Product 04

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.

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Platform Capabilities

PharmAuto orchestrates all three AI4Pharma tools into a single autonomous pharmacometric workflow.

Full Pipeline Orchestration

Orchestrates the full pipeline — data prep with PharmPrep, code generation with PharmCode, execution with PharmFast, and analysis — all autonomously.

Autonomous PK/PD Model Development

Automatically builds pharmacokinetic and pharmacodynamic models based on your dataset characteristics and modeling objectives, including covariate analysis.

Automated Diagnostics & Visualization

Generates a full suite of diagnostic plots including GOF plots, VPCs, individual fits, residual diagnostics, and model comparison tables.

Regulatory-Ready Report Generation

Produces structured modeling reports with methods, results, diagnostic plots, and conclusions formatted for clinical and regulatory submission.

Model Comparison & Selection

Compares competing models using standard criteria (AIC, BIC, OFV) and provides recommendations for optimal model selection.

Simulation & Scenario Analysis

Runs clinical simulations and scenario analyses directly from the platform with automated summary outputs for dose optimization.

See it in action

Drop in a dataset and PharmAuto runs the entire pharmacometric pipeline autonomously — PharmPrep formats the data, PharmCode writes the control stream, PharmFast fits the model on the GPU, and a review step summarizes the result — with no manual hand-offs. Here, a raw Theophylline dataset becomes a converged population-PK model, GPU fit included, in under two minutes.

Every stage runs and reports status in a live timeline.

A converged population-PK model with final parameters.

End-to-End Workflow

Provide Dataset & Objectives

Upload your clinical dataset and define your modeling objectives — PharmAuto handles the rest.

Automated Data Preparation

PharmPrep transforms your data into analysis-ready format with AI-driven structure analysis.

AI Code Generation

PharmCode generates optimized NONMEM control streams based on your data and objectives.

GPU-Accelerated Execution

PharmFast runs your models at unprecedented speed with GPU-accelerated infrastructure.

Analysis & Reporting

PharmAuto performs diagnostics, model comparison, and generates regulatory-ready reports.

An Autonomous Co-Pilot for Pharmacometricians

PharmAuto is not designed to replace pharmacometricians — it is built to augment their capabilities, handling the time-consuming and repetitive aspects of modeling so that scientists can focus on scientific judgment, interpretation, and decision-making.

Interested in PharmAuto?