AI Infrastructure for Pharmacometric Modeling
AI4Pharma builds AI-powered computational infrastructure that accelerates the entire drug development pipeline — from data preparation to modeling, simulation, and regulatory-ready reporting.
Tools Built for Pharmacometricians
Four integrated products — three specialized tools and one autonomous agent that orchestrates them all.
PharmPrep — Data Preparation Tool
Automatically transform raw clinical data into pharmacometric (PK/PD) modeling-ready datasets, compatible with non-linear mixed-effects modeling (the gold standard for drug development).
- AI-driven data structure analysis
- Automated format conversion and validation
- Natural language interface for custom handling instructions
- Support for CSV, TXT, TSV, and common clinical data formats
PharmCode — AI Control Stream Writer
An AI agent that automatically generates control streams for nonlinear mixed-effects modeling from your data and modeling objectives.
- Automated control stream generation
- Intelligent model structure selection
- Syntax validation and error checking
- Natural language input for modeling specifications
PharmFast — GPU-Accelerated Execution Engine
Run pharmacometric models at unprecedented speed with GPU-accelerated infrastructure.
- Parallelized pharmacometric model runs
- GPU-assisted numerical optimization
- Faster model convergence
- Large-scale simulation capabilities
PharmAuto — Autonomous Pharmacometric Platform
The autonomous agent that orchestrates PharmPrep, PharmCode, and PharmFast into one seamless end-to-end workflow. What used to take weeks now takes hours.
- Orchestrates the full pipeline — data prep, code generation, execution, and analysis
- Autonomous PK/PD model development and covariate analysis
- Automated diagnostics, visualization, and model comparison
- Regulatory-ready report generation
Platform Architecture
PharmAuto orchestrates all three tools into a single end-to-end pharmacometric workflow.
Rapid Adoption in the
Pharmacometrics Community
Our PharmPrep prototype is already being used by modeling teams worldwide to automate complex data preparation workflows.
"Such tools will help me overcome the barrier and get to the modeling questions and results interpretation quicker!"
Building the Next Generation of Computational Infrastructure
AI4Pharma is building the next generation of AI-powered infrastructure for drug development. We combine agentic AI, GPU-accelerated computing, and deep pharmacological expertise to automate and accelerate the entire modeling pipeline — enabling faster decisions, shorter timelines, and better outcomes.
Artificial Intelligence
Leveraging state-of-the-art AI models to automate and augment complex pharmacometric reasoning.
High-Performance Computing
GPU-accelerated infrastructure that dramatically shortens model run times and iteration cycles.
Pharmacological Expertise
Deep domain knowledge in PK/PD modeling, clinical pharmacology, and regulatory science.
Built by Scientists, for Scientists
Our founders combine deep pharmaceutical expertise with cutting-edge AI research to bridge the gap between bench science and computational innovation.
AI scientist with training at UCSF and Stanford, specializing in the intersection of machine learning and drug development. His work spans PK/PD modeling, pharmacogenomics, graph machine learning, and agentic AI systems for therapeutic discovery and precision medicine.
A medicinal chemist and data scientist with over 10 years of experience in drug discovery. She has worked at Vertex Pharmaceuticals and Pfizer, contributing to small-molecule discovery programs through synthetic chemistry, SAR analysis, and computational approaches to oncology drug development.
Ready to Accelerate Your Drug Development?
Get in touch with the AI4Pharma team to learn how our tools can fit into your pharmacometric modeling workflows.