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guardianloopai

Enterprise AI Solutions

Govern Your AI. Protect Your IP. Accelerate Your Product Lifecycle.

Purpose-built AI for the design and engineering phases of your product lifecycle — engineered for guaranteed ROI, enterprise-grade security, and scalability, with your data never leaving your environment.
ISO/IEC 42001
EU AI Act Ready
IEC 62443
IATF 16949
AS9100
Air-Gap Capable

// The Enterprise Challenge

Solutions Across the Design & Engineering Lifecycle

Design & Modeling Phase

3D Modeling Automation

Accelerate CAD creation and design iteration with AI-assisted 3D modeling that reduces manual design hours while maintaining engineering accuracy and standards compliance.

3D-to-2D and 2D-to-3D Conversion

Automatically generate 2D manufacturing drawings from 3D models — and reconstruct 3D models from legacy 2D drawings. Cuts drafting turnaround time and unlocks decades of legacy 2D drawing archives for reuse in modern design workflows.

Engineering & Cost Planning Phase

Should-Costing Intelligence

AI-driven should-cost modeling that analyzes part geometry, material, and process data to generate accurate cost estimates early in design — enabling design-to-cost decisions before tooling and sourcing commitments are made.

Engineering Document Ingestion

Automatically extract, classify, and structure data from engineering documents, drawings, specifications, and legacy files — turning unstructured document archives into searchable, usable engineering data.

"The organizations with the most data often see the least AI value — because governance and integration are solved last, not first."

87%

of enterprise AI projects fail to reach production (Gartner)
 

₹2Cr+

Average cost of a failed AI pilot in a mid-to-large manufacturing org
 

6 mos

Typical delay from pilot to production — when governance isn’t planned
GuardianLoop AI is built governance-first. Before a single model is deployed, we establish the safety framework, the explainability layer, and the integration architecture — so that when you go live, you stay live.

// Our Enterprise Offering

Four Pillars of Enterprise AI Delivery

Every engagement is structured around these four capabilities — deployed in the order that protects your business and maximises ROI.

02

Supported PLM Platforms
Intelligence inside tools your engineers already use
// no_new_ui → AI_inside_existing_workflow
Siemens Teamcenter
PTC Windchill
Dassault ENOVIA / 3DX
SAP PLM / S4HANA
Oracle Agile

Siemens Teamcenter

Active Workspace AI extensions
BMIDE-level configuration for AI attribute management
Integration via Teamcenter SOA APIs
AI model invocation from within TC workflows

PTC Windchill

Windchill REST API integration
AI-powered workflow automation via Windchill Workflow Engine
Integration with ThingWorx for IoT+PLM fusion
Creo AI design assistance plugins

Dassault 3DEXPERIENCE

3DSpace + ENOVIA AI data app integration
SIMULIA-linked AI surrogate modeling
CATIA AI design companion integration

SAP PLM / S4HANA

SAP BTP (Business Technology Platform) AI integration
Embedded analytics with AI-augmented SAP Analytics Cloud
AI-powered Material Master and BOMs management

Deploy Your Way — Standalone or Fully Integrated
Every solution here is architected to work independently or as an embedded capability inside the PLM/PDM systems you already run — so adoption fits your existing workflow instead of disrupting it.

Note:

Logos for NX / Teamcenter / Creo integrations should be used only with proper trademark permissions — confirm before publishing.

// The GuardianLoop Enterprise Difference

What Others Do Versus What We Do

We’ve built GuardianLoop AI specifically because the standard enterprise AI playbook consistently fails in manufacturing and engineering environments.
✕  What Others Do
✓  What We Do
✕Sell you a generic AI platform
✓Build around your PLM ecosystem from day one
✕Deploy models without governance
✓Governance-first, then deployment — always
✕Hand over and leave after go-live
✓Stay as your ongoing AI operations partner
✕Black-box outputs engineers won't trust
✓Explainable AI with SHAP dashboards your teams accept
✕Cloud-only deployment options
✓On-prem, private cloud, hybrid, or air-gapped
✕Treat training as optional
✓Change management built into every sprint
✕Locked into one AI vendor's models
✓Vendor-neutral — we govern any model stack

// Talk to Our Enterprise AI Team

Ready for a Confidential AI Readiness Assessment?

Our enterprise engagements begin with a confidential, no-obligation AI Readiness Assessment. We map your current state, identify quick wins, and outline a 12-month AI roadmap tailored to your organization.

contact@guardianloopai.com · Typically responds within 4 business hours