Industry
Manufacturing
AI systems for throughput, quality, planning, and maintenance, designed for plant reality, not lab demos.
Manufacturing AI has to respect OT constraints, safety, and the cost of downtime. We design systems that operators trust on the floor.
Common challenges
Tribal knowledge trapped in senior operators
Quality escapes that surface too late in the process
Planning systems that ignore shop-floor constraints
Where AI creates leverage
Quality inspection assist and defect classification
Maintenance prioritization from sensor and work-order data
Production planning copilots with constraint awareness
Relevant services
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AI Strategy
A practical AI roadmap: what to fund first, who owns it, and what can wait.
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Workflow Automation
Automate approvals, handoffs, and exceptions, with clear ownership and monitoring.
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System Integration
Wire AI into ERP, CRM, and the tools people already use every day.
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Knowledge Systems
Trusted answers from your own documents and systems, with sources and access control.