Bullfrog AI Holdings, Inc., through its subsidiaries, operates as a digital biopharmaceutical company that focuses on artificial intelligence and machine learning (AI/ML) driven analysis of data sets in medicine and healthcare in the United States. The company offers bfLEAP, an analytical AI/ML platform to analyze preclinical and clinical data for biotechnology and pharmaceutical companies, and other organizations. It also develops …
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Competitive advantage assessment
Key strengths
Operating Leverage in EffectOperating leverage is evident (score 1.00), with margins expanding over time.
Strong Liquidity BufferLiquidity position is strong (score 0.86), providing operational cushion.
Key risks
Commodity Pressure / Weak DifferentiationGross margin at 15.9th percentile with high volatility suggests weak pricing power or commoditized products.
ROIC Below WACC or PeersROIC at 5.1th percentile suggests inefficient capital deployment.
The dashed ring is the peer median. Defense scores are percentile ranks
against peers, so 50 is roughly the typical company in this group.
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Bullfrog AI Holdings, Inc. ranks #58 of 68
scored companies in Health Information Services by moat score — the top 85%.
The widest moat in the group is Veeva Systems Inc. (VEEV)
at 88/100.
Moat scores for companies ranked near BFRG in Health Information Services
Pricing power is the ability to raise prices without losing volume.
Cost Advantage
Score 7
· 15% of the moat score
A cost advantage means delivering the same product for structurally less — better purchasing, denser distribution, a more automated process.
Customer Stickiness
Score 5
· 15% of the moat score
Stickiness is what makes revenue repeat without being re-won every year.
Capital Efficiency
Score 5
· 18% of the moat score
Capital efficiency asks what the company earns on the money tied up in the business.
Resilience
Score 30
· 17% of the moat score
Resilience is the capacity to get through a bad year on its own terms — enough liquidity, enough interest cover, and enough cash generation to avoid a rescue financing or a forced sale.
Scale & Market Position
Score 48
· 15% of the moat score
Scale matters only when it converts into economics.
Bullfrog AI Holdings, Inc. (BFRG) scores 17 out of 100 on the StatsAlpha Moat Map, which rates its competitive advantage as weak. It ranks #58 of 68 scored companies in Health Information Services, the top 85%. The score is a weighted composite of 6 competitive defenses, each measured against industry peers of 67 companies in Health Information Services. Its strongest defense is Scale & Market Position (48/100) and its weakest is Capital Efficiency (5/100).
How does Bullfrog AI Holdings, Inc. compare with other Health Information Services companies?
Bullfrog AI Holdings, Inc. ranks #58 of 68 scored companies in Health Information Services by moat score. The widest moat in Health Information Services is Veeva Systems Inc. (VEEV) at 88/100. The companies ranked closest are MSP Recovery, Inc. (MSPRZ) at 17 just above it and MSP Recovery, Inc. (MSPR) at 17 just below it.
How is the moat score calculated?
Each company is scored with an industry-specific template — Corporate Default in this case, chosen because the defenses that matter to a bank are not the ones that matter to a software company. Every defense combines several financial signals, and each signal is measured as a percentile against a peer group of 67 companies in Health Information Services. The defenses are then weighted to produce the overall score out of 100.
Why is Bullfrog AI Holdings, Inc. scored with the Corporate Default template?
Most public companies sell a product or a service at a margin, so the moat question is whether that margin survives contact with competitors. The Corporate template scores the six defenses that show up in a general operating company's financial signature: whether it can hold price, produce more cheaply than rivals, keep its customers, earn a return above its cost of capital, withstand a downturn, and turn size into economics.
Which competitive defenses are measured for Bullfrog AI Holdings, Inc.?
The Corporate Default template measures 6 defenses, and BFRG scores: Pricing Power (5), Cost Advantage (7), Customer Stickiness (5), Capital Efficiency (5), Resilience (30), Scale & Market Position (48). Each is scored independently as a percentile against peers, so a company can be strong on one and weak on another — the overall score reflects how those defenses are weighted for this industry.
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