Factories, engineered Industry 4.0-native.
MES, predictive maintenance, computer-vision quality, AR-assisted ops, and connected-factory platforms — engineered for manufacturers whose customers expect instant, whose lines demand uptime, and whose regulators demand traceability.
A category re-platforming plant by plant.
Industry 4.0 spend is tracking $156.6B by 2025, AI in manufacturing $15.3B by 2026, and AR cleared $704.7B in 2020. The manufacturers pulling ahead are the ones whose software ships as fast as their tooling changes. See how we think across all verticals.
Projected Industry 4.0 market by 2025 — connected sensors, digital twins, and MES now move from pilots to plant standards.
AI in manufacturing market by 2026 — predictive maintenance and vision inspection are the fastest-paying first pilots.
AR market value in 2020 — assembly guidance, remote assist, and training are already shop-floor-grade.
The forces
reshaping the plant.
Industry 4.0, AI, supply-chain shocks, sustainability, and workforce dynamics are compounding at once. Manufacturers investing today compound their lead every quarter.
Industry 4.0 moved to the shop floor
Industry 4.0 spend is tracking $156.6B by 2025. Connected sensors, MES, and digital twins are shifting from pilots to plant standards.
AI on the line, not in a slide deck
AI in manufacturing is tracking $15.3B by 2026. Predictive maintenance, vision inspection, and demand forecasting now pay back in a single quarter.
Supply-chain shocks are the new normal
Tariffs, energy, and geopolitics force manufacturers to model risk in real time — and to shift sourcing, inventory, and routing on the fly.
Labor models are shifting
Aging workforces and skills gaps push operators toward AR-assisted work, training automation, and collaborative robotics.
Sustainability is measured, not claimed
Scope 1-3 emissions reporting, water, and waste accounting need data quality the legacy stack was never built to produce.
The industrial metaverse
High-fidelity digital twins and AR/VR ecosystems that enable remote maintenance, collaborative design, and real-time factory floor optimization.
Systems that keep
production humming.
Software we ship across discrete, process, and industrial manufacturers. Pair it with our AI & ML engineering practice for vision and predictive pieces, or our enterprise engagements for multi-plant transformation programs.
- 01
MES & shop-floor platforms
Work order, WIP, quality, and traceability orchestrated across discrete, batch, and process lines.
- 02
Predictive maintenance
Vibration, thermal, and telemetry-driven models that flag failures days before downtime hits.
- 03
Connected-factory platforms
OT-to-IT connectivity, unified namespace, and digital-twin services layered over PLCs and historians.
- 04
Computer-vision inspection
Defect detection, dimensional verification, and label compliance on high-speed lines.
- 05
Supply-chain planning
Demand sensing, S&OP, and scenario modeling tuned on ERP, market, and logistics signals.
- 06
AR assembly & training
Guided work instructions, remote-expert assist, and XR training for complex assembly and field service.
- 07
Energy & sustainability analytics
Scope 1-3 accounting, utility dashboards, and regulatory reporting with audit-grade lineage.
- 08
Product configurators & CPQ
Rules-based configurators, CPQ, and digital-catalog platforms for engineered-to-order products.
- 09
Aftermarket & field-service apps
Parts, service, warranty, and IoT-triggered service bots for installed-base monetization.
- 10
Quality & compliance platforms
QMS, CAPA, audit trail, and regulatory submission workflows for FDA, ISO, and sector regulators.
AI, tuned for
the shop floor.
Generic models break on industrial telemetry — cycles, assets, and line-specific behavior. Our AI agents practice builds vertical-tuned systems that survive in production — and in audit.
Vision-based quality
CV models that catch defects the human eye misses and the statistical sampler skips — at line speed.
Predictive asset health
Failure models fused from vibration, temperature, and PLC telemetry flag issues days before the alarm would trip.
Demand & supply forecasting
Scenario-aware forecasts for finished goods and raw materials, tuned to shock events, not just seasonality.
Generative engineering copilots
RFQ triage, BOM generation, and engineering-change summarization grounded in your PLM and ERP.
Field-service agents
Retrieval-grounded agents that turn IoT alarms into dispatch, parts, and warranty actions without a human in the loop.
Energy optimization
Models that tune setpoints, schedules, and loads to cut utility spend and Scope 2 emissions together.
Plants and platforms,
in production.
A slice of what we've shipped across industrial manufacturers and life-science operators. Browse the complete set in our case studies library.
Haas Automation
Digital experience and aftermarket platform for one of the world's largest CNC machine-tool manufacturers.
Life Technologies
Lab-equipment commerce and service platform for a global industrial bioscience manufacturer.
MTU
Enterprise operations and connectivity tooling for a global industrial systems manufacturer.
Partner who's already
shipped in your plant.
Vertical depth compounds. Our manufacturing engagements draw on patterns we've shipped with Haas Automation, Life Technologies, MTU, and Tata — faster to working software, fewer wrong turns. Our delivery methodology respects the line running.
Industrial-grade instincts
We've shipped for Haas Automation, Life Technologies, MTU, and Tata — OT integration, QMS, and sustained-production patterns are already in our playbook.
AI wired to plant P&L
Every model is measured against OEE, scrap, downtime, or cost-per-unit — not demo metrics.
Integration-first architecture
SAP, Oracle, Siemens, Rockwell, and in-house MES stacks integrate through APIs and OPC UA. Coexistence beats rip-and-replace.
OT-aware engineering
We respect PLC cycle times, safety logic, and determinism — IT features never interfere with the line running.
Speed without shortcuts
Working POC in weeks, production pilot in one quarter — with follow-the-sun squads from four offices.
One-stop vertical depth
Data science, backend, mobile, AR, and cloud under one roof — fewer vendors, one accountable delivery partner.
Answers for
plant leaders.
01Can you integrate with our existing ERP, MES, and PLC stack?
02How do you handle OT safety, determinism, and line uptime?
03Do you have experience with computer vision on production lines?
04How quickly can we see an AI or predictive-maintenance pilot?
05Can you build for multi-plant, multi-region operations?
06Who owns the AI models and data you train on?
Let's modernize your factory.
One discovery call, a vertical audit on your MES, ERP, or asset telemetry, and a working prototype inside four weeks. From there, full production delivery on our standard method.