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BullFrog AI Platforms

bfPREP

Data Harmonization Platform

Clinical Trial Reports, Dirty Data Cleanup

Stage 1: Data Foundation

1

Clean Your Data

Remove errors and inconsistencies

2

Fix Your Units

Normalize measurements

3

Derive Features

Engineer meaningful features

4

Standardization

Harmonize data sets

CLEAN HARMONIZED AI-READY DATA

bfLEAP

Biological Intelligence Engine

Patient Stratification, Biomarker Analysis

Stage 2: Biological Intelligence

Quantify similarities & differences across patients, cohorts, or conditions

5

Compare Samples

Analyze cohort differences

6

Identify Subgroups

Find patient clusters

BullFrog Data Networks®

7

Filter Artifacts

Remove noise & outliers

8

Interrogate Patterns

Explore relationships

9

Find Drivers

Identify key factors

BullFrog Data Networks®

EXPLAINABLE DRIVER-LEVEL INSIGHTS

bfARENAS

NO GO

Decision & Strategy Platform

Go/No-Go Decisions, Portfolio Strategy

Stage 3: Decision & Strategy

10

Ask Key Questions

Molecular, Clinical & Business/Market

11
1 1 2 3

Rank Candidates

Prioritize Targets

12

Build Portfolio Strategy

Diversify and De-risk

RANKED DECISIONS PORTFOLIO SUCCESS