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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Asset Hierarchy & Tag Master Alignment

Align P&ID tags, historian tags, sensor streams, CMMS assets, ERP equipment records, and document references into a trusted industrial context graph. Detect duplicates, gaps, and ambiguous mappings.

Modernize Data & Technology
IT & Data

Trusted context layer

Industrial API & Connector Layer

Create a governed connector layer across PLM, MES, historian, ERP, EAM, QA, lab, and document systems. Replace brittle point-to-point extracts with APIs, event streams, and reusable data contracts.

Modernize Data & Technology
IT & Data

40–60% less integration drag

Spare Parts Catalog Normalization

Normalize messy part descriptions, vendor catalogs, MRO item masters, alternates, units, and cross-references. Detect duplicates and substitute candidates for review by supply chain teams.

Reduce Costs
Supply Chain & Procurement

Lower duplicate inventory

Contract, Warranty & Obligation Miner

Extract warranty terms, penalty clauses, service obligations, SLAs, price escalators, and renewal triggers from supplier and customer contracts. Connect clauses to claims, invoices, and asset records.

Recover & Protect Revenue
Finance

Recoverable value surfaced

EHS Incident & Audit Finding Intelligence

Classify incident narratives, audit findings, corrective actions, permits, and policy documents to find recurring risk themes. Supports EHS analysis without automating physical remediation.

Reduce Risk & Ensure Compliance
Risk & Compliance

Recurring risk visibility

Manuals, SOPs & Maintenance Knowledge Copilot

A retrieval layer over manuals, SOPs, service bulletins, shift logs, and historical work notes. Users get answers with citations and revision context, not generic chatbot responses.

Improve Operational Efficiency
Operations

Answers with source links

Tender, RFP & Spec Compliance Analyzer

Analyze large bid packages, customer specifications, engineering standards, and supplier responses. Extract requirements, exceptions, risks, and open questions into a structured compliance matrix.

Increase Revenue
Sales & Marketing

Faster bid/no-bid review

Certificate of Analysis & Compliance Intelligence

Parse CoAs, material certificates, test reports, and inspection documents. Compare values to specs and link results to lots, suppliers, batches, or shipments for traceable quality evidence.

Reduce Risk & Ensure Compliance
Quality & Engineering

Audit-ready evidence

Invoice, PO & Goods Receipt Matching

Read invoices, POs, GRNs, contracts, rate cards, and tax fields to flag quantity, price, freight, duplicate, and compliance mismatches. Keeps humans in approval while reducing review effort.

Recover & Protect Revenue
Finance

Fewer leakage points

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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