Design clinical trials with speed and rigor

Reach confident, evidence-backed trial design decisions earlier — before protocols are finalized.

Unlearn’s TrialPioneer helps clinical development teams reach design decisions faster by replacing fragmented searches, spreadsheets, and one-off analyses with a single, unified AI-enabled workspace. Teams can investigate and compare trial design scenarios earlier, anchor assumptions to credible evidence, and enter governance discussions with clear, defensible rationale.

An AI-enabled system for evidence, assumptions, and trial design scenarios

TrialPioneer brings together the critical components required for early planning and design— where decisions are iterative, assumptions evolve, and rationale must remain clear and defensible across review cycles. Clinical development teams work from a shared source of truth, reducing rework and accelerating alignment.

AI-powered literature and precedent review

Seamlessly search, structure, and summarize relevant scientific and regulatory precedent from sources such as PubMed, ClinicalTrials.gov, and drugs@FDA. Scout replaces scattered searches with a transparent, shared foundation for evidence review — helping teams align on precedent in days, not weeks.

Historical data exploration

Explore harmonized clinical trial and real-world datasets to validate clinical and statistical assumptions. Assess population characteristics, endpoint behavior, and benchmarks using relevant historical data — grounding early design decisions in evidence rather than intuition.

Explainable trial simulations

Automatically link, build, and compare trial design scenarios across endpoints, eligibility criteria, and sample size. Every scenario is explainable, reproducible, and grounded in historical evidence — supporting informed trade-offs before protocol finalization.

Faster design cycles without sacrificing scientific rigor

Earlier alignment on trial design decisions
Clearer trade-offs when evaluating endpoints, populations, and sample size
Fewer handoffs between literature review, data analysis, and simulation
Preserved decision context as designs evolve

TrialPioneer 
in action

Optimize study design, including endpoint, time point and eligibility strategies

Built for trial planning — and scientific oversight

Beyond document-first protocol platforms

Unlearn supports evidence review, assumption testing, and scenario comparison before designs are finalized.

Beyond siloed statistical simulation

TrialPioneer makes assumptions, inputs, and outputs visible across clinical, biostatistics, and regulatory teams earlier.

Beyond point AI tools

Unlearn links evidence, historical data, and simulations into a transparent, review-ready workflow.

Beyond downstream execution systems

TrialPioneer focuses upstream, where early design decisions matter most.