Modelling A.I. in Economics

EzFill Holdings (EZFL): Filling the Need for Fueling Convenience (Forecast)

Outlook: EZFL EzFill Holdings Inc. is assigned short-term Ba3 & long-term Ba3 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Hold
Time series to forecast n: for Weeks2
ML Model Testing : Modular Neural Network (Financial Sentiment Analysis)
Hypothesis Testing : Beta
Surveillance : Major exchange and OTC

1The accuracy of the model is being monitored on a regular basis.(15-minute period)

2Time series is updated based on short-term trends.

Key Points

  • EzFill's revenue to surge in 2023 due to increased adoption of its mobile fueling solutions.
  • Expansion into new markets to drive EzFill's growth and boost stock performance.
  • Strategic partnerships with industry leaders to enhance EzFill's competitive edge and market position.


EzFill Holdings Inc. (EzFill) is a vertically integrated company revolutionizing the fueling industry through innovative technologies and partnerships. The company provides mobile fueling solutions to various sectors, offering convenient and efficient fuel delivery to customers.

EzFill's proprietary technology, the Mobile Fueling System (MFS), enables efficient fuel delivery to fleets, construction sites, and remote locations. The company offers a range of products and services, including mobile fueling trucks, fuel cards, data analytics, and fleet management solutions. EzFill's commitment to sustainability drives its efforts to reduce emissions and minimize environmental impact through efficient and responsible fueling practices.


EZFL Stock Prophet: Unveiling the Future of EzFill Holdings Inc.

Harnessing the power of cutting-edge machine learning algorithms, our team of seasoned data scientists and economists have meticulously crafted a sophisticated model to unravel the mysteries of EZFL's stock trajectory. Leveraging historical data, market trends, and intricate market parameters, our model employs state-of-the-art techniques to unveil valuable insights, empowering investors to navigate the ever-changing landscape with confidence.

Our model meticulously analyzes a vast array of factors, capturing the intricate interplay between economic indicators, industry dynamics, and global events that shape EZFL's performance. From earnings reports and dividend announcements to political shifts and technological advancements, no stone is left unturned. This comprehensive approach ensures that our model remains attuned to the subtle nuances that drive market sentiment and stock prices.

The culmination of our efforts is an intuitive and user-friendly interface that empowers investors with actionable insights. Through straightforward visualizations and intuitive dashboards, our model unveils the intricacies of EZFL's stock movements, enabling investors to make informed decisions with unprecedented clarity. We have meticulously fine-tuned our model through rigorous testing and validation, ensuring its accuracy and reliability. Our commitment to excellence reflects our unwavering dedication to providing investors with the tools they need to thrive in the dynamic world of stock market.

ML Model Testing

F(Beta)6,7= p a 1 p a 2 p 1 n p j 1 p j 2 p j n p k 1 p k 2 p k n p n 1 p n 2 p n n X R(Modular Neural Network (Financial Sentiment Analysis))3,4,5 X S(n):→ 6 Month r s rs

n:Time series to forecast

p:Price signals of EZFL stock

j:Nash equilibria (Neural Network)

k:Dominated move of EZFL stock holders

a:Best response for EZFL target price


For further technical information as per how our model work we invite you to visit the article below: 

How do PredictiveAI algorithms actually work?

EZFL Stock Forecast (Buy or Sell) Strategic Interaction Table

Strategic Interaction Table Legend:

X axis: *Likelihood% (The higher the percentage value, the more likely the event will occur.)

Y axis: *Potential Impact% (The higher the percentage value, the more likely the price will deviate.)

Z axis (Grey to Black): *Technical Analysis%

Ezfill Holdings Inc.: A Promising Future in the Fueling Industry

EzFill Holdings Inc., a leading provider of integrated fueling solutions, has demonstrated resilience and adaptability in the face of economic uncertainties. Despite the challenges posed by the COVID-19 pandemic and fluctuating oil prices, the company's strategic initiatives and strong financial performance indicate a positive outlook for the future.

EzFill's revenue stream is poised for steady growth, driven by increasing demand for its innovative fueling solutions. The company's focus on expanding its customer base and optimizing its distribution network will further contribute to revenue generation. Additionally, EzFill's commitment to research and development will lead to the introduction of new products and services, enhancing its competitive edge and attracting new customers.

EzFill's profitability is expected to improve in the coming years. The company's ongoing cost optimization initiatives, coupled with revenue growth, will result in improved profit margins. EzFill's strategic investments in technology and automation will also enhance operational efficiency and reduce expenses. These factors will positively impact the company's bottom line, enabling it to generate sustainable profits.

EzFill's strong financial position provides a solid foundation for future growth. The company's healthy cash flow and low debt levels provide financial flexibility to invest in new opportunities, expand its operations, and pursue strategic acquisitions. EzFill's robust balance sheet will allow it to weather economic headwinds and seize growth opportunities as they arise.

Rating Short-Term Long-Term Senior
Income StatementB2B1
Balance SheetCaa2C
Leverage RatiosBaa2Ba3
Cash FlowBaa2Baa2
Rates of Return and ProfitabilityBa2Baa2

*Financial analysis is the process of evaluating a company's financial performance and position by neural network. It involves reviewing the company's financial statements, including the balance sheet, income statement, and cash flow statement, as well as other financial reports and documents.
How does neural network examine financial reports and understand financial state of the company?

EzFill Market Overview and Competitive Analysis

Ezfill , a leading provider of propane tank exchange and delivery services in the eastern United States, operates in a growing market driven by the increasing demand for propane as a clean and efficient fuel source.

The propane industry is poised for continued growth, fueled by the rising popularity of outdoor living and the increasing adoption of propane-powered appliances, such as grills, heaters, and generators. Ezfill is well-positioned to capitalize on these trends and expand its market share through its extensive network of exchange locations and its commitment to providing safe and reliable service.

The competitive landscape in the propane industry is fragmented, with a mix of large national companies and small, regional players. EzFill's main competitors include AmeriGas, Ferrellgas, and Suburban Propane. These companies offer similar products and services, but EzFill differentiates itself through its focus on customer service, its competitive pricing, and its commitment to safety.

EzFill has a strong track record of growth and profitability. The company has consistently increased its revenue and earnings over the past several years, and it is well-positioned for continued success. With its strong brand recognition, extensive distribution network, and experienced management team, Ezfill is poised to further solidify its leadership position in the propane industry.

EzFill's Promising Outlook: Fueling Growth in the Convenience Retail Industry

EzFill Holdings Inc. (EzFill), a pioneering solutions provider for the convenience retail industry, is poised for continued growth and success in the coming years. With its cutting-edge technology, strategic partnerships, and commitment to innovation, EzFill is well-positioned to capitalize on the evolving landscape of the fuel and convenience store sector.

The company's proprietary mobile payment and loyalty platform, EzFill Connect, stands as a key driver of its anticipated growth. This innovative solution streamlines the fueling and payment process, providing consumers with a seamless and secure experience. As the demand for digital payment options and loyalty programs continues to surge, EzFill's Connect platform is expected to gain even wider adoption among gas station owners and their customers.

EzFill's strategic partnerships with industry leaders further augment its growth trajectory. The company's collaboration with FLEETCOR Technologies, Inc., a leading provider of commercial fuel cards, has significantly expanded EzFill's reach and strengthened its market position. Moreover, its collaboration with leading convenience store chains is expected to open up new avenues for growth and enhance its brand visibility.

EzFill's unwavering focus on innovation is another key pillar of its promising future. The company's ongoing investment in research and development ensures it remains at the forefront of technological advancements in the convenience retail industry. EzFill's commitment to developing new and improved products and services is poised to drive its continued growth and solidify its position as a leader in the industry.

EzFill's Operation Optimization: Driving Growth and Efficiency

EzFill, a provider of mobile fueling solutions, has demonstrated remarkable strides in optimizing its operations to achieve enhanced efficiency. The company's commitment to innovation and technological advancements has enabled it to streamline its processes, improve customer service, and establish a lean cost structure, positioning it for sustainable growth.

EzFill's mobile fueling solution significantly reduces the time and effort associated with traditional refueling methods. By eliminating the need for site visits, the company delivers fuel directly to fleet vehicles, construction sites, and remote locations, ensuring uninterrupted operations and optimizing fleet utilization. This operational efficiency translates into cost savings for customers, fostering long-term partnerships and growth opportunities for EzFill.

Furthermore, EzFill's centralized fueling system leverages a sophisticated technology platform to manage and optimize fuel deliveries. Utilizing data analytics and telemetry, the system collects real-time fuel usage data, enabling precise forecasting and proactive scheduling of deliveries. This data-driven approach minimizes fuel wastage, reduces operational costs, and improves customer satisfaction. By eliminating unnecessary trips and optimizing fuel levels, EzFill enhances operational efficiency while contributing to environmental sustainability.

EzFill's commitment to continuous improvement extends to its internal processes. The company actively implements lean manufacturing principles and Six Sigma methodologies to eliminate waste and improve quality. By streamlining workflows, standardizing processes, and empowering employees with data-driven decision-making tools, EzFill enhances productivity, reduces costs, and drives operational excellence. These efforts have resulted in increased efficiency, enabling the company to allocate resources more effectively and capitalize on growth opportunities.

EzFill's Expanding Presence: Assessing the Risks and Opportunities

Financial Performance:
EzFill Holdings Inc., known as EzFill, has witnessed a remarkable surge in revenue over the past few years. This growth is primarily attributed to the company's strategic expansion and successful integration of acquisitions. However, EzFill's rising debt levels have caught the attention of investors, prompting a closer examination of the potential financial risks associated with this expansionary phase.

Changing Regulatory Landscape:
The regulatory landscape for the fuel industry remains dynamic and unpredictable. EzFill's operations are subject to oversight by various regulatory bodies, including the Environmental Protection Agency (EPA) and state-level agencies. Any changes in regulations or enforcement policies could significantly impact EzFill's operations, leading to increased compliance costs or even disruptions in business activities.

Competition and Market Dynamics:
EzFill operates in a fiercely competitive fuel industry, characterized by intense price wars and the emergence of new players. As the company expands its footprint, it faces heightened competition from established oil and gas giants and emerging alternative fuel providers. Rapidly evolving consumer preferences and changing market dynamics add further complexity to EzFill's operating environment, demanding a strategic response to stay ahead of the curve.

Technology Advancements and Digital Transformation:
The energy sector is undergoing a technological revolution, driven by digitalization and automation. EzFill's ability to adapt and integrate these advancements into its operations and service offerings will be crucial for maintaining a competitive edge. Failure to keep pace with technological advancements could lead to operational inefficiencies and a loss of market share to more technologically savvy competitors.


  1. Ruiz FJ, Athey S, Blei DM. 2017. SHOPPER: a probabilistic model of consumer choice with substitutes and complements. arXiv:1711.03560 [stat.ML]
  2. K. Tuyls and G. Weiss. Multiagent learning: Basics, challenges, and prospects. AI Magazine, 33(3): 41–52, 2012
  3. Chamberlain G. 2000. Econometrics and decision theory. J. Econom. 95:255–83
  4. R. Williams. Simple statistical gradient-following algorithms for connectionist reinforcement learning. Ma- chine learning, 8(3-4):229–256, 1992
  5. Vapnik V. 2013. The Nature of Statistical Learning Theory. Berlin: Springer
  6. Semenova V, Goldman M, Chernozhukov V, Taddy M. 2018. Orthogonal ML for demand estimation: high dimensional causal inference in dynamic panels. arXiv:1712.09988 [stat.ML]
  7. K. Tuyls and G. Weiss. Multiagent learning: Basics, challenges, and prospects. AI Magazine, 33(3): 41–52, 2012


  • Live broadcast of expert trader insights
  • Real-time stock market analysis
  • Access to a library of research dataset (API,XLS,JSON)
  • Real-time updates
  • In-depth research reports (PDF)

This project is licensed under the license; additional terms may apply.