The landscape
Smart manufacturing without the smart-manufacturing slideware.
"Industry 4.0" has been described to death and implemented unevenly. The pattern we see: pilots run on islands of OT data, dashboards exist nobody on the line opens, and the integration to ERP / SCM / quality stacks is one engineer away from collapse. The plants that win make it boring — they treat the data backbone, the asset and process hierarchy, and the operator-facing experience as first-class engineering, not pilots.
We build MES and EBR systems, IIoT platforms, predictive-maintenance models, digital-twin overlays, supply-chain visibility stacks, and the analytics surface plant managers actually use during their walk-around. We engineer against the standards your control systems and auditors already speak — ISA-95 for system architecture, OPC UA for device interop, ISA/IEC 62443 for OT cybersecurity, and the applicable parts of FDA 21 CFR Part 11 / GAMP 5 for regulated manufacturing.
And we measure what plants actually care about: OEE, scrap rate, first-pass yield, unplanned downtime — not vanity dashboards.

ISA-95
L0–L4 architecture aligned
OPC UA
Standard device interop
62443
OT cybersecurity by design
OEE+
Real metrics, plant-floor visible
Challenges we hear
What slows industrial-digital programs
OT / IT integration
SCADA, historians, PLCs, MES, ERP, WMS, QMS — each with their own data models. Integration usually lives in someone's head and a few Excel files.
OT cybersecurity
Plant networks were designed assuming air-gap. Connectivity introduces a threat surface OT teams haven't traditionally owned — and IT security tooling doesn't fully cover.
Unplanned downtime
Top operational cost driver across most plants. Condition-monitoring and predictive maintenance pay back fast — when wired into the maintenance workflow, not a dashboard nobody opens.
Workforce shift
Retiring tribal knowledge and connected-worker apps that operators actually use are now strategic. Touchscreen-MES with poor UX is a non-adoption story waiting to happen.
Supply-chain visibility
Tier-2 / tier-3 supplier insight is opaque in most networks. Disruptions cascade because the visibility window is too small.
Sustainability reporting
CSRD, CDP, SBTi — Scope 1, 2, and 3 reporting is now investor-grade. Data has to come from the same plants and supplier feeds that already exist.
How gmware helps
What we build for manufacturers
MES / EBR
Work-instruction execution, electronic batch records, deviation / CAPA workflow, OEE tracking. Integrated to SAP, Oracle, IFS, and shop-floor systems.
IIoT Platforms
OPC UA gateway / unified namespace, historian replacement, edge compute (AWS Greengrass, Azure IoT Edge), data backbone to cloud lakehouse.
Predictive Maintenance
Anomaly detection on vibration / temperature / load signals, remaining-useful-life models, integrated into CMMS work-order generation.
Quality & Vision Inspection
Computer-vision inspection on the line, defect classification, statistical process control, defect-cost analytics back to design.
Supply-Chain Visibility
Control-tower platforms across orders, shipments, inventory; supplier risk scoring; ETA prediction with port / weather signals.
Connected Worker Apps
Tablet / wearable apps for operators & technicians — digital work instructions, defect capture, AR overlays where they earn it. Designed for gloves, noise, and shift handoffs.
Standards & Compliance
Standards we engineer to
Enterprise-control integration
Batch control
Device interop
OT cybersecurity
Regulated manufacturing
IT & energy controls
Business continuity
Sustainability reporting
Outcomes
KPIs we help teams move
OEE
Avail. × Perf. × Quality
Unplanned downtime
Hours per line per month
First-pass yield
% off-line first time
Scrap rate
Units & $, by line
FAQ
Common questions
Services we deliver here
- Digital Transformation
- Product Development
- Cloud Consulting
- Cybersecurity
- Data Analytics and Business Intelligence
- Big Data Consulting
- Artificial Intelligence and Machine Learning
- DevOps and IT Infrastructure
- IT Support Services
- Operations and Process Management
- Product Development
- Data Analytics and Business Intelligence
- Artificial Intelligence and Machine Learning
- DevOps and IT Infrastructure
- Operations and Process Management
Products that fit
- Patient Square - Electronic Health Record A unified electronic health record built for modern care teams. Capture, retrieve and share …
- Patient Square - Clinical Decision Support Evidence-based recommendations delivered at the point of care. Surface alerts, order sets and protocols …
- Patient Square - Patient Engagement System
- Patient Square - Patient Engagement System Keep patients connected to their care journey. Secure messaging, appointment self-service, education and post-visit …
- Shield Suite - Competitive Intelligence Identify the best opportunities to win distribution at points of sale where competitors are …
- Shield Suite - Out of Stock Reports Daily SKU-level product-availability tracking across 60,000+ beverage alcohol storefronts. Get products back in stock …
- Shield Suite - Price to Consumer Daily SKU-level retail pricing across 60,000+ storefronts - regular, promotional and case-discount pricing - …
- Shield Suite - Marketing Monitoring Track retailer digital merchandising at scale across 80+ retailers and channels (Instagram, X, Facebook, …
Bringing your plants online — without the cargo-cult dashboards?
30 minutes with our industrial practice. We'll talk OT data, the right wedge use case, and the shortest path to a result a plant manager will care about.
