AI-Powered Cohort Explorer

Build research ready cohorts in minutes, not months

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Speak Science, Not SQL

Define complex cohort criteria in natural language without coding. Our AI understands biomedical terms, helping you navigate unfamiliar datasets with ease.

Instant Visual Results

See your cohort take shape in real-time with interactive visualizations that update as you refine criteria, eliminating wait times between question and insight.

Genomic-Scale Power

Filter hundreds of millions of variants within seconds, building cohorts across massive molecular datasets instantly to accelerate your research.

Solutions

Fit-for-purpose solutions for clinical research leaders in cancer and rare disease.

Cancer Observational Study

Streamline legacy systems and manual processes with a single study and data management platform.

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Cancer Center Biobank

Reduce and turnaround time and increase productivity by connecting biospecimen data and clinical data in a single data management platform.

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Cancer Center Registry

Unify clinical and multimodal data on a modern platform to enable automated data preparation into a research-ready patient model.

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Rare Disease Registry

Answer research questions about diagnoses, treatments, and outcomes quickly and easily.

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Trusted by leading institutions

Accelerate Your Research with Cohort Explorer

AI-Powered Natural Language Interface

Define cohort criteria in natural language without coding or data expertise. Our AI understands biomedical terms and research concepts, making it easy to explore and filter unfamiliar datasets.

AI Transparency & Control

Review and adjust AI-generated cohort criteria using our visual interface. Maintain full control of your cohort definitions by modifying, approving, or refining the AI's suggestions at any step.

Instant Feasibility Assessment

Receive immediate cohort size estimates and demographic breakdowns as you design case/control groups, helping you optimize your study design before finalizing.

Real-Time Visual Interface

Build inclusion/exclusion criteria using an intuitive CONSORT-style interface that mirrors familiar clinical trial design workflows. Watch your cohort take shape with interactive charts and tables that update dynamically as you refine your criteria.

Advanced Criteria Support

Define complex nested conditions and multi-variable logic with ease. Supports full conjunctive normal form logic for maximum flexibility in cohort definitions.

Genomic Scale

Analyze and filter hundreds of millions of variants—including germline and somatic—within seconds. Build cohorts across massive molecular datasets instantly, so you can focus on discovery rather than data wrangling.

Seamless Workflow Integration

Export cohort definitions to your preferred analysis environment or save them for future use. Continue your analysis using existing pipelines and tools.

Flexible Dataset Integration

Connect to any research dataset—clinical, genomic, imaging, biomarker data—without transformation. Whether your data follows the OMOP standard or custom schemas, the cohort explorer can adapt to your existing data structure with ease.

Self-Service Configuration

Use our intuitive configuration UI to define tables, metadata, and few-shot examples. Customize visualization options, column displays, and export variables without requiring technical support.

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Built for the AI Era of Science

"At Manifold, AI is the bridge between the language of science and the reality of data, removing barriers so ideas can move at the speed of discovery.”

Sourav Dey, PhD

CPO + Co-founder

Ready to build faster, better cohorts—and unlock what comes next?

The cohort explorer is just one part of the Manifold platform—designed to accelerate every step of your research data journey. From AI-assisted data ingestion to batch bioinformatics and AI-agents for scientific analysis, Manifold helps teams go from raw data to actionable insight without friction.

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