Unlearn for Web

Snapshot: What Unlearn.ai's Digital Twin Does

Unlearn.ai has developed a Digital Twin platform — an AI-driven system that builds individualized virtual models of patients to forecast clinical trajectories. By using baseline patient information and machine-learned patterns extracted from historical datasets, the system simulates probable future health outcomes to support clinical research.

Mechanism: How the Model Operates

• The platform ingests a patient’s initial clinical measurements and other baseline data.
• Trained AI models compare these inputs against large, curated historical cohorts to generate personalized forecasts.
• These synthetic patient representations can be used as comparators or as prognostic references within trial analyses.

Therapeutic Areas Where It’s Applied

• Metabolic disease studies (for example, diabetes and related conditions)
• Immunology trials, including autoimmune and inflammatory disorders
• Neurology and neuroscience research, such as studies of cognitive and neurodegenerative disorders

Advantages for Clinical Trials

• Enables observation of treatment effects more clearly without enrolling additional participants.
• Speeds up recruitment timelines by reducing reliance on large control cohorts.
• Supports both early phase and later phase investigations with consistent synthetic comparators.

Regulatory Alignment and Trial Metrics

• Produces prognostic scores and virtual comparators that can be incorporated into randomized trial analyses.
• Designed to meet expectations from major regulators, facilitating acceptance in submissions and review.
• Aids in improving statistical power and interpretability of results while preserving trial integrity.

Use Cases and Collaborations

• Applied in personalized medicine workflows to tailor predictions at the individual level.
• Partnered with pharmaceutical developers and research organizations to enhance study efficiency and data quality.
• Serves as a tool for sponsors seeking to modernize trial design and reduce timelines.

Suggested Alternative

• ParakeetAI — Paid option for organizations exploring similar AI-enabled clinical research solutions