AI Agents for heavy industry decisions

Each order moves through design, materials, production, quality, and delivery. 
Enhans connects every stage through a unified AI agent workflow.

The bottleneck is judging project, equipment, and site limits at once

Products are large, lead times long, and every project differs. One design change ripples through BOM, purchasing, schedule, inspection, and delivery, while data stays scattered across PLM, ERP, MES, QMS, EAM, and WMS.
Design changes are traced across BOM, work orders, and inspections by hand
Crane, yard, dock, and furnace limits aren't reflected in plans
Equipment downtime risk is hard to catch early
Long lead material delays surface too late
Welding, NDT, and paint issues recur without structured causes
Supplier and outsourcing schedules sit outside internal plans

AgentOS structures project knowledge as an operational ontology

Enhans models projects, equipment, drawings, BOMs, processes, materials, quality, and safety as connected objects and relationships, enabling consistent operational judgment without replacing existing PLM, ERP, MES, QMS, EAM, or WMS systems.
Differentiator
What it means in heavy industry
Project ontology
Links projects, hulls, modules, BOM, processes, materials, quality, and safety as objects and relationships
Design change impact
Parses ECO, revisions, NCR, and RFI to trace affected BOM, work orders, inspections, and delivery
Data parsing
Reads PLM, ERP, MES, QMS, EAM, and WMS data with drawings, certificates, MTC, and manuals together
Physical constraints
Reflects cranes, docks, jigs, furnaces, and worker qualifications to recommend workable plans
Quality traceability
Connects Heat No., Lot, MTC, NDT, and rework history into clear quality evidence
Human-in-the-loop
Updates work orders, maintenance, materials, and reports on approval or by rule

One operating loop
from design change to delivery

Enhans turns operations into a repeatable loop: collect signals, parse data, structure meaning, detect risk, recommend actions, and execute on approval.
Signals
Contracts · Drawings · PLM · ERP · MES · QMS · EAM · WMS
Parsing
Project · Module · Revision · Material · Heat No. · Process · Delivery
Ontology
Project · BOM · Process · Machine · Yard · Material · Quality · Safety
Risk detection
Design change · Material delay · Crane conflict · Rework · Downtime · Supplier delay
Recommendation
Reschedule · Alternative material · Urgent buy · Crane assignment · Inspection priority
Execution
Work order update · Material call · Quality action · Maintenance request · Report

Core capabilities for judgment and execution

Design Change Agent
Turns ECO, revisions, NCR, and RFI into the affected BOM, work orders, inspections, and delivery risk.
Scheduling Agent
Recommends workable plans from delivery, equipment, cranes, bays, and supplier schedules.
Material Traceability Agent
Tracks long lead materials by order, receipt, Lot, and Heat No. to catch shortages early.
Quality & Rework Agent
Connects welding, NDT, and paint results to find recurring defects and root causes.
Predictive Maintenance Agent
Reads sensors, error codes, and history to flag downtime risk on critical equipment.
Field & Safety Copilot
Answers drawing, SOP, and safety questions, and checks permits and worker qualifications.

Specialized Agents, one connected workflow

One model isn’t enough. Specialized Agents connect so a decision in one area informs the next.
Engineering Change Agent
Finds what a change affects across hulls, modules, orders, and purchases.
Planning & Outsourcing Agent
Recommends project plans from constraints and supplier schedules.
Yard & Crane Agent
Reduces conflicts in dock, bay, and crane assignments.
Material Traceability Agent
Manages long lead material shortage risk by MTC, Heat No., and Lot.
Quality & Rework Agent
Detects recurring quality issues and cause candidates.
Maintenance & Asset Agent
Automates system lookups and turns issues into reports.
Reporting Workflow
Automates system lookups and turns issues into reports.

Where to begin

Start from problems that recur on site and are easy to justify by ROI, then expand by project, plant, and entity.
Engineering change impact
AS-IS
Compare drawings, BOM, and orders by hand.
TO-BE
Agents identify affected items and propose actions.
Long-lead materials
AS-IS
Delays found late in meetings.
TO-BE
Order-to-process impact connected to warn early.
Crane & yard assignment
AS-IS
Adjusted by meetings and experience.
TO-BE
Reflects weight, schedule, and availability to recommend.
Inspection & rework
AS-IS
Manual report checks after defects.
TO-BE
Conditions and past cases connected to find causes.
Predictive maintenance
AS-IS
Manuals searched after a stop.
TO-BE
Codes and history connected to rank stop risk.

See risk sooner, cut rework and downtime, standardize judgment

Business Impact
How Enhans supports it
Early delivery risk
Warns when changes, delays, or downtime threaten delivery
Lower rework cost
Finds recurring defects and root causes
Faster change response
Analyzes change impact on purchasing, production, and delivery
Higher equipment uptime
Flags unplanned stop risk early
Material traceability
Secures Heat No., Lot, and MTC evidence fast
Automated reporting
Summarizes issues for meetings and customers

Make complex heavy industry decisions faster with AgentOS

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Connect design changes, BOM, PLM, ERP, MES, QMS, EAM, and WMS into one ontology, so teams and executives act on the same evidence.
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