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AI decision layer
for drug development

Biologically grounded AI trusted by industry leaders to de-risk development and increase pipeline confidence
This partnership allows us to leverage our AI-driven technologies for a more comprehensive understanding of cancer biology.
The challenge of immune resistance in cancer treatment requires clinically precise solutions that address not only immune suppression, but also immune exclusion.
We are pleased to enter this partnership with BostonGene, which will enable us to leverage cutting-edge technology to advance our oncology research and development.
Our collaboration with BostonGene has provided in-depth information on patient phenotypes in the Phase I trial.
We partnered with BostonGene in order to validate theorized mechanisms of ADC efficacy and uncover novel biomarkers.
This collaboration will empower us to predict which patients will benefit from treatment helping us design safer, more effective therapies from the start.

De-risking complex clinical development

Proven program outcomes in patient selection, trial risk reduction, and higher-confidence development decisions
Explore more cases
3×
Higher response rate in the enriched cohort

Advanced a stalled Phase 1 asset

Tripled the response rate by selecting the right patients
9.3%
Initial cohort
26.3%
BG-enriched

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
56%
lower CRS rate in the selected cohort

Mitigated toxicity risk in a pivotal trial

Identified high-risk patients before treatment
43%
Initial
19%
BG-selected

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
21months
In trial timeline reduction

Accelerated Phase 2 timeline

Enabled biomarker-driven patient selection

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

Capital at risk Development phase Preclinical FIH / Phase 1 Phase 2 Phase 3
Build translational confidence

Preclinical to First-in-Human (FiH)

  • Indication prioritization
  • Intervention response modeling
  • Translational biomarker strategy
Establish clinical signal

FiH to Phase 1b/2a

  • Efficacy & safety signal interpretation
  • Responder & risk-group identification
  • Go/No-Go decision guidance
De-risk pivotal development

1b/2a to Phase 2b/3

  • Biomarker-guided patient selection
  • Predictive biomarker validation
  • AI-driven trial design optimization
Expand asset potential

Post-approval growth

  • Indication expansion
  • Combination strategy
  • New responder population discovery
  1. Preclinical Build translational confidence

    Preclinical to First-in-Human (FiH)

    • Indication prioritization
    • Intervention response modeling
    • Translational biomarker strategy
  2. FIH / Phase 1 Establish clinical signal

    FiH to Phase 1b/2a

    • Efficacy & safety signal interpretation
    • Responder & risk-group identification
    • Go/No-Go decision guidance
  3. Phase 2 De-risk pivotal development

    1b/2a to Phase 2b/3

    • Biomarker-guided patient selection
    • Predictive biomarker validation
    • AI-driven trial design optimization
  4. Phase 3 Expand asset potential

    Post-approval growth

    • Indication expansion
    • Combination strategy
    • New responder population discovery

Multimodal data powering biologically grounded AI

BostonGene's integrated laboratory generates unique multimodal data to ground our AI models in tumor and immune biology

Computational biology

Recognized for innovation. Built for partnership.

Frost & Sullivan winner: AI-driven oncology intelligence
Pinnacle Awards platinum winner: drug discovery AI
Pinnacle Awards diamond winner: AI-driven decision making in oncology drug prediction, innovator — biotech solutions
GlobalData winner: innovation, multiomic AI platforms
AI Breakthrough Awards winner: overall AI-based analytics company of the year