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Bullfrog AI Holdings, Inc.: Business Overview, Financials & Competitive Analysis

Bullfrog AI Holdings, Inc. scores 4/10 on the AskCyborg Cyborg Score (Mixed). Early-stage digital biotech with differentiated AI platform but significant execution risk and capital constraints limiting near-term commercialization potential. Bullfrog AI has promising AI/ML technology and strategic partnerships with academic institutions and pharma CROs. However, the company is pre-revenue dependent with high negative earnings and a micro-cap valuation of.

What is Bullfrog AI Holdings, Inc.'s industry? Bullfrog AI Holdings, Inc. (bullfrogai.com) operates in Digital Biopharmaceuticals / AI-Enabled Drug Discovery. AskCyborg classifies Bullfrog AI Holdings, Inc. under Digital Biopharmaceuticals / AI-Enabled Drug Discovery in its company registry.

Bullfrog AI Holdings, Inc. operates as a digital biopharmaceutical company focused on AI/ML-driven analysis of data sets in medicine and healthcare. The company offers bfLEAP, an analytical AI/ML platform to analyze p...

4/ 10Mixed

Cyborg Score thesis

Early-stage digital biotech with differentiated AI platform but significant execution risk and capital constraints limiting...

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Industry Digital Biopharmaceuticals / AI-Enabled Drug Discovery
3 named competitors
3 recent developments
11 analyst dimensions
Synthesized from analyst-debate stress-testing across 11 dimensions and hundreds of data points. Methodology →
Cyborg Score recalibrated: October 19, 2026
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Bullfrog AI Holdings, Inc. OverviewStrategic ProfileCompetitive LandscapeIndustry ContextKey facts
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Bullfrog AI Holdings, Inc. Overview

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Bullfrog AI Holdings, Inc. operates as a digital biopharmaceutical company focused on AI/ML-driven analysis of data sets in medicine and healthcare. The company offers bfLEAP, an analytical AI/ML platform to analyze preclinical and clinical data for biotechnology and pharmaceutical companies.

Strategic Profile

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Bullfrog AI delivers AI solutions including its bfLEAP® platform (originally developed at Johns Hopkins Applied Physics Lab) that analyzes complex biomedical data to uncover patterns, paired with bfPREP™ for data standardization. The company has a collaboration with Sygnature Discovery expected to generate $15–$30 million revenue through 2028.

Competitive Landscape

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BullFrog AI is positioned with cutting-edge AI technology, exclusive data access, and a capital-efficient operating model within the broader shift toward AI-powered drug development. The company competes against larger pharma analytics platforms and specialized AI drug discovery firms, but maintains differentiation through proprietary brain data access and Johns Hopkins-derived technology.

Industry Context

Bullfrog AI Holdings, Inc. operates in Digital Biopharmaceuticals / AI-Enabled Drug Discovery.

Key facts

Founded: 2017 · Headquarters: Gaithersburg, Maryland · Employees: 9 · Market cap: $6.7M

What the AI analysts debated

AI-generated and not independently verified: selected findings from the multi-agent debate on Bullfrog AI Holdings, Inc..

  • Pre-revenue or early-revenue model with commercial partnerships in early stages (Sygnature Discovery projected $15-30M through 2028)
  • Access to world's largest human brain data repository via Lieber Institute partnership provides competitive moat in neuropsychiatric drug discovery
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Recent developments

Material events tracked by the AskCyborg corpus.

  • June 2025Continued pharma partnership discussions for drug target discovery
  • December 2024Company announcements regarding AI-driven drug discovery initiatives
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Named competitors

Pulled from the analyst-debate framework. Click any competitor to see their Cyborg Score.

AI-Driven Drug Discovery PlatformsComputational drug discovery and development platform→Clinical Data AnalyticsAI-powered clinical and genomic data analysis→Pharma ServicesComputational solutions for drug development→

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Industry context

Bullfrog AI Holdings, Inc. operates in Digital Biopharmaceuticals / AI-Enabled Drug Discovery. See how the rest of the sector scores on the Cyborg framework.

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Frequently asked questions

What does Bullfrog AI Holdings, Inc. do?+
Bullfrog AI Holdings, Inc. operates as a digital biopharmaceutical company focused on AI/ML-driven analysis of data sets in medicine and healthcare. The company offers bfLEAP, an analytical AI/ML platform to analyze p...
What is Bullfrog AI Holdings, Inc.'s Cyborg Score?+
Bullfrog AI Holdings, Inc. has a Cyborg Score of 4/10 (Mixed). The score synthesizes business model, financials, leadership, competitive position, technology, marketing, and ESG dimensions across hundreds of data points.
Who are Bullfrog AI Holdings, Inc.'s main competitors?+
Named competitors include AI-Driven Drug Discovery Platforms, Clinical Data Analytics, Pharma Services. The full competitive landscape is in the AskCyborg report.
How can I get the full Bullfrog AI Holdings, Inc. research report?+
Get the report plus analyst-debate audio at askcyborg.com -- no credit card required for preview access. Pro adds saved-company audio playlists and monitoring.
How current is the Bullfrog AI Holdings, Inc. research?+
The Cyborg Score is recalibrated weekly. Recent developments are tracked continuously and surfaced in every report.

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