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IIoT, MES, and operations intelligence.
Manufacturing teams operate under constraints that most generic software shops underestimate — regulatory, operational, or commercial. We have shipped enough in this sector to know which corners can be cut and which cannot.
Every engagement begins with mapping those constraints explicitly. From there we build in production-shaped slices, with the security, compliance, and observability posture you will eventually be audited against in place from week one.
Quality, safety, and traceability requirements are reflected in the MES workflow rather than side documents.
Line-side screens, telemetry, and quality checks stay responsive even when plant connectivity is uneven.
Batch records, operator actions, defects, and recipe changes are reviewable across plants and shifts.
Plant, edge, and cloud boundaries are designed to protect production data and operational continuity.
Operators help shape the screens, devices, and language so the rollout survives shop-floor reality.
We avoid theater by shipping one auditable, observable workflow first, then using real adoption and operating data to guide the next slice.
Map
Document the journeys, systems, controls, and metrics that decide whether the work is safe to ship.
Slice
Deliver one valuable workflow end to end with integrations, security, telemetry, and support in place.
Scale
Use adoption, latency, quality, and business metrics to decide what to automate or modernize next.
We choose stacks for reliability, hiring depth, integration fit, and long-term ownership.
Spring Boot
Services
Kubernetes
Platform
Kafka
Telemetry
Azure
Cloud
We anchor industry work to measurable operational, commercial, and adoption outcomes.
Mid-market manufacturer
Rolled out a custom MES across nine plants in 14 months, lifting OEE by 11 percentage points and surviving the inevitable shop-floor reality check.
Core systems built around how your operations actually work, not a vendor template.
Models and pipelines that survive contact with production, with the evaluation harness to prove it.
Landing zones, replatform projects, and developer platforms tuned for your compliance footprint.
Strangler-pattern moves off aging systems, with measured cutovers and no big-bang surprises.
Secure SDLC, threat modeling, and audit-ready evidence baked into delivery — not bolted on.
Senior engineers and SREs embedded with your team for the time it takes — and not a day longer.
Ready when you are
A senior engineer with industry experience will follow up within one business day.