AI decision layer
for drug development
De-risking complex clinical development
Advanced a stalled Phase 1 asset
Blood-based signature turned a 9.3% responder rate into 26.3% — deployable as a simple flow panel for Phase 2 selection.
- Minimally invasive flow testing
- 10-week project delivery
Mitigated toxicity risk in a pivotal trial
Blood-only predictor of cytokine release syndrome (CRS) reshaped Phase 2 design — pre identifying high-risk patients and cutting the CRS rate from 43% to 19%.
- Minimally invasive blood testing
- 13-week project delivery
Accelerated Phase 2 timeline
A clinical-grade SCLC subtype classifier identified a >$2B revenue opportunity by reducing the trial timeline by 21 months and enabling indication expansion.
- CAP/CLIA assay development
- 16-week project delivery
Mechanism-level intelligence for every phase transition
Uncover efficacy drivers, safety risks, and competitive differentiation to confidently determine where an asset can win, and when to advance, adapt, or stop
Preclinical to First-in-Human (FiH)
- Indication prioritization
- Intervention response modeling
- Translational biomarker strategy
FiH to Phase 1b/2a
- Efficacy & safety signal interpretation
- Responder & risk-group identification
- Go/No-Go decision guidance
1b/2a to Phase 2b/3
- Biomarker-guided patient selection
- Predictive biomarker validation
- AI-driven trial design optimization
Post-approval growth
- Indication expansion
- Combination strategy
- New responder population discovery
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Preclinical Build translational confidence
Preclinical to First-in-Human (FiH)
- Indication prioritization
- Intervention response modeling
- Translational biomarker strategy
-
FIH / Phase 1 Establish clinical signal
FiH to Phase 1b/2a
- Efficacy & safety signal interpretation
- Responder & risk-group identification
- Go/No-Go decision guidance
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Phase 2 De-risk pivotal development
1b/2a to Phase 2b/3
- Biomarker-guided patient selection
- Predictive biomarker validation
- AI-driven trial design optimization
-
Phase 3 Expand asset potential
Post-approval growth
- Indication expansion
- Combination strategy
- New responder population discovery
Multimodal data powering biologically grounded AI
Recognized for innovation. Built for partnership.
Translational insights grounded in tumor and immune biology