Beyond the Hype: A Strategic Blueprint for AI Investment in 2025 and Beyond

4 min read

AI Investment in 2025Artificial intelligence (AI) is one of the most talked-about technologies today. It has taken a shift from the broad general-purpose tools to specialized innovations that promise real impact. AI is dominating headlines with investor pitches. There has also been a surge in startups promising AI-powered solutions. However, some businesses have already adopted and invested millions into AI projects with little return. As AI advances, business owners and investors need to stop chasing the latest headlines and consider how to best integrate AI to create lasting value.

Understanding the AI Investment Landscape in 2025

Since the AI breakout, it has advanced dramatically. There are three forces that are reshaping the investment and adoption of AI.

  1. Maturation of Foundation Models
    The large language models (LLMs) are now cheaper and faster. They are also customizable. This means that businesses no longer need to build from scratch and can just adapt existing models in their industry.
  2. Regulations and Accountability
    Governments are tightening frameworks around data privacy, transparency, and responsible AI. Compliance has become a key competitive differentiator.
  3. Sector-Specific Applications
    Advancements in AI have given way to specialized use cases. For example, fintech AI can track fraud, while manufacturing AI optimizes the supply chain.

The AI Hype Cycle

According to Gartner’s 2025 “Hype Cycle for Artificial Intelligence.” AI technologies move through predictable stages. These include the innovation trigger, peak of inflated expectations, trough of disillusionment, slope of enlightenment, and plateau of productivity. Between 2023 and 2024, generative AI dominated the headlines. It has now entered the trough of disillusionment as organizations confront their limitations, governance risks, and the difficulty of proving ROI. However, this is not to be seen as a setback, but rather a turning point as businesses shift focus from experimentation to scaling reasonably. Investment is now focused on foundational enablers such as ready data, ModelOps for lifecycle management, and AI agents. By 2025, businesses will be realizing that quick wins are harder than expected. On the bright side, businesses have an opportunity to build sustainable systems that offer measurable business value.

Lessons Learned from the First Wave of AI Adoption

The promises that came with AI led some businesses to invest heavily. This resulted in several mistakes:

  • Chasing innovation over value
    Many businesses rushed to invest in AI-powered projects like chatbots without linking them to actual business goals. For instance, customers have raised concerns about frustration with bank AI bots that confuse rather than help customers, according to the Consumer Financial Protection Bureau (CFPB).
  • Falling for AI hype
    Some businesses invested in companies branding themselves as AI-driven, even when the solutions offered relied on basic automation.
  • Ignoring integration
    Failing to consider that AI is not a plug-and-play solution. This saw some early adopters underestimating the cultural, technical, and operational changes required to integrate AI into workflows.

A Strategic Blueprint for AI Investment

For businesses to invest wisely:

  1. Start with the problem, not the tool
    Instead of shopping for tools to adopt, a business should first ponder what problem it wants to solve. This means clearly defining the problem to solve, such as personalizing marketing campaigns or predicting supply shortages. Clarifying a problem ensures the AI investment is focused and not an experiment.
  2. Build a portfolio approach
    Borrowing from how investors diversify portfolios, a business should also diversify its AI initiatives. They can do this by balancing short-term projects, such as automating repetitive tasks, with long-term projects like predictive analytics. This is to ensure there is a steady return on investment.
  3. Prioritize responsible and compliant AI
    Reputation is crucial, and businesses should avoid mishandling customer data. To do this, companies must invest in compliance, transparency, and explainability as part of their AI strategy.
  4. Invest in people, not just technology
    AI does not replace talent. Companies should invest in training and upskilling their workforce. This prepares employees to work well with the new technology to ensure adoption is smooth and effective.
  5. Build scalable infrastructure
    Even with the most advanced AI model, failing to have the right foundation will result in unsuccessful implementation. The lesson? Companies must invest in flexible systems that can grow with them.

Conclusion

AI is no longer a futuristic concept. It is a business reality. Adopting AI alone is not enough, and businesses need to do it wisely. Businesses should refrain from jumping on the latest trends. Instead, make strategic choices that align with long-term goals. The focus should be on the problems to be solved and not the tools. 

7 Remote Jobs That Provide Training

4 min read

7 Remote Jobs That Provide TrainingIf you’ve ever longed for a remote job but weren’t sure how to make it happen, then take note. Not only are all these jobs work from home (WFH), but they also provide training. Some even provide the equipment and steady hours right from the start. Whether you’re between jobs or want to switch careers, check out these positions. One of them could be a perfect fit.

Amazon Virtual Customer Service Associate

With this job, you’ll get three to four weeks of paid training before you even start working with customers. Pretty great, right? They also teach you how to manage orders and solve issues using internal tools. In fact, you’ll be provided with a desktop computer, a microphone, and a headset. All you’ll need is reliable internet. You’ll interact with everyone from customers and drivers to shippers and Delivery Service Partners. Best of all, there’s no script to learn; they encourage you to be your authentic self. The job offers part-time and full-time options, and roles are open year-round across many parts of the United States.

Apple At-Home Advisor

For Mac lovers, this is your dream job because guess what you’ll get with this job? That’s right: a Mac – plus other tools to get started. Your training will be remote and paid. During this time, you’ll be introduced to product support, the accompanying issues customers fac,e and problems related to their orders. If you’re up for dealing with people, then this job is for you. Many advisors stay long-term, thanks to strong internal mobility and a supportive team culture.

Dell Remote Tech Support Specialist

If you’re a PC kind of person and comfortable with tech, Dell’s paid training will help you troubleshoot issues for customers right from home sweet home. You’ll also enjoy solid benefits and receive discounts on devices and tools. Lots of people climb the ladder, moving up into engineering or systems roles after gaining on-the-job experience.

Hyatt Remote Guest Services Associate

Ever called guest services when you’re at a hotel? If so, then these folks are likely who you talked to. During your paid training, you’ll receive all the equipment you need and learn how to not only assist customers, but also uphold brand standards, which translates to just being a decent, empathetic human. Many people find long-term stability here and, after some experience, move up into leadership roles.

Hilton Remote Reservations Sales Specialist

Four to seven weeks is all it takes to be trained for this job. It’s fully online and focused on helping you master their booking and support systems. After training, you’ll earn incentives and gain access to generous hotel discounts as a full employee. If you’ve got a travel bug, this is for you.

Prudential Financial Remote Customer Service Representative

This paid training can last up to 10 weeks, but afterward, you’ll be fully set up to understand their systems, policies, and customer needs. Should you become full-time, you’ll get 401(k) matching and tuition support. If you want to get your foot in the door with finances, this is a smart path, especially if you’re switching careers later in life.

Progressive Insurance Work-From-Home Claims Representative

In this position, you’ll be trained (and paid) to learn how to handle real-world claims. You’ll help customers recover after accidents while also gaining valuable experience in one of the country’s leading insurance firms. Better still, you’ll also have access to stock options and opportunities for advancement.

No matter where you are in your professional life, paid training is the way to go; it makes remote jobs so much easier to attain – and succeed in. So, if you’re ready to learn a new skill in the comforts of home, this kind of work might well be in your future.

Sources

15 Work-From-Home Jobs That Provide Paid Training – The Penny Hoarder

Young Adults: Why Buy Life Insurance?

4 min read

Young Adults: Why Buy Life Insurance?Young adults may not see much reason to purchase life insurance, especially if they have no dependents and/or a partner who makes plenty of money. However, there are several reasons why folks in this situation would want to consider various forms of life insurance.

To Pay Off Debt

Let’s say your parents cosigned for your student loans, car loan or other debts. Should you pass away, your cosigner will be liable to pay off the debt. However, if you name that person the beneficiary of your life policy, he or she can use the benefit to pay off the debt.

Breadwinner

If you are the breadwinner in your household, imagine how your spouse or partner would fare without your income. By naming that person beneficiary of your life insurance policy, you can leave a death benefit to help cushion the blow. This is particularly important if you have shared debt, such as a mortgage.

Stay-At-Home Parent or Spouse

Even people without a traditional salary should consider life insurance coverage. After all, they may provide services that are expensive to replace, such as cooking, cleaning, shopping, and childcare. Even a small life insurance payout can help a working partner cover these expenses during a difficult time.

To Prepare for Future Needs

There are life insurance policies that work double duty – issue a payout upon death as well as build a savings account. For example, whole life and universal life insurance policies use a portion of the premium to build cash value, which can be used for future expenses like the down payment for a house.

Cheaper Now Than Later

Another good reason to buy life insurance when you’re young is that premiums are lower the younger and healthier you are.

Employer Versus Independent Policy

Many employers offer a basic life insurance policy with the option to increase the death benefit by paying a higher premium. Depending on your circumstances and goals, it may be worthwhile to purchase a life policy separate from your employer. This can give you extra coverage and is portable in case you get laid off or decide to start your own business.

Other Adulting Tips

  • Start saving and investing for retirement when you’re young. The power of interest compounding over time works the way credit card debt compounds – but in an investment account, the money that compounds belongs to you. This means you can earn a lot more by the time you retire than if you wait until your 30s or 40s to start investing (even if you contribute more at those ages).
  • If your employer offers a 401(k) plan, take advantage of any free money. Many employers offer matching contributions up to a certain limit, so even if you defer only a small amount of income to your 401(k), your employer will typically double it.
  • Another good investment vehicle for young adults is the Roth IRA. You can save up to  $7,000 a year (2025) in a Roth and tap your contributions at any time for any reason. This makes a great double-duty investment that can also serve as an emergency fund, a short-term savings fund for a new car or down payment for a house, and, ultimately, for retirement. The only taxes you pay are on the net investment gains above your original contributions, and even that is tax-free after age 59½. If you don’t have spare income to contribute to a Roth, remember it’s a good vehicle to open when you receive a raise or a bonus.
  • Lots of young adults test their potential parenting skills by adopting a pet, and may wonder if it’s worthwhile to buy pet insurance. First of all, shop around for quotes because you may find that it is surprisingly affordable. The next variable to consider is the age of your pet. If you adopt a young pet, premiums will likely be cheape,r and you’ll be able to renew your insurance each year with little problem and reasonable increases. However, if you prefer to adopt an older pet, or a purebred known for significant health issues, you may find premiums are significantly higher and, at some point, you may no longer be able to renew your pet insurance policy. Keep these guidelines in mind when considering whether or not you can afford a pet.

Understanding Depreciation Recapture

3 min read

Understanding Depreciation RecaptureWhen it comes to businesses and asset depreciation, there are many types available, such as straight-line, units of production, double declining balance, and sum of years digits. While these aren’t the only ones, they are available via the IRS code and help businesses reduce their taxable income. However, under certain circumstances, businesses have to be mindful when selling assets for a gain that could cause a tax liability through depreciation recapture.

Understanding Depreciation

Depreciation is defined as the reduction in the value of an asset through wear and tear. It can be a rental property or production equipment. Investors can use depreciation to lower their taxable income. While some companies can depreciate an asset’s value to $0, other companies may determine if an asset has salvage or scrap value when they sell it off to replace it with a more productive asset.

When an asset is sold off and it’s sold for a gain, the Internal Revenue Service considers this depreciation recapture. The IRS makes this determination because it missed the business’ taxable income that was otherwise reduced through depreciation at an earlier point in time.

When a business or investor has had possession of such assets for more than 12 months and it was depreciated to reduce taxable income, taxes may be collected if the asset is sold for a gain. It’s important to note that for assets sold at a loss, depreciation recapture doesn’t apply.

Assets that fall under Section 1250 and Section 1245 of the IRS Code, and what rate the asset is taxed at, depend on how the IRS classifies the asset. Section 1245 taxes filers at ordinary tax rates and applies to personal property such as manufacturing equipment and transportation vehicles. Section 1250 applies to real property such as warehouses, commercial buildings, and rental properties. Taxed at no more than 25 percent, Section 1250 depreciation recapture is indexed according to the filer’s ordinary tax rate.

Calculating Depreciation Recapture

This process looks at the discrepancy between the adjusted cost basis and what the asset sells for. It’s calculated as follows:

  1. Determine the cost paid for the asset, plus additional costs for the asset’s fees
  2. Calculate the asset’s adjusted cost basis. The section looks at both the impact of adding capital improvements to the asset, along with any potential loss accounts.
  3. Is there any loss or gain? Assets sold by a business for a loss, or lower than the adjusted basis, don’t trigger the depreciation recapture. However, if an asset’s sale results in a gain that’s higher than the asset’s adjusted basis, the business incurs a depreciation recapture tax obligation. It’s important to distinguish timelines. For example, if it’s one year or less, it’s short-term. If it’s for more than one year, it’s long-term. 

Illustrating Section 1245 Depreciation Recapture Calculation

As an example, let’s say a company bought a truck for its business needs for $50,000 and owned it for five years. After five years, the company sold it for $30,000.

Accumulated depreciation over the life of the item is $25,000. The adjusted basis is $25,000. The $30,000 sales price, minus the $25,000 adjusted basis, results in a $5,000 gain. With the accumulated depreciation of $25,000 compared to the $5,000 gain, the depreciation recapture is $5,000, which is taxed at ordinary rates.

When it comes to ensuring a business’ tax compliance is adhered to, understanding how depreciation recapture works is one part of the tax code that companies need to understand fully to ensure taxes are filed accurately.

 

How to Account for Debit Notes

4 min read

What are Debit Notes?With the global digital payments market expected to see north of $20 trillion in transaction value in 2025, according to Statista, business-to-business transactions are undoubtedly going to see some action. Debit notes are one tool that businesses have to record their transactions and corresponding payments. Understanding what debit notes are and how they work is essential for a smooth transaction.

Defining Debit Notes

A debit note is a form that advises a vendor’s customer of any outstanding balances owed. It can either let the customer know of an upcoming invoice or advise them of an outstanding payment. Similarly, customers can use debit notes to document the return of goods that are damaged or otherwise unsatisfactory, including the projected credit for a future order.

Understanding Debit Note Uses

Debit notes are used between commercial entities through transactions that involve the supplier sending the customer goods before payment is made. Although the goods have physically moved and payment hasn’t been remitted until an invoice is sent and ultimately satisfied by the customer, a debit note communicates that the merchant has debited the customer’s ledger.

While it’s primarily used by companies that either produce goods or act as warehouse operators, if a business sublets some of its warehouse space, debit notes can communicate upcoming bills to its commercial tenants, even though it’s not its primary business. They can also be used by businesses to fix invoice mistakes. If overbilling has occurred, a debit note can be used to correct the imbalance.

These documents can provide a window for the customer to send back the goods before payment is submitted. It can be as simple as using a postcard to document the outstanding debt to the buyer. While it’s completely optional and only used by certain businesses, buyers can request one for their own record-keeping purposes. Usually used by commercial or business-to-business entities, a debit note (or credit note) is entered into the business’ accounting records to track amounts due.

It’s important to distinguish the differences between a debit note and a credit note. Debit notes add to the purchaser’s liability and inform the purchaser of their new debt to the vendor. In contrast, credit notes lower the buyer’s liability, permitting the buyer to know the scope and amount of the credit for damaged or unsatisfactory goods.

Another reason a debit note is issued is when an order is modified. Other circumstances might include if goods are damaged during production or in transit before inspection (conducted by the vendor); a buyer declines an order; there is a need to correct an order; or a credit note pays for the bill’s value.

Differences with an Invoice

While a debit note communicates the status of a future payment or adjustment to an order, invoices are more detailed. Invoices include the sales details, goods/services provided, individual unit prices, the complete cost, and the contact information for the seller and buyer.

Illustrating How It Works

Let’s say a business uses its credit line to buy 100,000 widgets from another company at an agreed-upon purchase price of $2 each. The supplier drops off the 100,000 widgets and remits the invoice for $200,000 to the business. However, the business received 20,000 widgets in unsatisfactory condition (damaged, etc.).

When this happens, the purchasing company creates a debit note and sends it to the supplier upon receipt of the damaged 20,000 widgets. This action will lead to an adjustment, debiting the amount owed of $40,000.

In this case, the transactions will be accounted for as follows:

n  Seller debits its accounts receivable by $40,000

n  Buyer will credit its accounts payable for $40,000

While this demonstrates how it works, it also shows that debit notes can be powerful tools for both buyers and sellers.

Conclusion

When it comes to debit notes, businesses and commercial customers of other businesses can leverage this tool to ensure they’re adjusting current and future orders.

The Big Beautiful Bill, Rolling Back Public Television and Radio, and Regulating the Cryptocurrency Industry

4 min read

The Big Beautiful BillOne Big Beautiful Bill Act (HR 1) – Introduced by Rep. Jody Arrington (R-TX) on May 20, this bill passed in the House on May 22, the Senate with changes on July 1, and once again in the House on July 3. Signed into law on July 4, this bill includes the following provisions:

  • Makes permanent the income and estate tax provisions passed in the Tax Cuts and Jobs Act of 2017.
  • Increases the annual limit to $7,500 for Dependent Care Flexible Spending Accounts (FSAs), starting in 2026.
  • Makes permanent the ability for employers to offer tax-free student loan repayment assistance up to $5,250 a year, with the cap indexed for inflation.
  • Starting in 2026, new tax-advantaged “Trump Account” savings plans may be opened for eligible children under age 18. The account will receive a one-time $1,000 deposit by the government (for children born in 2025 through 2028) and allow for non-deductible/after-tax contributions of up to $5,000 a year (indexed for inflation). However, note that funds cannot be withdrawn before the beneficiary turns 18, and money withdrawn before age 59½ is subject to both income taxes and a 10 percent penalty (with exceptions for college tuition and a first-time home purchase).
  • While the bill calls for untaxed tips and overtime pay, this tax break will be delivered in the form of a deduction claimed on individual tax returns. For cash or charged tips, up to $25,000; for overtime pay, the deduction is up to $12,500/$25,000 for joint filers. Phase-out deductions will apply to both based on income.
  • Allows up to a $10,000 tax deduction for interest paid on an auto loan used to purchase a qualified vehicle.
  • New tax deduction for seniors age 65+: $6,000 for single filers; $12,000 for joint filers.
  • The bill does not include an extension of the enhanced credits for the Affordable Care Act, scheduled to expire at the end of the year. This is expected to increase average exchange health insurance premiums by 75 percent starting next year.

Relating to consideration of the Senate amendment to the bill (H.R. 4) to rescind certain budget authority proposed to be rescinded in special messages transmitted to the Congress by the president on June 3, in accordance with section 1012(a) of the Congressional Budget and Impoundment Control Act of 1974 (HRes 590) – On July 17, Rep. Virginia Foxx (R-NC) introduced this rescissions bill, which essentially cuts $1 billion from the Corporation for Public Broadcasting (CBP). The CBP is a private, nonprofit corporation that was authorized by Congress in 1967 to be the steward of the federal government’s investment in public broadcasting. The elimination of this federal funding will force many local public radio and television stations to shut down. The legislation, which also rescinds $8 billion from a variety of foreign aid programs, was passed as a House rule that enabled full passage of the rescissions bill due to a provision that avoids a direct vote on the bill. The bill passed in the House on July 18 and does not require approval by the Senate or to be signed into law by the president.

GENIUS Act (S 1582) – Introduced by Sen. Bill Hagerty (R-TN) on May 1, this legislation is designed to regulate the currently unregulated cryptocurrency industry. The Act requires issuers to back stablecoins on at least a $1-to-$1 basis. The bill is intended to set guardrails for the industry via full reserve backing, monthly audits, and anti-money laundering compliance regulations. This bill also enables a wider range of issuers to enter the market, including banks, fintechs, and major retailers. The legislation was passed in the Senate on June 17, the House on July 1,7, and was signed into law on July 18.

Anti-CBDC Surveillance State Act (HR 1919) – Introduced by Rep. Tom Emmer (R-MN) on March 6, this is a companion bill to the Genius Act. It would prohibit Federal Reserve Banks from offering certain products or services directly to individuals and disallow the use of central bank digital currency for monetary policy, among other provisions (CBDC stands for Central Bank Digital Currency). The bill passed in the House on July 17 and currently awaits its fate in the Senate.

Digital Asset Market Clarity Act of 2025 (HR 3633) – Another Genius Act companion bill, the goal of this legislation is to provide a regulatory system by the Securities and Exchange Commission and the Commodity Futures Trading Commission for the sale of digital commodities. The bill was introduced on May 29 by Rep. French Hill (R-AR), passed in the House on July 17, and currently lies with the Senate.

Restricted Stock Units: 5 Essential Tax and Financial Planning Strategies

4 min read

Restricted Stock Units, RSUsReceiving restricted stock units (RSUs) may seem straightforward, but the tax and financial planning complexities can catch many employees off guard. Understanding these key strategies might help you avoid costly mistakes and optimize your financial outcomes.

1. Manage Tax Withholding at Vesting

The most common pitfall with RSUs is inadequate tax withholding when shares vest. Companies typically withhold taxes at a flat 22 percent rate for federal taxes (37 percent for amounts over $1 million annually), but this often falls short of your actual tax obligation. Financial planners identify this as the biggest issue they see with RSU clients. Many are surprised by large tax bills because the withholding didn’t cover their full liability.

Managing proper tax withholding is often the primary focus of RSU planning. The challenge becomes even more complex when stock prices are volatile, making it difficult to predict exact tax obligations.

Higher RSU income increases the likelihood of under-withholding. When shares can’t be sold to cover additional taxes, alternative payment methods must be planned. Quarterly estimated taxes are one option, though this becomes complicated when the current year income differs significantly from the prior year.

The most effective approach is to conduct quarterly tax projections or work with a CPA to maintain compliance with safe harbor requirements for federal taxes throughout the year.

2. Comprehensive RSU Planning Questions

While RSUs appear simpler than stock options due to their fixed vesting schedules, this perception can be misleading. Financial advisors warn that numerous organizational details can create problems without proper planning.

Key planning considerations include potential state moves during vesting periods, which trigger mobility tax issues, and coordination with ESPP purchases and stock option exercises to avoid wash sale complications. Essential questions for RSU planning include understanding personal goals, assessing wealth concentration levels, determining how much needs to be diversified, ensuring spouse awareness of concentration risks, analyzing the ratio of vested to unvested shares, tracking upcoming vests and trading windows, and evaluating prior year income impacts.

A critical concern is spousal awareness of company stock concentration. Financial planners frequently encounter situations where busy tech employees accumulate significant wealth while their spouses remain unaware that their entire financial security depends on one company’s stock performance.

3. Reduce Taxable Income During Vesting Years

Beyond harvesting capital losses, several strategies can reduce your overall tax burden in years when RSUs vest. These include maximizing 401(k) deferrals, funding Health Savings Accounts, participating in nonqualified deferred compensation plans if available, and donating appreciated company stock to donor-advised funds to exceed standard deduction thresholds.

4. The Hold Versus Sell Decision

Once RSUs vest and you own the shares, deciding whether to hold or sell becomes crucial. Financial advisors routinely recommend selling RSU shares immediately upon vesting, before significant price fluctuations occur. This recommendation is particularly strong for clients already holding substantial company stock positions, as additional concentration increases unnecessary risk.

Many clients choose to sell immediately and deploy proceeds toward other financial goals. This approach helps diversify their overall portfolio and reduces company-specific risk.

5. Navigate Trading Windows

RSU selling plans must account for company trading windows, which dictate when employees can sell shares. Understanding these restrictions is essential for effective RSU management.

When advisors recommend selling RSUs at vesting, they don’t mean selling on the exact vesting date. Instead, they mean selling when trading windows permit, typically after earnings calls. These windows usually last four to six weeks, and while exact dates can’t be predicted far in advance, historical patterns provide reasonable estimates.

Financial planners coordinate clients’ RSU vesting schedules with anticipated trading windows to develop realistic selling strategies. This coordination ensures clients can execute their plans within company restrictions while maintaining compliance with insider trading rules and any existing 10b5-1 trading plans.

Conclusion

Proper RSU planning requires understanding these interconnected elements and developing strategies that align with your broader financial goals while managing tax implications effectively.

How Businesses Can Build Disinformation Resilience

4 min read

What is Disinformation ResilienceThe digital landscape has rapidly advanced, fueled by generative AI and other transformative technologies. Although this has come with great opportunities, it has also introduced new strategic threats. Among these is disinformation. The World Economic Forum classifies misinformation and disinformation as a top global threat alongside conflict and environment in its 2025 global risks report. With generative AI becoming more sophisticated, threat actors (like deepfakes, voice cloning, viral hoaxes and AI-driven scams) are increasing in frequency and precision. Therefore, business leaders need to act fast to build disinformation resilience.

Why Disinformation Matters for Business

Disinformation is the intentional spread of false or misleading information with malicious intent. This is unlike misinformation, which is unintentional and often shared by individuals who believe it’s true. However, both can have serious consequences for a business.

Historically, disinformation mainly targeted political processes or public institutions. Today, this threat has expanded to the corporate world to become a strategic business risk.

For example, a deepfake video of a CEO announcing mass layoffs will likely affect a company’s stock price. While fake reviews – positive or negative – can also sway consumer decisions. A viral tweet might spark public backlash and disrupt operations. In the United States, billions of dollars have already been lost from disinformation created by deepfakes, with the figures expected to rise in the coming years.

Impact of Disinformation on Business Operations

Disinformation impacts a business in various ways, such as:

  • Financial risk – false narratives can manipulate market behavior or stock prices.
  • Reputation and trust – fabricated information can erode customer trust and brand credibility.
  • Internal noise – false information can lead to confusion or the unintentional spread of incorrect content.
  • Operational disruption – false reports may trigger emergency protocols, overreactions or divert resources from core objectives.
  • Regulatory and legal exposure – new laws hold platforms and even companies accountable for hosting or spreading harmful fake content.

Building a Proactive Disinformation Resilience Strategy

To effectively counter disinformation, businesses need a comprehensive strategy that integrates technological solutions, human intelligence, and proactive communication.

  1. Awareness and Training
    Employees are a great asset and at the same time can be a potential vulnerability. Therefore, all employees from frontline staff to C-suite should be aware of how disinformation works, know red flags, and be empowered to verify suspicious content. They should frequently undergo comprehensive training programs that focus on digital literacy, critical thinking, and fact-checking techniques.
  2. Monitoring and Detection Tools
    Early detection is crucial. It requires advanced monitoring tools that deploy AI-powered social listening, threat intelligence platforms, and real-time deepfake detection systems that analyze image, video, and audio content. Combining these tools with automated alerts enables a swift response before a false narrative spreads.
  3. Robust Internal Protocols
    Develop and enforce clear escalation protocols for suspected disinformation. These should detail a chain of command, verification steps, and PR responses. Employees must know whom to alert and how to safeguard systems quickly.
  4. Platform and Partnership Engagement
    Collaborate with social platforms, fact checkers, and cybersecurity firms to detect and report false content. This will also help build relationships with journalists and analysis firms to enable faster content removal and more credible public debunking.
  5. Trust-First Content Strategies
    Deploy blue-check verified accounts, metadata authentication, digital signature,s and watermarking. A business also may consistently share authentic updates, reinforce company values, and build a track record of transparency to strengthen stakeholder trust.

Policy and Regulatory Landscape

Governments worldwide are recognizing the gravity of this threat. New laws are emerging globally to hold platforms accountable and to protect individuals and businesses.

One example is the Take It Down Act, signed into law on May 19, 2025, which mandates the removal of non-consensual deepfakes. This sets a legal precedent for holding platforms responsible for hosting synthetic media that harms individuals or businesses.

Other legal frameworks are evolving globally with a focus on developing fact-checking and AI-usage policies. Businesses must stay informed of the latest regulations and ensure their internal policies are compliant.

Future Proofing with AI and Collaboration

While generative AI can be used wrongly, it is also a powerful tool in real-time detection and content verification. Since the fight against disinformation is a continuous journey of adaptation and vigilance, businesses must:

  • Integrate advanced detection systems into their security stack
  • Standardize watermarking across distributed content
  • Engage in multi-stakeholder alliances across industries and governments to share insights and define best practices

Conclusion

In an era where false information spreads faster than the truth, disinformation is no longer just a public concern but also a serious business risk. The threat landscape is evolving fast with deepfake scams and coordinated smear campaigns; hence, corporate strategy must evolve, too. Businesses have to build disinformation resilience through proactive systems, employee awareness, trusted communication channels, and ongoing vigilance.

6 Reasons for Mid-Year Tax Planning

3 min read

Mid-Year Tax PlanningRight smack dab in the middle of summer might seem like the worst time to think about your taxes, but it’s actually the perfect time. Here’s what taking a pause in July allows you to do.

Get Organized

Do you have all your receipts? Are your records up to date? Did you move, get married, or change your name? If so, you’ll need to notify the IRS. In fact, you can create an individual IRS online account to look at your tax records, manage communication preferences, make payments, and more.

Take a Financial Snapshot

When was the last time you looked at your checking, savings or investments to see if you’re where you want to be? If you take the time now, you can start with January and analyze the big picture. You can see if you’re happy with the growth of your investments and discover where you can make adjustments. Taking time to do this now will pay off in the long run.

Examine Your Paycheck

Are your earnings correct? Are you withholding enough taxes? As mentioned at the top, any big life event (divorce, having a child, buying a home) can affect your taxes. If you need help, the IRS has a Tax Withholding Estimator that can help you figure out your income tax, credits, adjustments, and more. If you need to change anything, the Estimator will show you how to update your withholding with your employer or direct you to where you can submit a new W-4. Taking time to review could help you avoid an unwanted large tax bill and/or penalty come tax season.

Double-Check Deductions and Credits

Are you maximizing these? Early planning allows you to identify and leverage available deductions and credits, reducing your taxable income and potentially increasing your tax refund. 

Increase Your 401K Contribution

Are you happy with your contribution? Can you increase it and still make ends meet? When you contribute more from each paycheck, you’ll decrease your taxable income for the year. Since employers usually have matching programs, it’s a great way to get free money and build your nest egg. Make sure you’re in it if your company offers this.

Convert a Traditional IRA to a Roth IRA

If you think you’ll be in a higher tax bracket when you’re in retirement, converting a traditional IRA into a Roth IRA is one way to reduce your tax payments in the long run. Here’s how it works. The money you contribute to a Roth IRA is taxed the moment you contribute, unlike a traditional IRA, which is taxed at the moment of withdrawal. When you convert to a Roth IRA, you’ll be paying taxes at your current rate instead of the (probably) higher tax rate in the future. Translated: You’ll pay taxes up front, which might be a big savings. Finally, Roth IRAs are not subject to the same Required Minimum Distributions as traditional IRAs are. That means more freedom when you want it most – when you retire.

Getting a handle on your finances by being proactive now gives you a great opportunity to take a breath, assess, and change direction if you need to. If anything, it will help prevent stress and scrambling in tax season. It’s safe to say that nobody wants that.

Sources

https://fsa1.com/why-its-smart-to-start-tax-planning-in-july/

Mid-Year Tax Checkup

Job Shopping: What’s New in Company Benefits

5 min read

Company BenefitsIf you are in the market for a new job or are interested in extracting more value from your current one, consider some of the newer trends in company benefits. The following is a primer on what might be available to help supplement your income with your current employer or benefits to look for when considering a position with a new company.

The standard employee benefit package usually includes insurance (healthcare, dental, disability, life), retirement plans, and paid time off. In addition, federally mandated employee benefits include unemployment insurance, workers’ compensation, and family and medical leave, plus employers are required to deduct and submit Federal Insurance Contributions Act (FICA) taxes to fund the Social Security and Medicare programs.

However, some companies also offer an array of free and/or voluntary benefits (which you can purchase via payroll deductions). Many employers offer discounted “group rates” on items people normally buy anyway, or perhaps wouldn’t otherwise consider due to the extra expense. It’s smart to review the full breadth of benefit options during open enrollment to see what types of benefits you could use and how they can save you money.

Employee Assistance Program (EAP)

Most EAPs offer a plethora of benefits you can and should use right now, and the plan is generally paid for by the employer. These programs connect employees to specialists who offer free or discounted services. For example:

  • Legal advice and services (making it a good time to get your will and estate plan in order, or seek consultation if you’re considering a divorce or suing your neighbor)
  • Financial advisors who specialize in areas such as investment management, taxes, budget and debt management, bankruptcy, and other financial concerns
  • Identity theft insurance coverage and services
  • Mental health counselors and therapists
  • Dependent caregiving resources (for children, disabled, or elderly family members)
  • Employee discounts on common household goods and services, such as electronics, cell phone/internet services, office supplies, restaurants, gyms, yoga studios, salons, entertainment venues, access to exclusive deals and discounts on products, service,s and experiences like theme parks, hotel,s and entertainment

Voluntary Benefits

Even if your company does not offer an EAP, it may offer the opportunity to buy some of those benefits at lower group-rated prices. For example:

  • Vision plans
  • Dental plans
  • Supplementary life insurance
  • Supplementary disability insurance
  • Pet insurance or a discount plan
  • Travel insurance
  • Auto insurance
  • Homeowner’s insurance
  • Identity Theft insurance
  • Critical Illness insurance
  • Hospital Indemnity Insurance
  • Long Term Care insurance

Financial Wellness

Given recent high inflation and market volatility, many workers are understandably worried about making ends meet and saving for the future. That is why many employers have introduced multifaceted financial wellness programs. Unfortunately, some employees are reluctant to use these benefits because they don’t want their employer to know anything about their financial situation. However, these benefits are outsourced to third-party professionals who are emboldened by confidentiality laws that do not allow them to release personal information to your employer.

Some common financial wellness benefits include free access to counselors on topics like creating and following a budget, paying down and avoiding debt, saving for short and long-term goals, and making investment decisions. Some programs offer educational opportunities, such as college and retirement planning seminars. There are also some newer, non-traditional benefits designed to help cash-strapped workers make ends meet, like diverting (and sometimes matching) paycheck income to an emergency fund, and enabling faster access to pay through an on-demand system in which employees can request pay for hours worked in lieu of waiting until the end of the pay period.

Housing Assistance

Considering the huge jump in home prices over the last few years, some employers have implemented benefits to help fund a down payment, facilitate access to low-interest rate mortgage loans, and offer group rates for home warranty and homeowner insurance policies.

Family Planning Benefits

If you’re considering using fertility programs to help you have children, be aware that this can be very expensive. That’s why many larger employers offer monetary assistance to help offset some of the expense of intrauterine insemination (IUI), in vitro fertilization (IVF), gestational surrogacy, and egg freezing.

Portability

While company benefits can be valuable while you work for that employer, be wary of paying into policies that end when you leave your job. Some volunteer benefits are portable, meaning you can keep them when you leave. However, you may lose your employer discount rate and wind up paying a higher premium for the same policy.

Bear in mind that one of the key questions to ask before enrolling in new benefits is whether the policy is transferable should you leave the company. Be sure to read the policy information and talk to HR or the policy’s insurance broker to understand the portability and group rate conditions. If it’s a benefit you can use right away (e.g., gym membership, even pet insurance), it might be worth buying. But if it’s a benefit you may not use for years down the road, AND you lose the benefit (or group premium) when you leave, you may be better off buying a similar plan on the individual market.