Energy & Industrial

AI, Vision, and Data Systems for Software and AI -First Industrial Outcomes.

We build pragmatic solutions across engineering data, inspection imagery, and enterprise systems focused on decision support, data quality, QA/QC intelligence, and document-centric workflows.

Manufacturing QA/QC
From Reacting to Quality Problems to Preventing Them.

A quality intelligence system for a high-strength steel tubular manufacturer that flags drifting heat-treat batches in process, cutting scrap and rework 30-40% and recovering $400-600K a year in margin.

PREDICTIVE MAINTENANCE
The Plant That Stopped Failing by Surprise.

Machine-health intelligence gives a high-volume precision parts maker weeks of warning before a failure, protecting uptime and every delivery promise.

Energy and Industrials
Hidden Capacity, Found: 8 to 12 Points of OEE Unlocked.

Live OEE with automated downtime capture lifted a multi-shift fabrication plant's OEE by 8 to 12 points, growing output with zero new machines.

The Intelligence Layer for Industrial Operations

We build practical AI, vision, and data solutions on top of engineering documents, operational data, inspection imagery, and enterprise systems.

Digitize Engineering Knowledge

Extract tags, symbols, BOMs, revisions, relationships from P&IDs, CAD exports, PDFs, scans, & redlines.

Scale Quality With Computer Vision

Detect defects, labels, markings, completeness, & inspection evidence patterns in manufacturing imagery.

Turn Operational Data Into Intelligence

Integrate historian, SCADA, MES, ERP, EAM, quality, lab, and sensor streams into governed data products.

Transform Documents Into Workflows

Extract tags, symbols, BOMs, revisions, relationships from P&IDs, CAD exports, PDFs, scans, & redlines.

Energy & Industrial Solutions

The Work Worth Automating  Across Operations

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Drawing Package Quality Gate

Run automated checks on drawing sets for title-block completeness, revision consistency, naming conventions, missing references, and cross-sheet consistency. Designed as a reviewer assist layer, not an approval replacement.

Improve Quality & Reliability
Quality & Engineering

40% faster package review

Line List & Equipment List Reconciliation

Reconcile P&IDs against line lists, instrument indexes, equipment lists, and tag registers. Highlight missing, mismatched, duplicate, or orphaned tags before handover or major project milestones.

Improve Quality & Reliability
Quality & Engineering

Lower handover rework

Engineering Drawing Copilot

A secure search and Q&A layer over drawings, specs, datasheets, change notes, and asset registers. Engineers can ask questions in natural language and jump directly to the supporting sheet, revision, or tag.

Improve Operational Efficiency
Quality & Engineering

One query across 10k+ assets

Mechanical Drawing OCR & BOM Reconstruction

Read mechanical drawings, title blocks, revision tables, callouts, tolerances, and parts lists. Reconstruct structured BOMs and attribute tables for downstream PLM, ERP, and procurement workflows.

Improve Operational Efficiency
Quality & Engineering

30–50% less manual data entry

As-Built Drawing Comparison

Compare IFC, vendor, and as-built drawing revisions to detect deltas in tags, line routing, dimensions, symbols, and notes. Produce a change register for review without sending teams back to the floor.

Improve Operational Efficiency
Quality & Engineering

Hours, not days, per package

P&ID Digitization & Tag Extraction

Convert scanned P&IDs and process drawings into searchable, tagged assets. Extract equipment tags, instruments, line numbers, valves, symbols, and relationships so engineering teams can search by asset, loop, or process area.

Improve Operational Efficiency
Quality & Engineering

50–70% faster drawing search

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platform

An Industrial Intelligence Foundation, Pre-Built for Speed

Four layers, one delivery model. We connect industrial data sources, normalize operational context, apply AI safely to drawings, documents, images, and time-series data, then expose the results through dashboards, copilots, APIs, and workflow apps.

Four Building Blocks of a Trusted Financial Platform

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Process and mechanical knowledge becomes computable.

We extract symbols, tags, relationships, revision tables, BOMs, tolerances, and notes so drawings become data products that can be searched, reconciled, and audited.

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Computer vision supports inspectors, notreplaces accountability.

Models flag defects and evidence patterns. Reviewers keep final judgment,while the system tracks reviewer feedback and creates traceable QA records.

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Sensor and operations data gets context,lineage, and quality.

We connect time-series streams to asset hierarchy, process context, maintenance history, quality records, and ERP data so analytics are trusted enough to use.

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Unstructured industrial documents become searchable workflows.

Datasheets, invoices, CoAs, manuals, contracts, and specs are parsed into structured attributes, obligations, exceptions, and answerable knowledge bases.

Build Industrial Systems That Drive  Real-World Outcomes.

Transform engineering data, operational workflows, and industrial intelligence into measurable business impact.

ENGAGEMENTS

No Hype. Just Industrial Software Systems That Make Existing Data Useful