Starter Stacks
Pre-configured technology combinations for common manufacturing scenarios. These stacks are based on real implementations—solutions that work well together and solve specific problems.
Brownfield Mid-Market Manufacturer
Mid-market manufacturers ($50-500M revenue) with existing equipment and legacy systems who want to modernize without ripping and replacing.
Problem it solves
You have data trapped in silos, manual reporting, and no real-time visibility. Your legacy PLCs and systems work but don't talk to each other.
Reliability-First / Asset-Heavy
Asset-intensive operations (continuous process, heavy equipment, utilities) where unplanned downtime is catastrophic.
Problem it solves
Reactive maintenance is killing your uptime and budget. You're replacing parts based on time, not condition. Shift handovers lose critical context.
PE Value Creation 0-18 Months
PE portfolio companies needing to demonstrate operational improvement quickly to support valuation and exit timelines.
Problem it solves
You need to show measurable improvements fast. Leadership doesn't have visibility into operations. The management system is inconsistent or missing.
Operator Enablement / Daily Management
Plants focusing on frontline engagement, skill building, and structured daily management routines.
Problem it solves
Operators are disconnected from performance data. Daily meetings are theater. Coaching happens randomly. Problems don't get solved sustainably.
Data-First / Future-Proof
Organizations building a modern data foundation that can support current needs and future use cases like AI/ML.
Problem it solves
Every analytics project requires a new integration. Data is spread across databases with no common model. You can't answer questions without an IT project.
Visualization / Shared Understanding
Complex facilities where spatial context matters—large plants, multi-building campuses, or operations where location is a key dimension.
Problem it solves
Dashboards don't convey spatial relationships. New employees can't navigate the plant. Remote teams can't visualize what's happening on-site.
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