Floor-first
Engineers who have stood on a plant floor.
Process line automation — MES integration, recipe management, batch records, OEE tracking, closed-loop control within safety envelopes. Engineers who have stood on a plant floor, not just seen one on a slide.
We build process line automation that survives shop-floor realities: dead networks, dirty data, brownfield PLCs, MES integrations, recipe management, batch records, OEE tracking. Closed-loop agents nudging set-points within safety envelopes — humans approve every change.
Engineers who have stood on a plant floor — not just seen one on a slide. Real commissioning, real OT-IT bridges.
MES that stopped scaling ten years ago
Batch records reconstructed after every run
OEE dashboards that disagree with the floor
Closed-loop that no safety officer will sign
Reactive maintenance eating margin
OT / IT air-gap delaying every analytics question
Outcome-anchored, owned by a practice lead with clear accountability, weekly demos, and the kind of code review culture you'd build internally if you had a year.
Engineers who have stood on a plant floor.
Set-points within envelopes, humans approve.
Edge to cloud without breaking the air-gap.
Work orders, recipe management, batch records, OEE.
Set-point nudges within safety envelopes.
Auto-captured, e-signed, audit-ready.
1Hz refresh, floor-to-boardroom visibility.
OT/IT bridges without breaking the air-gap.
Failure-mode models, work-order auto-create.
Top deployment
Auto-captured, audit-ready
Outage recovery
On-site, asset inventory, control hierarchy, cyber posture.
Edge to cloud, security zoning, MES bridges.
Single line pilot, line-by-line rollout, parallel-run.
On-call, monthly tuning, dashboards, roadmap.
GxP, batch records, eBR
Batch, recipe, traceability
Continuous, batch, safety
Assembly, test, packaging
Body shop, paint, assembly
SMT, test, packaging
We're not a body shop or a freelance marketplace. We run a senior-heavy engineering org with clear practice leads, real code review, and real on-call coverage.
We build agents that actually move numbers — wired into your systems, your data, your workflows.
Small senior squads, tight feedback loops, code-merge every day, demo every week.
From PLCs to SOC2 — production safety, observability, and resilience baked in.
Web, mobile, AI, and industrial under one roof — no vendor ping-pong.
If yours isn't here — ping us and we'll reply with specifics on your stack.
Tell us the problem — proposal in under 48 hours. NDA-friendly by default, senior-led, and we typically walk you through a proof-of-concept before the engagement closes.