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ONE PART OF THE REBUILD

Where Agents Deploy

Agents are one component of how we re-engineer an operation — running inside the redesigned process, on tuned models, across the areas that drive manufacturing and supply chain performance. Each scoped to your environment. Each validated before go-live.


01 //

Production Planning

Agents monitor capacity, flag schedule conflicts, and help planners make faster decisions when conditions change — without waiting for someone to pull the report.

Demand forecasting and adjustment from live signals
Capacity constraint detection and scheduling
Material availability validation across suppliers
Schedule exception routing and replanning
Production order sequencing and prioritization

02 //

Supply Chain & Procurement

Agents track supplier commitments, surface delivery risks before they become line stoppages, and help purchasing teams stay ahead of disruptions instead of reacting to them.

Supplier risk monitoring and scorecard updates
Purchase order generation and approval routing
Inventory reorder and safety stock optimization
Inbound logistics coordination and tracking
Lead time variance detection and alerts

03 //

Cost Control

Agents watch spend against budget in real time, flag variances when they're still actionable, and help operations leaders see where margin is leaking before it's already gone.

Real-time cost variance detection by line, product, or facility
Material cost trend monitoring and alerts
Labor and overhead allocation tracking
Margin erosion early warning
Budget vs. actual reporting automation

04 //

Quality & Compliance

Agents support inspection workflows, flag anomalies against your spec tolerances, and maintain the audit trail your team needs without adding documentation burden.

Defect pattern recognition across production lines
Non-conformance triage and routing
CAPA initiation, tracking, and escalation
Audit documentation assembly and gap detection
SPC alert correlation and trend analysis

05 //

Demand Forecasting

Agents synthesize order data, market signals, and historical patterns to give planning teams a sharper view of what's coming — and how much confidence to put in each number.

Multi-signal demand sensing (POS, bookings, seasonality)
Forecast bias detection and correction
New product introduction demand modeling
Customer order pattern analysis
Consensus forecast assembly across stakeholders

06 //

Maintenance & Reliability

Agents analyze equipment data to flag degradation early, help maintenance teams prioritize work orders, and reduce the unplanned downtime that breaks production schedules.

Condition-based and predictive maintenance triggers
Work order prioritization and scheduling
Spare parts availability and reorder checks
Downtime root cause pattern analysis
Asset reliability scoring and trending
02 // INTEGRATIONS

Your Stack. Not Ours.

No migrations. No new platform to adopt. We connect to what you already run.

ERP

SAP, Oracle, Epicor, Infor, Acumatica, Visual, NetSuite, Sage, SYSPRO, IQMS (DELMIAworks), Global Shop Solutions, Plex

MES / MOM

Aveva, Plex, Tulip, 42Q, MasterControl, MACH2, Aegis, custom shop-floor systems

WMS / TMS

Manhattan, Blue Yonder, SAP EWM, Fishbowl, 3PL Central, Deposco, ShipHawk

CMMS

Fiix, Maximo, UpKeep, Limble, MaintainX, eMaint, MP2

QMS

MasterControl, ETQ, Greenlight Guru, Qualio, Arena, Veeva

Planning & BI

Kinaxis, o9 Solutions, John Galt, Demand Solutions, Power BI, Looker

See How It Maps to Your Operation

Tell us about your workflows. We'll give you a straight answer.