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Field-proven Industrial AI

Representative engagements showing how Industrial AI delivers measurable engineering and operational value. Customer names withheld under confidentiality.

01
EPCDocument AI

AI-Assisted EPC Proposal Review

Challenge

Engineering teams were spending weeks reviewing large proposal packages — drawings, specifications and commercial documents — under tight bid deadlines.

Solution

An AI-assisted proposal analysis workflow that reads the full package and extracts scope, resources, risks, deliverables, assumptions and exclusions — with engineers validating every output.

Impact
  • Weeks of review compressed to days
  • Clause-level traceability to source documents
  • Excel-ready structured output
  • Human-in-the-loop validation throughout
02
BrownfieldKnowledge Graph

P&ID to Structured Engineering Graph

Challenge

Decades of brownfield P&ID data sat locked in PDFs, CAD files and inconsistent engineering databases — invisible to modern digital tools.

Solution

Engineering data converted into structured nodes and relationships with DEXPI-ready output, loaded into a graph database that connects every tag, line and instrument.

Impact
  • Faster digital twin onboarding
  • End-to-end tag traceability
  • Search across all engineering data
  • Foundation for AI copilots
03
Agentic AISmart 3D

Smart 3D Engineering Co-Pilot

Challenge

Engineers performed repetitive modeling, data extraction and report generation by hand inside Smart 3D and related engineering tools.

Solution

An agentic co-pilot architecture that operates Smart 3D and engineering databases on behalf of the engineer — automating modeling tasks, data retrieval and design checks.

Impact
  • Repetitive modeling work automated
  • Faster engineering data retrieval
  • Automated design checks
  • Higher engineering throughput
04
Digital TwinOperations

Industrial Digital Twin for Asset Performance

Challenge

Operations teams lacked forward visibility into asset health, process behavior and future failure risk across critical equipment.

Solution

Time-series data, engineering metadata, AI models and physics-based logic fused into one live digital twin dashboard for asset performance.

Impact
  • Live asset health monitoring
  • Early anomaly detection
  • Smarter maintenance planning
  • Confident operational decisions

Want a similar outcome for your team?

Start with a focused pilot on your own data — measurable results before you scale.