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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.
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.
The Methodology
From Audit to Autonomy in 90 Days.
Audit
Week 1–2
We analyze your current workflows, quantify pain points and perform data readiness assessment
Render
Week 3–4
Translate business processes into agent-ready blueprints with roles, logic and handoffs.
Map
Weeks 5–6
Design the multi-agent system architecture, integrations, controls, and operating model.
Orchestrate
Weeks 7–12
Build, deploy, test, and validate the agent fleet in live workflows.
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
The ARMOR Framework
The ARMOR Framework
Go/No-Go gates at every phase transition. We don't proceed until metrics are met.
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.
Gate: 3+ pain points exceeding $100K/yr
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.
Gate: ROI model validated against historical data
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.
Gate: Architecture feasibility confirmed, pattern selected
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.
Gate: Pilot metrics ≥80% of targets, zero critical failures
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.
Gate: >90% of pilot improvements maintained
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.
The Fleet
43 Agents. Six You Should Know.
Each one purpose-built for a specific operational task.
The Deployment Map
Built for Asset-Heavy Industries
Purpose-built agent fleets deployed across verticals where physical assets, fleet operations, and regulatory complexity compound.
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
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
Commercial Real Estate
43 agents across multifamily, office, industrial, retail, and hospitality. HVAC prediction + lease lifecycle + tenant intelligence.
ReMI · MOSAIC
16K+
Prospects
PE Portfolio Operations
Cross-portfolio standardization play. Operating partners as buyers. Highest expansion potential across all verticals.
ReMI · MOSAIC
17K+
Prospects
Manufacturing
Predictive maintenance + quality inspection + OEE improvement. Strong data availability. 25K+ prospect pool.
ReMI · ViDA
25K+
Prospects
Utilities
Grid monitoring + field service optimization. Heavy regulatory environment. Excellent data availability.
ReMI · FRIT
8K+
Prospects
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
Frequently Asked Questions
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