Item 7. Management’s Discussion and Analysis
ITEM
7. MANAGEMENT’S DISCUSSION AND ANALYSIS OR PLAN OF OPERATION
The
following discussion and analysis of the results of operations and financial condition of Bullfrog AI Holdings, Inc. (“Bullfrog”)
as of and for the years ended December 31, 2023 and 2022 should be read in conjunction with our consolidated financial statements and
the notes to those consolidated financial statements that are included elsewhere in this Annual Report. References in this Management’s
Discussion and Analysis of Financial Condition and Results of Operations to “us”, “we”, “our” and
similar terms refer to the Company. This Management’s Discussion and Analysis of Financial Condition and Results of Operations
contains statements that are forward-looking. These statements are based on current expectations and assumptions that are subject to
risk, uncertainties, and other factors. These statements are often identified by the use of words such as “may,” “will,”
“expect,” “believe,” “anticipate,” “intend,” “could,” “estimate,”
or “continue,” and similar expressions or variations. Actual results could differ materially because of the factors discussed
in “Risk Factors” elsewhere in this Annual Report, and other factors that we may not know.
OVERVIEW
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. Operations
are currently conducted through BullFrog AI Holdings, Inc., which began operations on February 6, 2020. We are a company focused specifically
on advanced Artificial Intelligence / Machine Learning (AI/ML) analysis of complex data in the advancement of medicine. Our AI/ML platform
(trade name: bfLEAP™) was created from technology originally developed at The Johns Hopkins University Applied Physics Laboratory
(JHU-APL).
In
February 2018, BullFrog AI Holdings secured the original exclusive, worldwide, royalty-bearing license from JHU-APL for the technology.
The license covers three (3) issued patents, one (1) new provisional patent application, non-patent rights to proprietary libraries of
algorithms and other trade secrets including modifications and improvements. We entered into a license agreement in July 2022 that provides
the Company with new intellectual property and also encompasses most of the intellectual property from the February 2018 license. Our
objective is to utilize our for a precision medicine approach toward drug development with biopharmaceutical collaborators, as well as
our own internal clinical development programs. We believe the bfLEAP™ platform is ideally suited for evaluating pre-clinical and
clinical trial data generated in translational research and clinical trial settings that lead to faster, less expensive drug approvals.
Our
aim is to improve the odds of success in each stage of developing medicine, ranging from early pre-clinical through late-stage clinical
development. Our ultimate objective is to utilize bfLEAP™ to enable the success of ongoing clinical trials or rescue late-stage
failed drugs (i.e., Phase 2 or Phase 3 clinical trial failures) for development and divestiture; although, we will also consider collaborations
for earlier stage drugs. We hope to accomplish this through strategic acquisitions of current clinical stage and failed drugs for in-house
development, or through strategic partnerships with biopharmaceutical industry companies.
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On
July 8, 2022, the Company entered into an exclusive, worldwide, royalty-bearing license from JHU-APL for the additional technology.
The new license provides additional intellectual property rights including patents, copyrights, and knowhow to be utilized under the
Company’s bfLEAP™ analytical AI/ML platform. In consideration of the new license, the Company issued to JHU-APL 39,879
shares of common stock. In September 2020 and October of 2021, the Company executed amendments to the original license which
represents improvements and new advanced analytics capabilities. In consideration of the rights granted to the Company under the
original License Agreement, the Company granted JHU 178,571 warrants exercisable to purchase shares of common stock at $2.10 per
share. Under the terms of the new License Agreement, JHU will be entitled to eight (8%) percent of net sales for the services
provided by the Company to other parties and 3% for internally developed drug projects in which the JHU license was utilized. The
new license also contains tiered sub licensing fees that start at 50% and reduce to 25% based on revenues. On May 31, 2023, the
Company and JHU-APL entered into Amendment number 1 of the July 8, 2022 License Agreement whereby the Company gained access to
certain improvements including additional patents and knowhow in exchange for a series of payments totaling $275,000. The first of
these payments for $75,000 was due in July 2023 followed by annual payments of $75,000, $75,000 and $50,000 in years 2024, 2025 and
2026, respectively. The amendment also reduced the 2023 minimum annual royalty payment to $60,000, all other financial terms remain
the same. As a result of this Amendment, the minimum annual payments are set to be $30,000 for 2022, $60,000 for 2023, and $300,000
for 2024 and beyond, all of which are creditable by royalties.
We
intend to continue to evolve and improve bfLEAP™, either in-house or with development partners like JHU-APL. We plan to leverage
our proprietary AI/ML platform developed over several years at one of the top innovation institutions in the world which has already
been successfully applied in multiple sectors.
We
have staffed our business using funds from our initial public offering and have entered into partnerships and relationships and recently
completed our first commercial service contract with a leading rare disease non-profit organization for AI/ML analysis of late-stage
clinical data. We have also acquired the rights to a series of preclinical and early clinical drug assets from universities, as well
as a strategic collaboration with a world-renowned research institution to create a HSV1 viral therapeutic platform to engineer immunotherapies
for a variety of diseases. We have signed exclusive worldwide License Agreements with JHU for a cancer drug that targets glioblastoma
(brain cancer), pancreatic cancer, and others. We have also signed an exclusive worldwide license from George Washington University for
another cancer drug that targets hepatocellular carcinoma (liver cancer) and other liver diseases. Additionally, we intend to gain access
to later-stage clinical assets through partnerships or the acquisition of rights to failed therapeutic candidates for drug rescue. In
certain circumstances, we intend to conduct late-stage clinical trials in an effort to rescue therapeutic assets that previously failed.
In these cases, there will be a requirement for drug supply and regulatory services to conduct clinical trials. The success of our clinical
development programs will require finding partners to support the clinical development, adequate availability of raw materials and/or
drug product for our R&D and clinical trials, and, in some cases, may also require establishment of third-party arrangements to obtain
finished drug product that is manufactured appropriately under (GMP) industry-standard guidelines, and packaged for clinical use or sale.
Since we are a company focused on using our AI technology to advance medicines, any clinical development programs will also require,
in all cases, partners and the establishment of third-party relationships for execution and completion of clinical trials.
Since
completing our IPO on February 14, 2023, aided by the receipt of the IPO proceeds, we have initiated several initiatives: Investor
relations and marketing to promote and raise awareness of the company in the financial and business sectors, research and
development, collaboration with J Craig Venter Institute and in the quarter ended September 30, 2023, completed a preclinical study
for our Mebendazole prodrug program. The Company is actively engaged in developing and seeking out new intellectual property as it
strives to continuously evolve its AI/ML platform. Additionally, the Company has engaged a business development firm specializing in
the biopharmaceutical industry to seek and secure a strategic development partner for our Mebendazole program.
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Internally,
the Company has added incremental staff to accelerate execution, and the development of processes and custom scripts for use in performing
analytical services for customers, while also launching initiatives targeting large public health data sources and seeking access to
proprietary health data sources. We also transitioned our accounting and financial reporting systems and processes to enhance our internal
control environment as a public company. Capital from the IPO was also used to retire two notes that were sold to fund the Company through
the IPO that did not convert into common stock as well as other debts accrued over time to our staff, employees and consultants as well
as obligations related to the acquisition of our licensed drug programs.
In
February 2024 the Company received net proceeds of approximately $4.9 million dollars from an underwritten public offering of 1,507,139
shares of common stock (or pre-funded warrants in lieu thereof) and accompanying warrants to purchase 1,507,139 shares of common stock
at an offering price of $3.782. The 5 year warrants have an exercise price of $4.16. On February 21, 2024, the underwriters elected to
exercise the over-allotment option for the purchase of an additional 218,382 shares of common stock, and the Company received additional
net proceeds of approximately $750,000, pursuant to the exercise of the over-allotment. In the absence of significant revenues in 2024
the Company believes that its capital resources are sufficient to fund planned operations for more than 12 months from the date of this
filing.
Our
Strategy
The
Company has a unique strategy designed to reduce risk and increase the frequency of cash flow. The first part of the strategy is to generate
revenues through strategic relationships with biopharma companies. These relationships will be structured as a combination of fees and
intellectual property based on the specific scope of the engagement. The objective of these engagements will be to uncover valuable insights
to reduce the risk and/or increase the speed of the drug development process which can be achieved through manual or automated integration
into the client’s workflow or analysis of discrete data sets.
In
the future, the second part of our strategy involves acquiring the rights to clinical stage drugs, using our bfLEAP technology to design
a precision medicine trial, conduct the trial with a partner, and sell the asset. This approach may also apply to earlier phases in the
drug development process such as discovery and preclinical. In any case, the objective is to create near term value and exit and monetize
as quickly as possible, preferably within approximately 30 months.
Results
of Operations
For
the years ended December 31, 2023 and 2022
Revenue
and Costs of Goods Sold
We
recognized $65,000 and $10,000 in revenue and $5,200 and $800 in costs of goods sold during the years ended December 31, 2023 and 2022,
respectively.
Year ended December 31,
Net Change
2023
2022
Operating expenses:
Research and development
$ 1,432,614
$ 609,270
$ 823,344
General and administrative
3,994,710
1,855,731
2,138,979
Total operating expenses
$ 5,427,324
$ 2,465,001
$ 2,962,323
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Research
and Development
Our
research and development expenses for the year ended December 31, 2023 increased by $823,344 compared to the same period ended December
31, 2022, primarily due to the inclusion of the cost of salaries and consulting fees in 2023 as we initiated our collaboration with J
Craig Venter Institute and completion of a preclinical study for our Mebendazole prodrug program, as well as the cost of acquiring access
to additional technology from JHU-APL related to bfLEAP™ pursuant to Amendment 1 of the July 2022 License Agreement. In 2022, the
majority of the research and development expenses were directly related to the acquisition of two drug development product candidates
including Mebendazole.
General
and Administrative
Our
general and administrative expenses for the year ended December 31, 2023 increased by $2,138,979, compared to the same period ended December
31, 2022, primarily due to higher salary and consulting costs reflecting an increased level of service as well the initiation of investor
relations and marketing efforts and the transition of our accounting and financial reporting process to support a public company. The
2023 period also reflects approximately $120,000 in recruiting fees related to staff additions.
Other
Income (Expense), Net
Interest
expense decreased $268,056 for the year ended December 31, 2023, compared to the same period ended December 31, 2022 due to the majority
of our debt converting or being paid off in the first quarter of 2023. The loss on the conversion of notes of $92,959 for the year ended
December 31, 2023 was due to the conversion of the convertible notes. Other income increased by $183,244 due to interest earned on our
IPO proceeds which we hold in an overnight sweep account.
Liquidity
and Capital Resources
In
2022, the Company received net proceeds from the sale of Convertible Bridge Notes of approximately $1,016,000 and repaid the unsecured
promissory notes sold in 2021 in the amount of $49,000. The Company sold one additional promissory note and received net proceeds of
$100,000 in January 2023.
For
the year ended December 31, 2022, the Company used approximately $911,000 on operating activities versus approximately $382,000 for
the same period in 2021. The 2022 cash use included approximately $548,000 in salaries, approximately $634,000 in consulting and
professional fees including legal, accounting and auditing fees, as well as consulting fees for operational activities and
approximately $609,000 in technology license fees, patent cost reimbursements and minimum annual royalties which has been recorded
as a research & development expense.
Through
December 31, 2023, the Company has an accumulated deficit of approximately $9,755,000 and funded its operations through the sale of common
stock and debt. We anticipate that our expenses will increase in the future to support our service offerings, clinical and pre-clinical
research and development activities associated with strategic partnering and collaborations, as well as acquired product candidates and
the increased costs of operating as a public company. These increases could include increased costs related to the hiring of additional
personnel and fees to outside consultants, lawyers and accountants, among other expenses. Additionally, we anticipate increased costs
associated with being a public company including expenses related to services associated with maintaining compliance with exchange listing
and Securities and Exchange Commission requirements, insurance, and investor relations costs.
The
Company’s current operations include BullFrog AI, Inc. and BullFrog Management, LLC, which are wholly owned subsidiaries of BullFrog
AI Holdings, Inc., which is a holding company that depends upon the sale of its securities and cash generated through its subsidiaries
to fund consolidated operations.
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On
February 16, 2023, the Company completed its IPO of 1,297,318 units (each, a “Unit,” collectively, the
“Units”) at a price of $6.50 per unit for a total of approximately $8.4 million of gross proceeds to the Company. Each
Unit consists of one share of the Company’s common stock, one tradeable warrant (each, a “Tradeable Warrant,”
collectively, the “Tradeable Warrants”) to purchase one share of common stock at an exercise price of $7.80 per share,
and one non-tradeable warrant (each, a “Non-tradeable Warrant,” collectively, the “Non-tradeable Warrants”;
together with the Tradeable Warrants, each, a “Warrant,” collectively, the “Warrants”) to purchase one share
of the Company’s common stock at an exercise price of $8.125. In connection with the IPO, the Company also completed a 1-for-7
reverse stock split of our common stock.
In
connection with the IPO, a SAFE and convertible loan agreement held by a related party converted into 55,787 shares of post reverse split
common stock. Additionally, all outstanding convertible bridge notes and accrued interest through November 30, 2022 were converted into
276,289 shares of common stock and 276,289 warrants to purchase common stock were issued to the Convertible Bridge Note holders at conversion.
The convertible bridge note conversions and the warrant exercise pricing were determined using a $25 million dollar company valuation
immediately before the IPO.
Between
April 5 and April 13, 2023, the holders of warrants exercised 436,533 warrants for common stock at various exercise prices and the Company
received proceeds of approximately $1,495,000.
In
the absence of revenues in 2024 management believes the company’s capital resources are sufficient to fund planned operations for
substantially longer than 12 months from the date of this filing.
Consolidated
Cash Flow Data
Year ended December 31,
Net Change
2023
2022
Net cash (used in) provided by
Research and development Operating activities
$ (6,001,299 )
$ (910,890 )
$ (5,090,409 )
General and administrative Investing activities
-
(8,744 )
8,744
Financing activities
8,568,359
967,290
7,601,069
Net increase in cash and cash equivalents
$ 2,567,060
$ 47,656
$ 2,519,404
Cash
Flows Used in Operating Activities
Net
cash used in operating activities for the year ended December 31, 2023 increased by $5,090,409 compared to the same period ended December
31, 2022 primarily due to paying down accrued expenses for technology access, consultants, and compensation in 2023, coupled with increased
operating costs, including D&O insurance premiums.
Cash
Flows Used in Investing Activities
There
was no cash used in investing activities during the year ended December 31, 2023.
Cash
Flows Provided by Financing Activities
Net
cash provided by financing activities for the year ended December 31, 2023 increased by $7,601,069, compared to the same period ended
December 31, 2022 primarily due to the completion of our Initial Public Offering in February 2023 and proceeds received pursuant to warrant
exercises.
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Critical
Accounting Policies
In
Footnote 2 of our Audited Financial Statements for the year ended December 31, 2023 found elsewhere in this filing, we included a discussion
of the most critical accounting policies used in the preparation of our financial statements. There has been no material change in the
policies and estimates used in the preparation of our financial statements since the completion of the 2023 audit.
Off-Balance
Sheet Arrangements
We
do not have any off-balance sheet arrangements, as such term is defined in Item 303(a)(4) of Regulation S-K.
Financial
Operations Overview
Revenue
While
we generated our first revenues in late 2022 from our services provided to a pharmaceutical customer, in the third quarter of 2023 we
completed our first commercial service contract and recognized revenue in the amount of $65,000. We have service contracts with two organizations
and currently have multiple discussions underway, although there can be no assurance of entering into additional service agreements and
business relationships in 2024.
Operating
Expenses
We
classify our operating expenses into two categories: research and development and general and administrative. Prior to 2022, most of
our activities were related to: technology evaluation, acquisition and validation, capital acquisition and business development activities
in general, which we believe have readied the Company for contract services while exploring strategic partnering and asset acquisition.
These activities and related expenditures have been recorded and reported as General and Administrative in our Financial Statements.
In 2022, we licensed two drug development programs from universities and also entered into a new license with JHU-APL for new IP and
other enhancements used with our bfLEAP™ platform. In 2022, we expended appropriately $608,000 on license related payments for
our bfLEAP™ AI/ML platform and our two drug development programs from universities. We expect that our research and development
expenses will increase in 2024 as we initiate activities directed towards the development of service offering products, collaborations
(JCVI) and preclinical studies aimed at generating the data to enable the filing of an Investigational New Drug (IND) application.
Research
and Development Costs and Expenses
Research
and development costs and expenses in 2022 consisted primarily of costs related to the acquisition of licensed technology. In 2023 we
have initiated development activities on our licensed drug candidates and our discovery collaboration with JCVI. In addition to fees
paid to external service providers, we are also allocating internal costs for personnel working on these efforts in addition to personnel
costs related to our internal efforts to develop our product and service offerings using bfLEAP™. We anticipate our research and
development costs could become significant as we execute on our business plan and begin conducting preclinical research and development
activities directed at securing development partners and filing an IND for our licensed drug development programs described in this filing,
as well as under strategic partnerships and for other drug development programs we may acquire. Research and development expenses are
recorded in operating expenses in the period in which they are incurred. Estimates will be used in determining the expense liability
of certain costs where services have been performed but not yet invoiced. We will monitor levels of performance under each significant
contract for external services through communications with the service providers to reflect the actual amount expended.
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General
and Administrative Expenses
In
anticipation of the IPO, a management team with deep industry experience was identified and engaged as employees and consultants to assist
the Company in preparing for the IPO and subsequently, to operate and function as a public company. Through 2022, the primary activities
included: technology evaluation, acquisition, and validation, capital acquisition and business development activities which in general,
have readied the Company for contract services while exploring strategic partnering and asset acquisition as noted above. In February
2023, the Company achieved its objective of completing an IPO and listing on NASDAQ. Our 2023 general and administrative expenses are
significantly higher than our 2022 general and administrative expenses due to several factors. The primary increases in 2023 relate to
new costs associated with being a public company such as D&O insurance, professional services engaged to support SEC compliance as
well as higher salary and consulting expenses as we have hired additional staff and consultants. We have also increased our business
development, investor relations and marketing efforts. We anticipate that our general and administrative expenses may increase in the
future to support our service offerings, clinical and pre-clinical research and development activities associated with strategic partnering
and collaborations.
Emerging
Growth Company and Smaller Reporting Company Status
The
Company is an emerging growth company as defined in the Jumpstart Our Business Startups Act of 2012 (“JOBS Act”) and may
take advantage of reduced reporting requirements that are otherwise applicable to public companies. Section 107 of the JOBS Act exempts
emerging growth companies from being required to comply with new or revised financial accounting standards until private companies are
required to comply with those standards. We have elected to use the extended transition period to comply with new or revised accounting
standards. This may make it difficult to compare our financial results with the financial results of another public company that is either
not an emerging growth company or is an emerging growth company that has chosen not to take advantage of the extended transition period
exemptions because of the potential differences in accounting standards used.
We
are also a “smaller reporting company”, meaning that the market value of our stock held by non-affiliates plus the aggregate
amount of gross proceeds to us as a result of the IPO is less than $700 million and our annual revenue was less than $100 million during
the most recently completed fiscal year. We may continue to be a smaller reporting company if either (i) the market value of our stock
held by non-affiliates is less than $250 million or (ii) our annual revenue was less than $100 million during the most recently completed
fiscal year and the market value of our stock held by non-affiliates is less than $700 million. If we are a smaller reporting company
at the time we cease to be an emerging growth company, we may continue to rely on exemptions from certain disclosure requirements that
are available to smaller reporting companies. Specifically, as a smaller reporting company we may choose to present only the two most
recent fiscal years of audited financial statements in our Annual Report on Form 10-K and, similar to emerging growth companies, smaller
reporting companies have reduced disclosure obligations regarding executive compensation.
ITEM
7A. QUANTITATIVE AND QUALITATIVE DISCLOSURES ABOUT MARKET RISK
As
a smaller reporting company, this disclosure is not required.