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Verdict
Quantitative factor alignment verified for current market regime.
Quant Score
Rank
#4783
Positioning
Market Dominance
Manufacturing
Pharmaceutical Products
$14M
Vininder Singh
We use artificial intelligence and machine learning to advance medicines for both internal and external projects. We are committed to increasing the probability of success and decreasing the time and cost involved in developing therapeutics. Bullfrog AI Holdings, Inc. was incorporated in the State of Nevada on February 6, 2020. Bullfrog AI Holdings, Inc. is the parent company of Bullfrog AI, Inc. and Bullfrog AI Management, LLC. which were incorporated in Delaware and Maryland, in 2017 and 2021, respectively. All of our operations are currently conducted through BullFrog AI Holdings, Inc. The Company’s principal business address is 325 Ellington Blvd, Unit 317, Gaithersburg, MD.
Headcount
—
HQ Base
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| Stock | Rating | Score▼ | Quality | Value | Momentum | P/E | EV/EBITDA | ROE | ROA | Gross Mgn | Op Mgn | Net Mgn | Rev Growth | Div Yield | D/E | Mkt Cap | AUDIT |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
$UL UNILEVER PLC | 78 | 96 | 98 | 59 | - | - | 28.5% | 8.0% | 100.0% | 100.0% | 10.4% | -4.6% | 3.3% | 0.0x | $141.8B | VS | |
$ASML ASML HOLDING NV | 77 | 89 | 86 | 83 | - | - | 46.1% | 16.6% | 51.3% | 31.9% | 26.8% | -4.0% | 1.0% | 25.0x | $272.1B | VS | |
$ESLT ELBIT SYSTEMS LTD | 76 | 81 | 87 | 85 | - | - | 10.3% | 3.1% | 24.1% | 7.2% | 4.7% | 14.3% | 0.8% | 25.0x | $11.4B | VS | |
$MT ArcelorMittal | 75 | 71 | 98 | 85 | - | - | 2.2% | 1.5% | 9.3% | 5.3% | 2.2% | -8.5% | 2.2% | 16.0x | $18.9B | VS | |
$AMAT APPLIED MATERIALS INC /DE | 75 | 85 | 87 | 84 | 20.9x | 13.6x | 35.5% | 19.8% | 48.7% | 29.2% | 24.7% | 4.4% | 0.8% | 32.0x | $181.9B | VS | |
$SIMO Silicon Motion Technology CORP | 75 | 84 | 86 | 85 | - | - | 11.8% | 8.8% | 45.9% | 11.3% | 11.1% | 25.7% | 3.7% | 0.0x | $1.8B | VS | |
$CODA Coda Octopus Group, Inc. | 74 | 83 | 90 | 79 | 16.3x | 11.9x | 7.6% | 7.0% | 66.5% | 17.1% | 15.6% | 39.0% | 0.0% | 0.0x | $115M | VS | |
$GSK GSK plc | 74 | 84 | 90 | 70 | - | - | 22.6% | 4.9% | 71.2% | 12.8% | 9.4% | 1.7% | 5.9% | 124.0x | $72.1B | VS | |
$EFXT Enerflex Ltd. | 74 | 80 | 91 | 83 | - | - | 3.0% | 1.1% | 20.9% | 7.3% | 1.3% | 3.0% | 0.9% | 67.0x | $1.2B | VS | |
$BUD Anheuser-Busch InBev SA/NV | 74 | 84 | 97 | 63 | - | - | 8.2% | 3.5% | 55.3% | 25.9% | 12.4% | 0.7% | 1.7% | 0.0x | $87.0B | VS | |
$BFRG BullFrog AI Holdings, Inc. | 25 | 23 | 22 | 5 | - | - | -348.9% | -250.9% | 19.6% | -7315.9% | -7225.6% | - | 0.0% | 39.0x | $14M | ||
| SECTOR BENCH | - | - | - | - | - | 22.3x | 11.5x | -2.5% | -0.1% | 42.5% | 1.3% | -0.2% | 5.9% | 0.0% | 0.2x | - | REF |
BullFrog AI Holdings, Inc. (BFRG) receives a "Avoid" rating with a composite score of 24.6/100. It ranks #4783 out of 7,333 stocks in our coverage universe and carries a 1-star rating. Ratings are driven by a 6-factor quantitative model measuring quality, value, momentum, investment, stability, and short interest.
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Core pricing power
Operating efficiency
Bottom-line conversion
Equity capital efficiency
Asset base utilization
Financial leverage load
Direct cash return
Vininder Singh
Chief Executive Officer
23
25
18
Audit Verdict: Lower quality and stability scores may indicate governance concerns.
No recent insider transactions available for BFRG
Pending Verification
Lagging peers — losers tend to keep underperforming
Expensive relative to fundamentals — limited margin of safety
Weak fundamentals — higher risk of value trap
High volatility — wider range of outcomes increases timing risk
Aggressive spending — empire-building risk, dilutive growth
Below-average composite — caution warranted
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Relative valuation derived from Manufacturing sector benchmarks. Model weights: EV/EBITDA (40%), P/B (35%), P/S (25%). Re-calculated daily.
No analyst ratings for BFRG.
View All RatingsHigh margin volatility — erratic forensic earnings quality
ROE proxy -348.9% (sector -2.5%)
GM 20% vs sector 43%, OM -7316% vs sector 1%
Capital turnover N/A, R&D intensity 2884.3%
Rev growth N/A, 4yr history
Interest coverage N/A
Composite assessment of profitability, capital efficiency, and financial strength. Top-tier entities demonstrate sustainable cash flow generation and elite competitive moats.
Profit generated per dollar of shareholder equity
Efficiency of asset utilization
Pricing power and cost efficiency
Core business profitability
Bottom-line profitability
The Quality factor evaluates the persistence and magnitude of realized cash flows. Companies with scores >70 exhibit superior pricing power and structural financial resilience through diverse economic regimes.
Our uncertainty rating tracks the predictability of future cash flows and potential for permanent capital loss. Moderate visibility with standard industry cyclicality.
Our quantitative model flags BullFrog AI Holdings, Inc. with an Avoid rating, assigning a composite score of 24.6/100 and 1 out of 5 stars. Ranked #4783 of 7,333 stocks, BFRG falls in the bottom tier across key factors. Historically, stocks with this profile have faced elevated risk of underperformance and capital loss.
BullFrog AI Holdings, Inc. registers a weak quality score of just 23/100, indicating significant profitability challenges. The company reports a return on equity of -348.9% (sector avg: -2.5%), gross margins of 19.6% (sector avg: 42.5%), net margins of -7225.6% (sector avg: -0.2%). Low quality scores are often associated with businesses in turnaround mode, early-stage growth, or structurally challenged industries.
BFRG registers a value score of just 22/100, suggesting the stock trades at a significant premium to its fundamental metrics. Key valuation metrics include a P/B ratio of 3.17x. High-premium valuations like this require strong future execution to avoid multiple compression, and downside risk is elevated if growth disappoints.
BullFrog AI Holdings, Inc.'s investment score of 25/100 suggests limited reinvestment activity. Key growth metrics include a return on assets of -250.9% (sector: -0.1%). While this can be positive for mature, cash-generative businesses returning capital to shareholders, it may also signal a lack of growth opportunities or management conservatism.
BullFrog AI Holdings, Inc. is experiencing notably weak momentum with a score of just 5/100. The stock has underperformed its peers and is trending below major moving averages. Revenue growth data is not currently available, while a beta of 1.97 reflects its sensitivity to broader market moves. While deep momentum weakness can occasionally present value opportunities, it often reflects deteriorating fundamentals or structural headwinds that may persist.
BullFrog AI Holdings, Inc. registers a low stability score of 18/100, indicating high volatility and potentially stressed financial conditions. Key stability metrics include a beta of 1.97 and a debt-to-equity ratio of 39.00x (sector avg: 0.2x). Stocks at this level carry elevated capital loss risk and may be unsuitable for conservative portfolios without careful risk management.
BFRG carries a short interest score of 75/100, indicating moderate short selling activity. This is a neutral reading — not enough to signal systemic bearishness, but worth monitoring. Specific risk factors include high market sensitivity (beta: 1.97), elevated leverage (D/E: 39.00x), micro-cap liquidity risk. At $14M market cap (micro-cap), BullFrog AI Holdings, Inc. offers reasonable institutional liquidity.
BullFrog AI Holdings, Inc. is a micro-cap company in the Manufacturing sector, ranked #0 of 50 in its sector (100th percentile) and #4783 of 7,333 overall (35th percentile). Key comparisons include ROE of -348.9% trailing the -2.5% sector median and operating margins of -7315.9% below the 1.3% sector average. This top-quartile standing reflects exceptional competitive strength relative to Manufacturing peers.
While BFRG currently exhibits a AVOID profile, superior opportunities exist within the MANUFACTURING sector. Our model identifies several "Strong Buy" candidates with higher quality scores and more attractive valuations among direct industry competitors.
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Improvement in Momentum (5) would have the largest impact on the composite score.
ROE 13969% ABOVE SECTOR MEDIAN (FAVORABLE)
Gross Margin 54% BELOW SECTOR MEDIAN
Op. Margin 567223% BELOW SECTOR MEDIAN
AUDIT DATA AS OF SEP 30, 2025 (Q2 FY2025)
We rate BullFrog AI Holdings, Inc. (BFRG) as Avoid with a composite score of 24.6/100 at a current price of $0.56. The stock falls in the bottom quintile of our universe across key quantitative factors, and the multi-factor weakness suggests a high probability of continued underperformance.
The rating is primarily driven by strength in investment (25th percentile) and quality (23th percentile), which together account for the majority of the composite score. Offsetting weakness in momentum (5th percentile) and stability (18th percentile) tempers our overall conviction. We assign a No Moat rating (21/100), Very High uncertainty, and Poor capital allocation.
Key items to watch: momentum to confirm whether the current price trend has legs; the path to profitability; valuation compression risk if growth disappoints. Any material change in these dynamics could warrant a reassessment of our rating. The moat trend is stable, which suggests the competitive landscape is stable for now.
BullFrog AI Holdings, Inc. holds a top-quartile position (#0 of 50) within the Manufacturing sector, based on our composite quantitative scoring across quality, value, momentum, and stability factors. The composite score of 24.6/100 places it at rank #4783 in our full 7,333-stock universe. At $14M in market capitalization, BullFrog AI Holdings, Inc. is a small-cap player in the Manufacturing space, which limits certain scale advantages but may allow for more agile strategic execution.
Momentum indicators (5th percentile) suggest caution regarding the near-term price trend. Revenue growth data is unavailable, limiting our ability to confirm whether momentum is fundamentally supported.
The margin cascade tells an important story: gross margins of 20% (-22.9pp vs sector) narrow to operating margins of -7316% (-7317.2pp vs sector) and net margins of -7225.6%, yielding a gross-to-net conversion rate of -36847%. The significant margin erosion from gross to net suggests elevated operating expenses, high interest costs, or other structural drags that warrant monitoring.
At a current price of $0.56, BullFrog AI Holdings, Inc. is trading at a premium to fundamental value. Our value factor score of 22/100 reflects a composite assessment across multiple valuation metrics including price-to-earnings, price-to-book, EV/EBITDA, and price-to-sales ratios relative to both sector peers and the broader market. The premium valuation implies the market is pricing in significant future growth or quality improvements that are not yet fully reflected in current fundamentals.
The stock currently trades at P/B of 3.2x, P/S of 126.7x. We evaluate these multiples in the context of both absolute levels and sector-relative positioning to form our valuation view.
The stock may offer contrarian value if near-term headwinds prove transitory — the current weakness in factor scores may reverse if business fundamentals stabilize.
The Avoid rating (composite 24.6/100) reflects multi-factor weakness, and historically, stocks in this scoring range have underperformed the market by a meaningful margin.
Thin net margins of -7225.6% provide limited cushion against cost pressures, competitive pricing, or macroeconomic headwinds — even small changes in costs could swing the company to a loss.
Weak momentum (5th percentile) suggests institutional selling pressure and unfavorable technical dynamics that may persist.
Below-average quality (23th percentile) raises durability concerns about the fundamental profile and increases the risk of negative earnings surprises.
We assign a Very High uncertainty rating to BullFrog AI Holdings, Inc.. The stock exhibits multiple compounding risk factors: elevated market sensitivity (beta of 1.97), current negative profitability (net margin -7225.6%), below-average price stability (18th percentile). The extreme uncertainty around future cash flows makes precise valuation difficult, and the range of outcomes is exceptionally wide. Only investors with high risk tolerance and extended time horizons should consider this name.
Specific risk factors that inform our assessment include: elevated market sensitivity (beta of 1.97); current negative profitability (net margin -7225.6%); below-average price stability (18th percentile); weak quality scores (23th percentile). Each of these factors independently widens the distribution of potential outcomes, and in combination they create a risk profile that demands careful position sizing. The stability factor at the 18th percentile and quality factor at the 23th percentile provide a quantitative summary of the overall risk landscape.
We identify limited risk mitigants at this time, which contributes to our very high uncertainty assessment. Investors should monitor for improvement in balance sheet metrics, margin stability, and business predictability that could warrant a downgrade in our risk assessment over time.
We rate BullFrog AI Holdings, Inc.'s capital allocation as Poor. Key concerns include low returns on equity (-348.9%), negative profitability, weak asset returns (ROA -250.9%). Exemplary capital allocators generate ROE above 20% and maintain conservative leverage — BullFrog AI Holdings, Inc. significantly underperforms these benchmarks, raising questions about management's ability to create shareholder value.
Investors should scrutinize management's reinvestment decisions and balance sheet trajectory before committing capital. Poor capital allocation often compounds over time: overlevered balance sheets limit strategic flexibility, while low returns on capital destroy shareholder value. We would need to see sustained improvement in profitability metrics and balance sheet discipline before considering an upgrade.
In summary, BullFrog AI Holdings, Inc. receives a Avoid rating with a composite score of 24.6/100 (rank #4783 of 7,333). Our quantitative framework assigns a No Moat (21/100, trend: stable), Very High uncertainty, and Poor capital allocation. The average factor score across quality, value, momentum, stability, and investment is 19/100.
Our analysis does not support a constructive view on BullFrog AI Holdings, Inc. at this time. The combination of limited competitive advantages, very high uncertainty, and poor capital allocation suggests unfavorable risk-reward at current levels. We recommend investors avoid new positions and existing holders consider reducing exposure.
Analysis derived from Blank Capital Research quantitative terminal. For informational purposes only. No trade solicitation. Past performance not indicative of future results. Consult a qualified advisor.
We do not assign BullFrog AI Holdings, Inc. a meaningful economic moat, scoring 21/100 on our composite assessment. Current fundamentals do not demonstrate the kind of durable competitive advantages — such as superior returns on invested capital, margin superiority, or reinvestment efficiency — that would protect the company from competitive erosion over the long term. The highest-scoring pillar, reinvestment efficiency, reached only 7/20.
The strongest moat sources are reinvestment efficiency (7/20) and financial resilience (5.6/20). Capital turnover N/A, R&D intensity 2884.3%. Interest coverage N/A. These pillars form the core of BullFrog AI Holdings, Inc.'s competitive identity and are the primary drivers of excess returns in our framework.
Areas of relative weakness include margin superiority (1/20) and economic value creation (2.5/20). GM 20% vs sector 43%, OM -7316% vs sector 1%. Improvement in these areas could meaningfully widen the moat over time, while deterioration would be an early warning of competitive erosion.
Our moat trend assessment is Stable. Multi-year ROIC and operating margin trajectories show neither meaningful improvement nor deterioration, suggesting the competitive position is steady. We expect BullFrog AI Holdings, Inc.'s moat profile to remain largely unchanged absent a material shift in return on capital or industry dynamics.
Key profit drivers are not clearly identifiable from current fundamentals. This may reflect a company in transition, a cyclical downturn, or structural challenges in the business model. We assign a quality factor of 23/100 which further underscores our concern regarding earnings sustainability.
The margin profile shows gross margins of 20%, operating margins of -7316%, net margins of -7225.6%. Return metrics include ROE of -348.9% and ROA of -250.9%. Relative to the Manufacturing sector, gross margins are 22.9 percentage points below the sector median of 43%, and ROE of -348.9% compares to a sector median of -2.5%.
The balance sheet reflects moderate leverage with D/E of 39%. The sector median D/E is 0%, putting BullFrog AI Holdings, Inc. at higher leverage than the typical peer. Overall balance sheet health is adequate for the current business environment.
High beta of 1.97 means amplified losses in market selloffs — in a broad market correction, this stock would likely decline more than the index.
Above 50MA
37.18%
Net New Highs
+51081
White paper discusses how BullFrog AI’s bfPREP™ embodies data harmonization, enabling biopharma organizations to convert noisy, document-heavy data into standardized, AI-ready datasetsGAITHERSBURG, 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 Harmo

Shares of C.H. Robinson Worldwide, Inc. (NASDAQ: CHRW) fell sharply during Thursday’s session after the company reported worse-than-expected fourth-quarter financial results. C.H. Robinson Worldwide posted adjusted earnings of 50 cents per share, missing market estimates if 81 cents per share. The company’s quarterly sales came in at $4.20 billion versus estimates of $4.34 billion. C.H. Robinson Worldwide shares dipped 12.6% to $73.49 on Thursday. Here are some other stocks moving in today's mid-day session. Gainers Minim, Inc. (NASDAQ: MINM) shares climbed 57.3% to $6.45. David E. Lazar recently disclosed a 51% active stake in Minim. Clearmind Medicine Inc. (NASDAQ: CMND) jumped 51% to $2.17. Clearmind Medicine announced long-term licensing agreement with BIRAD. NeuroBo Pharmaceuticals, Inc. (NASDAQ: NRBO) climbed 52.9% to $5.00. NeuroBo Pharmaceuticals announced FDA clearance of IND for Phase 1 clinical trial of DA-1726 for the treatment of obesity. FibroBiologics, Inc. (NASDAQ: FBLG) shares climbed 47.4% to $42.90. FibroBiologics announced direct listing on the NASDAQ. Celularity Inc. (NASDAQ: CELU) rose 36% to $0.5191. Celularity said it sees FY24 net sales of $50 million to $56 million. Cimpress plc (NASDAQ: CMPR) jumped 28.8% to $96.90 after the company reported better-than-expected second-quarter financial results and said the board authorized the repurchase of up to $150 million of company shares. TuSimple Holdings Inc. (NASDAQ: TSP) rose 28% to $0.2950. Elevai Labs, Inc. (NASDAQ: ELAB) gained 23.5% to $0.84 after gaining 8% on Wednesday. Asset Entities Inc. (NASDAQ: ASST) climbed 22.8% to $0.5650. Kiora Pharmaceuticals, Inc. (NASDAQ: KPRX) shares jumped 20.4% to $0.6649. Kiora Pharmaceuticals announced a private placement of up to $45 million. Evaxion Biotech A/S (NASDAQ: EVAX) gained 19.5% to $4.70. Evaxion Biotech announced pricing of $15 million public offering of 3.750 million ADS at $4.00 per ADS. Nextracker Inc. (NASDAQ: NXT) rose climbed 18.8% to $53.79 after the company reported better-than-expected third-quarter financial results. SunPower Corporation (NASDAQ: SPWR) jumped 18.1% to $3.5791. BioRestorative Therapies, Inc. (NASDAQ: BRTX) gained 16.4% to $1.8850. Corteva, Inc. (NYSE:

Shares of Nextracker Inc. (NASDAQ: NXT) rose sharply during today’s pre-market trading after the company reported better-than-expected third-quarter financial results. Nextracker reported quarterly earnings of 96 cents per share which beat the analyst consensus estimate of 48 cents by 100%. Revenue clocked in at $710.43 million, topping the Street's estimate of $617.95 million, a 38.38% increase over sales of $513.37 million from the same period last year, according to data from Benzinga Pro. Nextracker shares surged 19.7% to $54.20 in pre-market trading Here are some other stocks moving in pre-market trading. Gainers Elevai Labs, Inc. (NASDAQ: ELAB) gained 85.3% to $1.26 in pre-market trading after gaining 8% on Wednesday. Kiora Pharmaceuticals, Inc. (NASDAQ: KPRX) shares jumped 52.1% to $0.8420 in pre-market trading. Kiora Pharmaceuticals announced a private placement of up to $45 million. Oragenics, Inc. (NYSE: OGEN) gained 17.6% to $2.71 in pre-market trading after dipping around 34% on Wednesday. Oragenics recently announced termination of at-market offering program. TROOPS, Inc. (NASDAQ: TROO) shares gained 14.8% to $2.16 in pre-market ...
New capabilities to be launched on March 25Unique technology bolsters BullFrog AI’s end-to-end AI intelligence workflow with a scenario-based decision engineAdvances current AI decision tools by clearly defining clinical trial strategies and building diversified, risk-balanced R&D portfolios GAITHERSBURG, Md., Feb. 04, 2026 (GLOBE NEWSWIRE) -- BullFrog AI Holdings, Inc. (NASDAQ: BFRG; BFRGW) ("BullFrog AI" or the "Company"), a technology company using artificial intelligence (“AI”) and machine l