BFRG

Bullfrog AI Holdings, Inc. Common Stock (BFRG) Economic Moat Analysis (2026)

Invetso Score: 1.9/10 — Weak · Last Updated: 2026-09-01

Monthly Update

No material changes this month.

Intangible Assets

Score: 2.2 (Weak)

BFRG shows no evidence in the provided data of proprietary IP, regulatory exclusivity, or brand-led pricing power, so it lacks the intangible assets that typically sustain peer-leading margins.

The absence of disclosed 5-year margin or ROIC history in the supplied metrics makes it impossible to infer durable asset-based differentiation versus peers, which keeps the moat assessment weak.

Compared with peers that can defend pricing through patents, data, or regulated licenses, BFRG appears to rely on undifferentiated offerings rather than protected intangibles.

The negative TTM ROIC and ROCE indicate that any existing intangible advantage is not translating into superior economic returns, which weakens durability versus stronger peers.

Switching Costs

Score:

The supplied metrics do not indicate recurring workflows, embedded systems, or contractual lock-in, so customer switching costs appear low versus peers with integrated platforms.

Negative TTM ROIC suggests customers are not economically locked into a high-value solution that preserves pricing power, which is inconsistent with meaningful switching costs.

No evidence is provided of long-term contracts, compliance dependency, or data migration friction, all of which would normally support retention versus peers.

Relative to peers with mission-critical products, BFRG appears more replaceable, so switching costs do not materially protect margins or retention.

Network Effects

Score:

There is no evidence in the provided data of a user, data, or ecosystem flywheel that would create self-reinforcing demand versus peers.

The very low asset turnover and negative returns do not suggest a platform that becomes more valuable as usage expands, which weakens the case for network effects.

No peer-dependent marketplace, developer ecosystem, or multi-sided adoption pattern is disclosed, so any network advantage appears absent or immaterial.

Compared with peers that benefit from scale-driven participation loops, BFRG shows no visible structural compounding from network effects.

Cost Advantage

Score:

The negative ROIC and ROCE indicate BFRG is not converting capital into returns at a level consistent with a durable cost advantage versus peers.

Asset turnover of 0.0388 is extremely low, which suggests weak operating efficiency rather than a structurally lower cost base.

No evidence is provided of proprietary manufacturing, supply-chain leverage, or scale procurement that would lower unit costs relative to peers.

Because the supplied metrics do not show superior margins or returns, BFRG does not appear to have a cost position that can defend pricing over 5–10 years.

Efficient Scale

Score:

The available data do not show a concentrated market position or natural-monopoly economics, so efficient scale is not evident versus peers.

Negative returns on invested capital imply the business is not yet earning excess profits from limited market size or capacity constraints, which weakens the efficient-scale case.

No evidence is provided that the company serves a niche where one or a few players can satisfy demand at lower cost than multiple entrants, unlike stronger peer moats.

Compared with peers that benefit from regulated, localized, or infrastructure-like scale advantages, BFRG appears exposed to competition rather than protected by efficient scale.

Overall Score

Score:

BFRG’s moat appears weak versus peers because the provided metrics show negative capital returns, very low asset efficiency, and no evidence of protected intangibles, switching costs, network effects, cost advantage, or efficient scale.

Sources

  • Company filings (10-K, 10-Q, investor presentations)
  • Financial and market data providers
  • Public news and industry information

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