BullFrog AI on Data Harmonization: The Hidden Prerequisite for Reliable AI/ML in Life Sciences
White paper discusses how BullFrog AI’s bfPREP™ embodies data harmonization, enabling biopharma organizations to convert noisy, document-heavy data into standardized, AI-ready datasets
GAITHERSBURG, Md., Jan. 27, 2026 (GLOBE NEWSWIRE) -- BullFrog AI Holdings, Inc. (NASDAQ: BFRG; BFRGW) ( "BullFrog AI " or the "Company "), a technology company using artificial intelligence (“AI”) and machine learning to turn complex biomedical data into actionable insights, publishes a white paper titled, “Data Harmonization: The Hidden Prerequisite for Reliable AI/ML in Life Sciences,” with a discussion on how BullFrog AI’s bfPREPTM immediately recognizes reliable patterns to transform raw biomedical data into harmonized, clinically contextualized formats, providing reliable insights and trustworthy analytical assets to assist in drug development.
“The rush to apply AI in biopharma drug development has resulted in many AI initiatives that fail, not due to the algorithm, but due to the resulting analysis that reflect data processing idiosyncrasies rather than biology,” said BullFrog AI Founder and CEO Vin Singh. “The white paper discusses how BullFrog makes messy biomedical data usable, with our experienced data team quick to recognize the typical state of the underlying data, which is often fragmented across sources and trapped in formats that resist automated processing. Our proprietary bfPREPTM addresses all this by harmonizing and standardizing raw data into clean, analysis-ready datasets so that teams can comfortably trust their inputs.”
The white paper outlines where modern AI pipelines break in life sciences and presents a practical harmonization framework built on three pillars: (1) engineering clinically meaningful derived features, (2) producing reliable categorical variables and harmonized schemas, and (3) transforming unstructured clinical documents into analysis-ready tables.
“The true value of AI and machine learning (ML) becomes tangible and repeatable with the harmonization of data. Our proprietary bfPREPTM, the first step in our end-to-end analytical toolkit aimed at reducing clinical trial failure rates, delivers reliable data sets to enable teams to spend less time wrangling with spreadsheets and more time interpreting results, designing studies, and making decisions.” Mr. Singh concluded.
The full whitepaper is available for download here.
About BullFrog AI
BullFrog AI leverages artificial intelligence and machine learning to advance drug discovery and development. Through collaborations with leading research institutions, BullFrog AI uses causal AI in combination with its proprietary bfLEAP® platform to analyze complex biological data, aiming to streamline therapeutics development and reduce failure rates in clinical trials. For more information visit BullFrog AI at: https://bullfrogai.com.
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