Industries we serve.
The problems we solve are specific to operating environment. Find yours and see exactly what we build, what we automate, and how we work.
What this looks like
in practice.
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POD Recovery Audit
A fixed-fee 30-day diagnostic for freight brokers and 3PLs. We review your last 30 days of missing PODs, short-paid invoices, and accessorial disputes, then deliver a recovery report, sample dispute packets your team can submit, and a workflow map. Lowest-commitment first step.
- Recovery opportunity report with recoverable revenue identified
- 3–5 sample dispute packets ready for your team to submit
- Workflow bottleneck map across PODs, short-pays, and accessorials
- Annualized recovery + labor estimate, plus a clear recommendation
POD Recovery & Dispute Desk
A 14-day automation desk for freight brokerages — POD follow-up, document-to-load matching, accessorial packet assembly, and delivered-load customer drafts inside your existing inbox and TMS.
- Same-day POD request and follow-up using approved templates
- Automatic doc-to-load matching with human review for low-confidence matches
- Accessorial / dispute packet assembly across POD, BOL, rate con, timestamps
- Delivered / delivered-with-POD customer drafts (shadow mode first)
Predictive Maintenance
Detect equipment degradation before it becomes failure. Vibration, current, and thermal signals fused into a single predicted failure window — maintenance routed with context, not just an alarm.
- Continuous anomaly detection on vibration, current, and thermal data
- Predicted failure windows surfaced days before downtime hits
- Maintenance work orders routed with root-cause context attached
- Models tuned per asset class — no generic threshold alerting
Operational Dashboards
ERP, SCADA, logistics, and custom systems unified into one live view — role-shaped for the people who actually have to act on it.
- Live KPIs across operations, fulfillment, and field activity
- TMS, WMS, ERP, and carrier data normalized into one consistent model
- Role-based views for ops directors, dispatchers, and execs
- Threshold-based alerts that catch issues before they compound
Production Monitoring
Live OEE, throughput, and downtime tracking built directly on plant-floor data — not stitched together from end-of-shift reports.
- Live OEE per line, with availability, performance, and quality breakdowns
- Downtime captured and categorized at the source, not entered manually
- Shift- and product-aware throughput targets with real-time pacing
- Plant-floor data normalized across PLCs, MES, and ERP
Enterprise Applications
Custom internal platforms built around how your team actually works. Workflow tools, operational consoles, and line-of-business apps engineered to last.
- Workflow automation tailored to existing processes, not generic templates
- Role-based access, audit trails, and SSO from day one
- Native integration with ERP, CRM, and internal data systems
- Engineered for production scale, not just a working demo
Dispatch Automation
AI-assisted load assignment, driver communication, and exception escalation — so dispatchers handle decisions, not routine.
- Load-to-driver matching by HOS, equipment, proximity, and delivery window
- Driver notification via app, SMS, or in-cab device with tracked confirmation
- Real-time ELD and GPS monitoring with automatic delay escalation
- Exception classification — dispatchers see what needs a decision, not everything
Every vertical we work in.
Software + Automation

Energy, Oil & Gas
Operational data systems, industrial automation, and controls for critical infrastructure.

Manufacturing
Production systems, plant-floor visibility, and automation for discrete and process environments.

Pharmaceuticals & Life Sciences
Validated software, reporting workflows, and automation for regulated operations.
Software

Financial Services
Internal platforms, reporting systems, and workflow automation for finance teams.

Healthcare
Operational software, scheduling, integrations, and patient-adjacent workflow systems.

Logistics & Supply Chain
Dispatch, visibility, exceptions, and back-office systems for freight and fulfillment.

Real Estate & Construction
Project, portfolio, and document workflows for field-heavy real estate operations.

Retail & E-Commerce
Commerce operations, inventory workflows, and customer-facing systems tied to the business.
Automation

Automotive & Transportation
Controls, line integration, and software for launch-driven manufacturing programs.

Chemical & Petrochemical
Process automation, safety-focused controls, and data systems for continuous operations.

Food & Beverage
Packaging, quality, compliance, and plant-floor automation for food production.

Metals, Mining & Minerals
Heavy-industry automation, historian integration, and operational reporting systems.

Packaging & Material Handling
Machine integration, conveyor controls, inspection, and line-performance tooling.
Semiconductor & Electronics
Factory software and automation shaped for high-throughput, precision environments.

Water & Wastewater
SCADA, telemetry, reporting, and controls for treatment and utility infrastructure.
Labs
Don't see your industry?
We work outside this list too. Describe your operation and what you're trying to solve — we'll tell you if we're the right fit.