Literature Mining

Continuously scans papers, patents, and internal reports to identify breakthrough connections and suggest novel research directions – finding insights humans miss across disciplines.

Experiment Design Optimisation

Analyses past trials, failure modes, and resource constraints to design statistically powerful experiments that answer multiple hypotheses efficiently.

Lab Resource Orchestration

Understands project priorities, equipment capabilities, and researcher schedules to optimise lab utilisation and reduce experiment queuing by 50%.

IP Landscape Navigation

Maps patent landscapes, identifies white spaces, and predicts freedom-to-operate issues before significant investment – saving millions in pivot costs.

Research Documentation

Transforms lab notebooks, meeting notes, and raw data into publication-ready manuscripts, patent applications, and regulatory submissions.

Collaboration Intelligence

RFQ Response Generation

Identifies potential research partners, funding opportunities, and cross-functional synergies by understanding project needs and external capabilities.

Data Pattern Recognition

Analyses complex experimental data to identify subtle patterns, suggest mechanistic hypotheses, and predict promising research avenues.

Customer Configuration Advisor

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

Regulatory Strategy

Navigates evolving compliance requirements across jurisdictions, predicting approval pathways and identifying potential roadblocks early.

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.

Research Portfolio Optimisation

Client Development

Balances risk, resource allocation, and strategic goals to recommend portfolio adjustments that maximise R&D ROI and innovation potential.