our solutions
We are driven by the unwavering belief that
“knowing more about the magnitude of risks can lead to smarter drug development as well as smarter investments” – Alan Eisenberg

D.O.P.E. for Clinical Trials
1
Clinical Trials
- Design
Develop optimized clinical trial protocols that maximize feasibility, scientific rigor, and probability of success.
Powered by AI models trained on TrialsBank™, leveraging hundreds of thousands of curated clinical trials and multi-dimensional data. - Optimize
Enhance protocol parameters and operational strategies to improve trial performance, efficiency, and execution.
AI-driven simulations and scenario testing enable data-backed optimization of key design and execution variables. - Prioritize
Identify high-value assets and allocate resources more effectively using data-driven, risk-aware insights.
Risk-adjusted predictions across scientific, operational, regulatory, and commercial dimensions support smarter go/no-go decisions. - Execute
Deliver clinical programs with confidence by anticipating risks, streamlining workflows, and ensuring reliable outcomes.
Real-time risk modeling and predictive analytics enable proactive mitigation of delays, dropouts, and operational challenges.

D.O.P.E. for Pharmaceutical Portfolio Management
2
Pharmaceutical Portfolio Management
- Design
Structure and simulate portfolio strategies across assets, indications, and development pathways.
Powered by TrialsBank™ and AI-driven scenario modeling to evaluate multiple development trajectories. - Optimize
Continuously refine portfolio composition to maximize risk-adjusted value and R&D efficiency.
Dynamic optimization leveraging predictive and causal AI across scientific, operational, and financial dimensions. - Prioritize
Identify and rank high-value assets using probability of success, risk profiles, and commercial potential.
Multi-level predictions (scientific, clinical, regulatory, commercial) enable data-driven go/no-go decisions. - Execute
Align capital allocation and development strategy with real-time insights to maximize portfolio performance.
AI-powered decision intelligence supports resource allocation, milestone planning, and portfolio rebalancing.