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Navigating ECN with dhimath AI Agent

Navigating Engineering Change Notices with dhimath AI Agent

Mastering ECN Control with Dhimath's Engineering Change Note Agent


FerroCast Industries Pvt. Ltd., a high-volume grey and ductile iron castings producer (45,000 MT/year capacity, 88% yield), deploys Dhimath's ECN Agent to streamline engineering changes from chaotic docs to audit-ready decisions.


Built in the FerroCast ECN Control Project, it rigorously analyzes ECNs using master records, test reports, and traceability logs—ensuring no speculation beyond uploaded evidence like ECN-FCE-2026-001.

 

Agent Core Functions

Private mode enforces context-only discipline, flagging "Not specified in provided ECN records" for gaps while mandating decisions: Approved, Rejected, or Conditionally Approved.

Public mode layers ISO 9001/IATF 16949 best practices, like PPAP-linked FMEAs, without overriding internal calls.


The agent dissects changes, assesses impacts (quality, manufacturing, cost, inventory, approvals), confirms no-changes, and outputs decision tables—perfect for process engineers and quality managers under ISO pressure.


Live Demo: ECN-FCE-2026-001 Analysis



Multi-Query Performance

Query Example

Key Agent Finding

Business Justification

Targets: Defects 4.2%→2.7%; Scrap ₹18.5L→₹11.8L

Test Evidence

TR-2026-002: 22% permeability, 35.7% defect cut (exceeds 18-25% claim)

Risk Triggers

Pilot >5.5% defects → Rollback ECN; Additive disruption → Dual-source

Audit Records

ISO 9001: ECN logs, FMEAs, customer notifications critical

Query 2: "Does test evidence justify 18-25% defect reduction claim?"

Agent confirms: Achieved 35.7% gas defect reduction vs. 18-25% target—evidence exceeds claim.


Foundry ROI Unlocked

  • ₹87.75L annual savings (20.1% sand processing cost drop)

  • 6h→4h cycle time (33% faster); 7→12 sand reuse cycles (42% less virgin sand)

  • IATF audit-ready: Full traceability (Clause 8.3.6), 30-day customer notifications

  • Risk-proof: 48-hour rollback if pilot defects exceed 5.5%


Scale to Your Operations

Upload your ECN packs → Query impacts → Get decisions in seconds. Perfect for foundries battling gas porosity defects (67% root cause) and change management chaos.


Contact Greywiz for your ECN Control pilot today.

 

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