data harmonization

BullFrog AI Holdings, Inc. (NASDAQ: BFRG) uses explainable AI and machine learning to accelerate drug discovery and development for biopharma teams. Its platform combines biology-aware data harmonization, Causal AI analytics, and structured, auditable decision support to turn multi-omic and clinical data into patient subgroups, translational signals, and candidate rankings. bfLEAP® was developed in partnership with Johns Hopkins University Applied Physics Laboratory, and its neuroscience data infrastructure is built with the Lieber Institute for Brain De

Causal AI analyticsdecision supportdrug target discoveryexplainable AImachine learningpatient stratificationpatient subgroup discovery

DataTecnica builds software tools and platforms optimized for clients, accelerating research across federal health, biotech and philanthropy. The company applies AI, data science (machine learning, statistics, bioinformatics, epidemiology), computer science, biology and medicine to advance healthcare, pairing AI-enhanced tooling with subject matter experts. Founded in early 2017 by Mike Nalls, PhD.

AI-assisted toolingBioinformaticsclinical data analyticscloud-based pipelinesdistributed systemsEpidemiologyGenomicshigh-performance computinghuman computer interactionmachine learningmulti-omicssoftware developmentstatistics

Duality Technologies provides a secure data collaboration and analysis platform that lets organizations analyze sensitive, distributed, or inaccessible data without moving or exposing it. Its Privacy Enhancing Technologies include Fully Homomorphic Encryption, Federated Learning, Confidential Computing, and Trusted Execution Environments, serving healthcare, financial services, government, marketing, manufacturing, and insurance.

confidential computingencrypted AI model trainingfederated learningFully Homomorphic Encryptionprivacy-preserving queriessecure multiparty computationTrusted Execution Environment

Flywheel is an enterprise-scale medical imaging data management and analysis platform that activates imaging data to accelerate research, drug discovery and AI development. It provides compliance, governance and workflow automation across the image management continuum, from data aggregation and harmonization to analysis and collaboration. The company started as an imaging core lab solution at Stanford University.

AI developmentclinical trial imagingcontainerized algorithmscustom Gears developmentdata migration to cloudimaging data managementworkflow automation