Manufacturing
Sensor, quality and supply-chain data brought together for predictive operations.
Factories generate enormous volumes of machine and quality data, yet much of it is never used. We connect operational technology with enterprise systems to predict failures, improve yield and see the whole supply chain.
The challenge
What manufacturing teams tell us
OT and IT apart
Machine data trapped in historians and plant systems, separate from ERP.
Unplanned downtime
Maintenance driven by schedules or breakdowns instead of condition.
Supply-chain blind spots
Late visibility of supplier delays and inventory risks.
Use cases
What we build
Predictive maintenance
Sensor-based models that flag failing equipment before it stops.
IoT streaming pipelines
High-volume telemetry ingested, cleaned and stored cost-effectively.
Quality and yield analytics
Root-cause analysis linking process parameters to defects.
Supply-chain visibility
Supplier, logistics and inventory data in one near-real-time view.
Services
How we help
Data Engineering
Reliable batch and streaming pipelines that move data from every source into your platform, tested and observable from day one.
Batch and streaming pipelines you can trust
ETL & Data Integration
Integrate every system and modernize legacy ETL (Informatica, SSIS, DataStage, Talend) into maintainable, cloud-native ELT pipelines.
Modernize ETL to cloud-native ELT
Machine Learning & MLOps
Forecasting, scoring and optimization models taken from notebook to production, with monitoring, retraining and governance.
Models from notebook to production
Analytics & BI
Semantic layers, metrics and dashboards that give every team the same numbers, defined once and reused everywhere.
Metrics and dashboards everyone agrees on
Compliance by design
Regulations and standards we design for
Requirements we build into architecture, access control and documentation. We design for them; certification remains with your organization.
- ISA-95
- IEC 62443
- ISO 9001 data requirements
- Data sovereignty
Other industries
Financial services
Real-time risk, fraud and customer analytics on platforms built to pass audit.
ExploreHealthcare & life sciences
Governed clinical and operational data, with privacy controls built in from ingestion.
ExploreRetail & consumer goods
Demand, pricing and personalization powered by a single view of products and customers.
Explore
Tell us where your data is today.
A 45-minute conversation with a senior engineer. You leave with an honest view of what to build first, whether or not we work together.