Discovery and Validation
- Retrospective studies
- Dataset and cohort definition
- Model development
- Clinical and technical validation
- Identification of product opportunities
Commercial roadmap
A portfolio-level commercialization model for oncology intelligence.
Programs may advance through research, validation, partner development, pilots, and commercial readiness depending on evidence, partner fit, and decision gates.
Workflow Integration
- External validation
- Multisite testing
- Scanner and preparation variability
- Clinical-workflow integration
- Product target definition
Commercial Pilots
- Partner-led pilots
- Clinical-trial applications
- Diagnostic workflow evaluation
- Market and geography selection
- Reimbursement and regulatory planning
Portfolio Expansion
- Additional cancer indications
- Longitudinal monitoring
- Multimodal biomarker development
- Drug-development applications
- Licensed or jointly commercialized products