Predictive Maintenance

Learns unique machine degradation patterns from unstructured maintenance logs, technician notes, and sensor anomalies to predict failures 2-3 weeks out, beyond simple threshold alerts.

Supply Chain Negotiation

Autonomously engages with suppliers via email to negotiate terms, request quotes, and manage exceptions. This, by understanding context from past communications and market conditions.

Quality Insight Mining

Analyses images, operator comments, and customer complaints to identify subtle quality patterns that statistical process control misses. Reduces defect%.

Production Planning

Balances customer priorities, machine capabilities, and worker skills to create schedules that maximise OEE, continuously learning from plan vs. actual performance.

Technical Knowledge Synthesis

Reads engineering drawings, maintenance manuals, and tribal knowledge documents to answer complex 'how-to' questions and suggest process improvements.

RFQ Response Generation

RFQ Response Generation

Understands technical specifications in customer RFQs, checks capabilities, calculates costs, and drafts complete technical proposals. Cuts response time from days to hours.

Compliance Interpretation

Monitors changing regulations, interprets their impact on specific processes, and generates actionable compliance plans, not just alerts.

Customer Configuration Advisor

Engages in technical dialogue with customers to understand unstated needs, suggest optimal configurations, and explain trade-offs in natural language.

Customer Configuration Advisor

Engages in technical dialogue with customers to understand unstated needs, suggest optimal configurations, and explain trade-offs in natural language.

Incident Root Cause Analysis

Correlates data from multiple shifts, products, and processes to identify hidden root causes of recurring issues, finding patterns that humans miss.

Incident Root Cause Analysis

Correlates data from multiple shifts, products, and processes to identify hidden root causes of recurring issues, finding patterns that humans miss.