    10 agents across collection intelligence, fleet health, facility operations, and back-office compliance. 50–200 vehicle fleets.

    FRIT · ReMI · ViDA · MOSAIC

    29x

    Year 1 ROI

    In Market

    Investment Management

    23 agents across idea generation, portfolio management, client service, and middle/back office for fundamental equity funds.

    MOSAIC · ReMI

    10x+

    Year 1 ROI

    In Market

    Commercial Real Estate

    43 agents across multifamily, office, industrial, retail, and hospitality. HVAC prediction + lease lifecycle + tenant intelligence.

    ReMI · MOSAIC

    16K+

    Prospects

    In Market

    PE Portfolio Operations

    Cross-portfolio standardization play. Operating partners as buyers. Highest expansion potential across all verticals.

    ReMI · MOSAIC

    17K+

    Prospects

    Tier 1

    Manufacturing

    Predictive maintenance + quality inspection + OEE improvement. Strong data availability. 25K+ prospect pool.

    ReMI · ViDA

    25K+

    Prospects

    Tier 1

    Utilities

    Grid monitoring + field service optimization. Heavy regulatory environment. Excellent data availability.

    ReMI · FRIT

    8K+

    Prospects

    [07]

    The Evidence

    Proof Points

    40–60%

    Cycle Time Reduction

    Across deployed workflows — from route planning to compliance filing

    <90

    Days to Production

    From ARMOR Audit to live fleet with measurable ROI

    14x

    Average Year 1 ROI

    Composite across deployed fleets, driven by hard cost reduction

    $11M+

    Largest Identified Value

    Single client, waste management vertical, Year 1 quantified impact

    Start with an ARMOR Audit.

    If we don't identify $380,000 in quantifiable opportunity within 30 days, we refund the fee in full. No questions asked.

    [FAQ]

    FAQ

    Frequently Asked Questions

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