Author: Service2Client

As Tax Season Opens, We Must Stay Alert to Rising Scam Threats

IRS Scam Threats, IRS IRS Scams As tax filing season begins, scammers are ramping up efforts to steal taxpayers’ personal information through increasingly sophisticated schemes. Below, we discuss the latest scam, what to look out for in general, and what to do if you suspect something malicious.

New Scam of the Season

The U.S. Treasury Inspector General for Tax Administration (TIGTA) recently issued an alert about a prevalent scam involving Economic Impact Payments.

In this scheme, taxpayers receive texts claiming they’re eligible for a $1,400 Economic Impact Payment, requesting personal information and bank details for deposit. While the IRS is indeed processing some legitimate Recovery Rebate Credit payments from 2021 tax returns, they will never request personal information via text or social media. These legitimate payments will be automatically distributed by late January 2025, either through direct deposit or paper check, with official notification letters sent separately.

Detecting Scam in General

The cybersecurity firm Guardio reports a 77 percent increase in IRS-related spam messages, highlighting how scammers exploit taxpayers’ fears of making mistakes on their returns. Common manipulation tactics include urgent messages claiming:

  • Tax return errors requiring immediate action to avoid penalties
  • Unexpected tax refund eligibility requiring verification
  • Account flags demanding immediate information verification to prevent legal action

These fraudulent messages typically contain malicious links designed to steal sensitive information like Social Security numbers, banking details, and payment credentials. They often masquerade as official IRS forms or legitimate tax advisory companies.

Key Warning Signs of Tax Scams:

  • Requests for sensitive personal or financial information
  • Links to suspicious websites (legitimate government sites end in .gov)
  • Misspellings, grammatical errors, or inconsistent formatting
  • Fuzzy or distorted official logos
  • Initial contact via email, phone, text, or social media instead of postal mail

What to Do if You Receive a Suspicious Message

If you receive a suspicious message, don’t engage with it. Never click links or provide personal information to unknown sources. Report potential fraud by forwarding the message to phishing@irs.gov or filing a report with TIGTA. If you’re uncertain about correspondence claiming to be from the IRS, verify it by calling 800-829-1040 or visiting IRS.gov. Your online IRS account will display any official notices mailed to you.

If you’ve accidentally engaged with a scam:

  1. Immediately close any suspicious website tabs
  2. Change passwords for potentially compromised accounts
  3. Contact your bank or credit card provider to monitor for fraudulent activity
  4. Report the incident to the IRS and file an identity theft report with the Federal Trade Commission
  5. Consider notifying local law enforcement

When searching for tax-related information online, only use official sources like IRS.gov or the official IRS app. Be wary of sponsored ads and search results that might lead to fraudulent websites. Consider bookmarking official sites for quick, secure access.

Conclusion

Remember, the IRS will never initiate contact through email, text, or social media. When in doubt, assume it’s a scam and verify through official channels. Keeping your personal information secure requires constant vigilance, especially during tax season when scammers are most active.

 

Defining Net Revenue Retention (NRR)

What is Net Revenue Retention (NRR)The subscription economy, according to Forbes, is expected to reach $1.5 trillion in revenue for businesses. With the potential likely realized this year, it’s vital to understand how it is tracked – and more importantly, how it’s able to be tracked on a separate basis.

Also known as net dollar retention (NDR), this metric calculates the proportion of recurring revenue kept from present clients, including upsells and churn, during a defined time frame. Net revenue retention (NRR) evaluates a business’s potential to keep and increase sales from their present clients.

It looks at how well a company leverages existing customer relationships to increase sales through add-ons, complimentary services, etc. It focuses on the long-term growth of recurring revenue from these relationships. It’s calculated as follows:

NRR = (Starting MRR + Expansion MRR – Churn MRR) ÷ Starting MRR

Based on the following assumptions:

Starting monthly recurring revenue: $200,000

Expansion monthly recurring revenue: $40,000

Churn monthly recurring revenue: $20,000

NRR = ($200,000 + $40,000 – $20,000) / $200,000 = 1.10 or 110%

Based on this result, the company is increasing its revenue from existing customers faster than it’s failing to keep revenue from customer churn, an important metric showing growth.

The following factors impact the formula:

Starting MRR is also referred to as the baseline recurring revenue.

Expansion MRR refers to the added sales from newly added clients, upselling, upgrades, and additions to existing customers’ services.

Churn MRR is the sales missed by customers who stopped or lowered their level and type of services with the company.

Defining a Healthy Revenue Retention Rate

Companies that have a score of more than 100 percent show they’re bringing in more revenue from the existing customer base versus what the company is losing from customer churn. If, however, it’s less than 100 percent, customer satisfaction might be lacking, and customers may either be lost or simply not interested in additional services. Since acquiring new customers is more expensive than keeping current ones, it can lead to reflection on how to improve retention rates.

Journal Entry for Recurring Revenue

Assuming there’s a 12-month contract signed for monthly services, the journal entry would be as follows for a $1,000/monthly payment for a total of $12,000.

  Debit Credit
Cash $12,000  
Unearned Recurring Subscription Income $12,000  

Once the $1,000 subscription income has been earned, the following journal entry would be entered.

  Debit Credit
Unearned Recurring Subscription Income $1,000  
Earned Recurring Subscription Income   $1,000

While each industry and business are different, using this metric can help companies determine if there’s a customer retention problem; then they can start the investigation on how to increase retention for the future.

Sources

https://www.forbes.com/councils/forbesfinancecouncil/2023/10/27/the-truth-about-recurring-revenue/

6 Tax Filing Tips & Important Info for 2025

As Benjamin Franklin said, there’s only two certainties in life: death and taxes. With the former, you don’t have much control over; however, the latter can be affected. That’s why we’re here to give you some tips and info about filing in our changing landscape.

Remember Key Deadlines

Whether it’s scheduling an alarm on your phone or penning it old school-style on a notepad, it’s critical to keep track of when your taxes are due. Of course, you’ll want to start early. When you do this, you have enough time to gather your info and forms, and make sure you don’t make any mistakes. That said, here are some important dates you’ll want to keep in mind.

  • April 15, 2025: Unless you request an extension, this is the most important deadline for personal income taxes. It’s also the deadline to pay any taxes you owe so you can avoid late payment penalties and interest. If you make quarterly payments, this is also your deadline. Also, there is an exception for South Carolina residents due to Hurricane Helene; their deadline is extended to May 1, 2025.
  • June 17, 2025: If you’re a U.S. citizen living abroad, including military personnel stationed outside the country, this is your deadline. Even though you automatically receive an extra two months without filing an extension, interest still applies to any unpaid tax after April 15.
  • September 15, 2025: If you’re self-employed and earn significant non-wage income, this is the third quarter estimated tax payment deadline for the 2025 tax year. 
  • October 15, 2025: This is your deadline if you filed for an extension in April. If you don’t make this date, you could pay extra fees and penalties.

Child Tax Credits Have Changed

The maximum Additional Child Tax Credit (ACTC) amount has increased to $1,700 for each qualifying child. And good news if you live in Puerto Rico: You’ll no longer be required to have three or more qualifying children to claim ACTC. Now you just need one or more.

Standard Deductions Have Increased

For 2024, here’s a snapshot:

  • Single or married filing separately – $14,600
  • Head of household – $21,900
  • Married filing jointly or qualifying surviving spouse – $29,200

For more information about the changes to 2024 taxes, go here to review.

Take Care of Name Changes Pronto

This is for those who have had a name change as a result of marriage or divorce. This also applies if you have people who work for you who have had these changes. Whether it’s you or your employees, contact the Social Security Administration as soon as possible. If names and numbers don’t align, the processing of taxes and refunds will be delayed.

Make Sure ITINS Are Current

That’s Individual Taxpayer Identification Numbers. People who have these generally don’t have a Social Security number. If this pertains to you or any of your employees, check the expiration dates; if necessary, renew them as soon as possible.

Create an IRS Online Account

When you create this account, you get secure access to your tax information, including payment history, all your tax records and other important tax data. When everything is digital, you can streamline your prep time, and it can help you identify overlooked deductions or credits.

Filling out your taxes the right way takes time. However, the smartest tactic to ensure your taxes are prepared correctly is to consult a professional tax advisor. No matter how you end up tackling your taxes, it makes good sense to start early and learn as much as you can about IRS tax changes. This way, you’ll have less chance of encountering any hiccups along the way.

Sources

Tax Tips for IRS Filing in 2025 (TY 2024) – The Boom Post

Tax season 2025: All the deadlines taxpayers should know – CBS News

Tax Time Guide 2025: Essentials needed for filing a 2024 tax return | Internal Revenue Service

Copyright and AI-Generated Images and Videos: What Businesses Need to

Copyright and AI-Generated Images and VideosKnow to Stay Legal

Artificial intelligence (AI) tools are reshaping content creation. It is now easier for businesses to produce images and videos for use on websites, social media, and other digital outlets. All this is possible without the traditional hurdles of expensive photoshoots, special design skills, or complex video production. However, as exciting as it is, business owners must pose and confront the question of whether these AI-generated images and videos are legally safe for commercial use from a copyright perspective.

Understanding AI-Generated Content and Copyright

AI-generated content is created by training algorithms with massive datasets of existing images, videos, and text. The AI models then analyze patterns from the training data to generate new content. However, issues arise concerning the ownership of the generated content. Without clear legal guidelines, the ownership of AI-generated images and videos remains a gray area that leaves businesses and individuals vulnerable to potential disputes.

Most jurisdictions, including the United States and the EU, deny copyright protection to work purely generated by AI as it lacks human authorship. The U.S. Copyright Office stated that only content with human creative input can be eligible for protection. In its January 2025 report, the U.S. Copyright Office also states that copyrightability must be assessed on a case-by-case basis.

Laws differ globally. For instance, while the U.S. copyright office has rejected applications for AI-generated content, the U.K. allows copyright when a significant human intellectual effort guides the output.

Copyright laws do agree that a business risks infringement claims if AI-generated content resembles existing copyrighted material. So far, there has been a surge in the number of copyright lawsuits because of generative AI. A good example is Getty Images sued Stability AI, alleging its Stable Diffusion model copied millions of Getty’s photos without permission.

Generally, despite the efforts made to develop copyright laws for AI output, unlike content created by humans, there still lacks a clear legal framework for ownership and usage rights. For one, laws and legal frameworks struggle to keep up with the speed at which AI technology advances. This means that currently, no definitive, globally recognized legal standards firmly establish the copyright status of AI creations. For a business, although using AI visuals is not inherently legal or forbidden, it is best to be cautious and take due diligence.

Best Practices Every Business Owner Must Keep in Mind

  1. Read the terms of service (TOS)
    Every AI image and video generator has its own unique terms of service. Therefore, it is crucial to examine these terms carefully. Specifically, look for clauses that address issues such as commercial usage, ownership, indemnification, and TOS change policies.
  2. Understand model releases
    This especially applies where the AI-generated images may include recognizable human faces. In the same way that there are rights of publicity and privacy in traditional photography of human models, consider if this also applies to AI-generated faces.
  3. Documentation
    It is crucial to keep a record of each generated AI visual asset. Keep information such as AI platform used, prompts used, date of creation, TOS at the time of creation, and modifications made to the generated visual.
  4. Consider using well-established platforms.
    Although there is no AI platform that offers a 100 percent guarantee of copyright safety, it is safer to lean toward well-established and respected AI generators. Also, platforms trained using licensed or public domain data should be considered.
  5. Adopt the “human-in-the-loop” approach.
    This involves edits such as text overlays, color adjustments, or storyboarding. AI-generated content can be used as a starting point or for inspiration, but it is modified and refined by human designers. This results in a blend of AI assistant and human creative input to potentially mitigate copyright concerns.
  6. Seek expert legal counsel.
    When dealing with content that is central to a business identity, such as branding or major marketing campaigns, it is critical to seek guidance from an attorney specializing in intellectual property law.
  7. Stay informed
    Copyright law in the age of AI is not static; it is actively evolving. It is important, therefore, to commit to staying informed about legal developments, court rulings, and evolving practices. Business content strategies and practices also should be adjusted as the legal landscape changes.

Embrace the Future of Visuals Responsibly and Legally

The transformative power of AI to generate stunning visuals is promising to revolutionize business marketing and communication. However, business owners must approach this technology with a balanced perspective. That is, embracing its potential while avoiding copyright infringement, ensuring ethical content creation, and effectively safeguarding intellectual property assets.

Understanding the Differences Between FCFF and NOPAT

What is NOPATWhen it comes to financial analysis, there are two metrics that internal stakeholders and external users, such as investors and analysts, can use to assist with analyzing a business’s operations.

Free cash flow to the firm (FCFF) is used as part of a discount cash flow (DCF) calculation that aids in determining a company’s intrinsic value, helping investors make better informed decisions. This metric provides insight into how much cash flow is available to all funding claimants of the business (be it convertible bond investors, debt holders, and preferred and common stockholders). This is compared to free cash flow to equity (FCFE), which is how much cash flow a business can use if it has zero debt.

While there are many ways to arrive at FCFF, the following is one way to calculate it:

Step 1

Start with Net Operating Profit (NOPAT), which is determined by Earnings Before Interest and Taxes x (1 – Tax Rate)

Step 2

Add Depreciation and Amortization expenses to NOPAT

Step 3

Remove Capital Expenditures

Step 4

Remove Modifications in Net Working Capital

Further Considerations of FCFF Versus FCFE

FCFF assumes there are no payments for interest; nor have any changes in debt been factored in the company’s financial statements. FCFE factors in interest payments and any applicable changes in debt the company may have taken or paid off during the particular accounting time frame. FCFE provides analysts with the ability to determine how efficient a company is and how well (or not) it is at producing cash for equity holders.

Defining NOPAT

NOPAT is a way to see what the company’s operations produce, assuming it has no debt and, accordingly, no outstanding interest expense obligations. It gives analysts and investors an opportunity to look at potential investments with a standardized metric because companies can be seen as having debt and not having debt. It provides easier ability to see if companies can obtain and/or manage debt levels, along with other financial metrics used by investors and analysts.

Along with the already established formula to calculate NOPAT, there’s an alternate formula:

(Net Income + Tax + Interest Expense + Any Non-Operating Gains/Losses] x (1 – Tax Rate)

Operating Earnings = the company’s profits pre interest and taxes (or what the company would earn if it had zero debt, and therefore zero interest expense).

Putting NOPAT in Context

Other important considerations for NOPAT are that it excludes changes in accounts receivable, inventory, accounts payable, and inventory. Additionally, it excludes capital expenditures but accounts for amortization and depreciation.

How NOPAT Assists Analysts and Investors

Businesses can use this data to see how this metric drills down on the business’s core functions. It’s a way to determine how profitable or not a business’ core functions are over shorter and longer time frames. It helps businesses determine how efficient a company is against its competitors since it removes debt and tax comparisons.

Analysis is easier for both businesses looking for acquisitions and for investors. NOPAT helps investors determine which companies are most efficient within their sector based on their main functions. It helps remove the “noise” of debt levels and tax situations.

Looking at these two metrics at face value can seem daunting, but after breaking them down and understanding the differences, it’s easier to see how they aid in financial analysis.

2025 U.S. Tax Legislation Forecast: What to Expect

2025 U.S. Tax Legislation ForecastAs 2025 unfolds, U.S. tax policy is poised for significant shifts, particularly with a new Republican administration under President Donald Trump. The year ahead will likely see a range of tax reforms, largely driven by the GOP’s objectives and campaign promises. In this article, we’ll explore the major tax policy trends, legislative developments, and administration changes that may shape U.S. tax law in 2025.

The Impact of Supreme Court Decisions

2024 also saw two major Supreme Court decisions with significant tax implications. In the Moore case, the Court ruled narrowly on the issue of wealth taxation, leaving open the possibility of revisiting the question in the future. While wealth tax proposals had gained some traction among Democrats, the Court’s decision, combined with the political climate, suggests that such proposals are unlikely to gain much momentum under the new administration.

The Loper Bright decision, which questioned the deference given to government regulations, could have far-reaching effects on tax policy. The ruling makes it more difficult for agencies like the IRS to issue regulations without clear legislative guidance, potentially leading to more legal challenges to IRS regulations and shifting the balance of power between lawmakers and regulatory agencies.

2025: A New Republican Agenda

With a Republican administration taking office in 2025, tax policy is expected to shift dramatically. President Trump, along with a Republican-controlled Senate and House, will likely push for several key changes to tax law.

One of the primary objectives will be to extend provisions of the 2017 Tax Cuts and Jobs Act (TCJA) that are set to expire. This includes individual tax cuts, corporate rate reductions and changes to the state and local tax (SALT) deduction cap. The extension of other expiring provisions involving lifetime gift and estate tax exemptions, AMT, child tax credits, and the mortgage interest deduction may also be on the table. Additionally, the GOP is expected to explore new tax cuts, with some lawmakers proposing measures like eliminating taxes on tips, which was promoted during Trump’s election campaign.

On the corporate side, there may be discussions about lowering the effective tax rate through credits and incentives rather than direct reductions to the statutory corporate tax rate. There also could be movement on tax expensing for research and development, as well as other measures to incentivize business investment.

Potential Revenue-Raising Measures

Despite the tax cuts expected to dominate the agenda, there may be some revenue-raising measures included in the GOP’s tax proposals. The focus on reducing deficits could lead to efforts to cut some of the green credits in the Inflation Reduction Act, although these cuts are unlikely to raise significant revenue. There also may be attempts to tighten international tax rules from the TCJA to generate more revenue.

President Trump has also proposed replacing individual income taxes with increases in tariffs, implementing a universal 20 percent tariff across the board, and implementing an additional 50 percent tariff on imports from China.

IRS Funding and Administration Changes

Under the new administration, the IRS is expected to face significant cuts, particularly in its enforcement budget. The $80 billion allocated to the agency in recent years, which was intended to improve taxpayer services and combat tax evasion, is likely to be rolled back. Republicans have expressed strong opposition to the IRS’ expanded powers and are expected to push for a reallocation of those funds toward customer service rather than enforcement.

Additionally, the new administration may replace current IRS Commissioner Daniel Werfel, who was appointed during the Biden administration. Trump could nominate a new commissioner, and if this happens, it could spark further debates over the direction of the IRS in the coming years.

Conclusion

2025 promises to be a dynamic year for U.S. tax policy, with significant changes expected under the new Republican administration. Key issues to watch include the fate of the TCJA’s expiring provisions, potential new tax cuts, and ongoing debates over IRS funding and regulations. As the administration works to implement its agenda, there will likely be contentious discussions and compromises on Capitol Hill, setting the stage for a new era of tax policy in the United States.

Analyzing Return on Ad Spending

What is Return on Ad SpendingReturn on Ad Spend (ROAS) is one way to help advertising and marketing professionals and investors analyze how well promotions do (or don’t) produce sales. It helps advertisers develop data based on their campaigns’ revenue production (or lack thereof). Understanding how this metric is calculated and how to analyze ROAS is essential for businesses to monitor and increase their advertising performance.

Known as a Key Performance Indicator (KPI), ROAS determines how much sales are generated per dollar invested on advertising outlays. It separates advertising costs from the company’s costs, and it focuses on:

1. The differences between advertising income and advertisement expenses

2. Assisting companies with creating efficient budgets

3. Identifying unprofitable campaigns

How ROAS is calculated:

Return on Ad Spend (ROAS) = Revenue generated from ad campaign/Total advertising costs for a specific campaign

The revenue generated from an ad campaign is the revenue immediately assignable to promotions utilizing a tracking tool.

Total advertising costs for a specific campaign are expenses explicitly connected to the advertising platform.

The resulting calculation determines the business’ return on ad spend, giving owners and managers an idea of how well (or not) ad spending impacts the company’s sales. It similarly enables business owners to reconcile the company’s budgeted advertising costs against growing sales metrics. The following hypothetical breakdown shows what a positive scenario looks like:

A ROAS of 10 = $10 of revenue was earned for every $1 spent on ads. This would translate into:

Total Ad Spend: $10,000

Revenue Generated: $100,000

ROAS = $10

ROAS = 10:1

Important considerations when calculating this include factoring in merchant expenses, costs for digital content production, and costs incurred from media platforms. It’s also important to consider that it’s not always cut-and-dry as to how and what specific ads convert potential customers into paying customers. Assigning the exact ad platform or campaign is a common problem when determining the exact ROAS.

Credit analysis conducted by lenders evaluates ROAS to determine the sales ability of companies seeking loans, especially with promotion-centric companies. The higher the ROAS, the less risk there is and the more reliable the revenue from each campaign. For merger and acquisition professionals, ROAS trends offer insight into a target company’s sustainability. It helps determine if a company’s advertising campaigns can sustain themselves and keep generating future growth.

It’s equally important to see how ROAS compares against other metrics. While ROAS focuses on revenue generated per dollar spent, the advertising-to-sales ratio looks at the total proportion of sales driven by advertising efforts. Similarly, while ROAS measures the revenue per ad spend, return on investment analyzes the comprehensive profitability for the complete level of marketing expenses – not exclusively advertising. While ROAS is a short-term measure on instant sales, Lifetime Value looks at the customer’s history with the company and the entire revenue the company earns from the relationship.

While this metric is helpful for many professionals, it’s important to ensure that only necessary data is included and customer conversion is monitored precisely in order to get the best output.

5 Tips on How to Track Monthly Expenses

5 Tips on How to Track Monthly ExpensesKeeping tabs on what you spend isn’t hard. It just has to become a habit. But here’s the good news: Studies show that it only takes an average of 66 days to form a habit. A little over two months. With these easy ways to track your monthly expenses, you’ll be a regular money manager in no time.

Add Up Your Monthly Income

We’re talking about your regular paychecks – and extras from any side hustles. Have irregular income? No problem. Look at what you’ve made in the past few months and list the lowest amount as this month’s planned income. When you know how much you have to work with, you’ll be ready to dive in.

Calculate Your Monthly Expenses

Open up your bank account and start dividing your expenses into buckets, e.g., rent/mortgage, food, utilities, etc. The numbers may surprise you. Think about your needs and wants. What’s really important? What can you live without? Where can you cut? Or if you have a surplus, where should this money go? Regardless, here’s a good way to categorize your income:

  •  Four walls (food, utilities, shelter/housing, and transportation)
  • Other essentials (insurance, debt, childcare, etc.)
  • Extras (entertainment, restaurants, etc.)
  • Giving (10 percent of your income)
  • Savings (varies based on your resources)

Create a Budget

Now that you know how much you make and what you spend, do a little mat,h and you’ll have a sum total. Dave Ramsey recommends a zero-based budget, where you give every dollar a job to do, such as spending, saving, or giving. But in these categories, you’ll want to get more detailed. For instance, under Food, you might list Dining Out and Groceries. When you get specific, it’s easier to track where you spend.

Track Any Money You Earn and Spend

When you get paid, enter the amount. When you spend, enter the amount. This repetition contributes to forming a habit. If you need a bit more immediacy and structure, get a handy budget app for your phone. Mint (it’s free!), YNAB (You Need a Budget), and Simplifi are a few of many others. It might well be a fail-safe idea, given how much we humans love to be on our phones.

While tracking is super important for those who have a regular income, it’s even more important if you have an irregular income. As mentioned above, the recommendation is to plan around the lowest amount of money you make. If you happen to earn more in any given month, adjust the number and your current money goals. This way, you can cover some extras in your budget.

Tracking also applies to the money you spend. Enter every single transaction, then do that math. Whether your expenditure is coming from your bank account or piggy bank, keeping up-to-date on outflow is key to not overspending.

Create a Regular Rhythm for Tracking

This cadence is totally up to you and what works best for your life. It might be daily or weekly – or before you leave the gas station or grocery store. When you enter the amount of what you spent right after you do it, chances are you won’t forget about it. (Nod to the budget app!) If you’re married and/or have a partner, having a central location for money management increases communication and accountability. Neither one of you can say, “Oh, I didn’t know you were going to spend all our fun money on pickleball lessons. I wanted to sign us up for bridge at the community center.”

Having a handle on monthly expenses (tracking them) means being more aware of what’s going on, avoiding surprises, and being in control. And that’s a good thing for everyone.

Sources

How Long Does it Take to Build a Habit?

How to Track Your Monthly Expenses – Ramsey

Why Your Business Needs a Vertical AI Agent: Top Benefits for Niche Markets

Why Your Business Needs a Vertical AI AgentThe rise of artificial intelligence (AI) is continuously transforming how businesses operate, offering opportunities for efficiency, innovation, and growth. However, in an increasingly competitive landscape, businesses seek solutions tailored to their specific industries. To meet this demand for more tailored tools, vertical AI agents are emerging as key to staying ahead in the age of specialization.

What are Vertical AI Agents?

Vertical AI agents are designed to solve specific problems within industries in areas such as finance, retail, and healthcare. This differs from horizontal AI, which provides general capabilities across various sectors. Horizontal AI cross-functional applications such as marketing automation are applicable across different sectors. These horizontal AI solutions were witnessed in the early days of AI, when companies like Google, Microsoft, and Amazon created broad AI solutions. These solutions handle multiple tasks but are not optimized for any specific ones.

Vertical AI has been enabled by advancements in Large Language Models (LLMs), which now possess the capability to process complex, industry-specific data and automate complex tasks. These breakthroughs and the inefficiencies of outdated technologies in many industries have created a demand for specialized solutions. Additionally, some platforms simplify the creation and deployment of vertical AI by providing data management and customization tools. At the same time, businesses increasingly recognize AI’s potential to drive efficiency and competitive advantage.

Vertical AI agents are emerging as the next disruption in tech and are anticipated to dominate in 2025. With its market valued at $5.1 billion in 2024, the figures are projected to rise to $47.1 billion by 2030.

Some areas where vertical AI agents are used include finance to enhance risk assessment models and provide insights into market trends and investment opportunities.

Banking institutions are also deploying vertical AI agents to detect fraud in real-time and reduce manual intervention.

In retail verticals, AI agents help personalize product suggestions for customers.

It is important to note that the success of vertical AI precision depends on its ability to solve clear and specific problems. It leverages industry-specific data and domain expertise to deliver solutions that have better precision than general AI systems.

As such, some companies have begun building their own AI tools by using their datasets to create tailored solutions for their specific industry challenges.

Key Benefits of Vertical AI Agents for Niche Markets

  1. Increased operational efficiency – Frees human resources by automating complex and repetitive tasks to increase productivity. Employees have more time to focus on tasks that require creativity, strategy, or problem-solving.
  2. Enhanced accuracy and decision-making – Vertical AI agents are trained on vast amounts of industry-specific data. As a result, they deliver more accurate and consistent results. This reduces human error, which may have dire consequences in critical high-stakes fields such as healthcare and finance.
  3. Cost saving – automating tasks traditionally performed by large teams helps reduce costs. It lowers payroll expenses and minimizes operational costs. This enables companies to reallocate resources to innovation and growth rather than to routine tasks.
  4. Unlock new markets – traditional software solutions may struggle to penetrate niche markets. This is because of their complexity or unstructured data requirements. However, vertical AI agents handle these challenges effectively, opening up new revenue opportunities in previously underserved segments.
  5. Improved customer experience – vertical AI agents enhance customer interaction since they can provide personalized service and faster response time.
  6. Competitive advantage – businesses leveraging vertical AI agents have a significant competitive edge over competitors relying on generalized solutions.
  7. Driving innovation – vertical AI agents streamline operations and offer data-driven recommendations. This enables businesses to experiment and develop cutting-edge products and services. Ultimately, a business can maintain a competitive edge in niche markets.

Challenges and Considerations

Vertical AI agents have compelling benefits but also come with some challenges. A business must navigate the potential challenges during implementation. This includes integration with existing systems, data privacy concerns, employee resistance, and the need for ongoing human oversight. The good news is that with careful planning and a strategic approach, it is easy to overcome these challenges and fully realize the benefits of vertical AI.

Closing Thoughts

Automation has become a critical tool for businesses that want to remain competitive. As the demand for smarter and more efficient operations rises, vertical AI agents are emerging as a solution. These advanced AI solutions deliver targeted results by focusing on niche applications. As AI continues to advance, vertical AI agents will become more efficient and accessible, integrating with broader systems.

Dissecting Bookings and Annual Recurring Revenue

What is Bookings and Annual Recurring RevenueWith the number of Amazon Prime member subscribers growing from 58 million in 2016 to 180 million in 2024, according to Statista, there’s a sustained recurring subscription model that one of America’s most successful retailers has increased more than 200 percent in eight years. Whether it’s a large company such as Amazon or a solopreneur beginning their recurring subscription services, it’s important to first distinguish between overall bookings and recurring revenue; and then to illustrate how businesses can measure these two types of revenue.

Dissecting Annual Recurring Revenue (ARR) and Bookings

Bookings are assurances of all anticipated earnings (recurring and one-off deals) because the business hasn’t satisfied the terms of the contracted services. Once it’s completed, the booking will turn into actual revenue. This factor is present in all sales deals, regardless of when revenue or cash will be transferred to the business from the customer. Non-recurring revenue includes training, special consulting projects, etc. (things that are one-off).

Annual Recurring Revenue (ARR) is a way to gauge recurring revenue a business projects to earn on a yearly basis. It’s quite common in eCommerce industries – be it subscriptions for food, software, etc. that are billed on a monthly or annual time frame.

How ARR Helps Businesses Analyze Operations

Businesses can determine demand trends, which help forecast recurring revenue. Lenders and investors can see how (in)efficient a company is with its marketing and sales efforts. It gives business owners and management the ability to determine customer retention and growth prospects while it provides internal and external users the ability to estimate a subscription’s worth. Additional insight businesses can gain from this metric include how much new customers add, how much renewals and upgrades impact ARR, and how churn and downgrades impact ARR.

How to Value a Company Using ARR

One common metric is Enterprise Value divided by ARR (EV/ARR), which is similar but important to distinguish from the EV/Revenue ratio. Since the ARR only factors in recurring revenue versus the EV/Revenue, which factors in all revenue regardless of the revenue recurring, the initial ratio provides a better assessment of the recurring revenue only. Assuming a company has an ARR multiple of 7 and its ARR is $15 million, the ARR has an enterprise value of $105 million.

Monthly Versus Yearly Recurring Revenue

While Monthly Recurring Revenue is not an entry on a business’s financial statements, it’s more of a key performance indicator (KPI). It’s not uncommon for companies to include it as part of their earnings releases. If a recurring subscription revenue is done monthly, it’s converted into Annual Recurring Revenue (ARR) as follows: MRR x 12 = ARR.

Recording Bookings

When a contract is signed, or an order is placed, it depends on how it’s handled. If the business receives cash prior to completing their monthly or yearly service expectation and say the contract is for $20,000 per month for 12 months, it would be recorded as follows:

Debit: Cash $240,000

Credit: Deferred Revenue $240,000

Since the contract has just been signed, but there’s been no product/service rendered, deferred or unearned, revenue has been created.

For every month that passes, the journal entry will progress as follows:

Debit: Deferred Revenue $20,000

Credit: Revenue $20,000

The deferred revenue account drops from $240,000 to $220,000, assuming the starting deferred revenue balance is even and there’s no deferred revenue.

The following month, the journal entries would be as follows:

Debit: Deferred Revenue $20,000

Credit: Revenue $20,000

This would occur every month until the end of the 12-month period.

Conclusion

When it comes to accounting for revenue, whether it’s booked, fulfilled by the company, or the payment received by the company, along with analyzing the time frame, it’s equally important to be familiar with the type of revenue it is for one to see how the company is performing.