Category: Blog

Understanding Cost of Goods Manufactured

Understanding Cost of Goods Manufactured, What is Cost of Goods Manufactured, what is COGM

When it comes to the latest report for March 2026 manufactured goods orders, according to the United States Census Bureau’s May 4 report, the government agency reported a 1.5 percent bump in orders for the nation’s manufacturers, growing to $630.4 billion. Understanding concepts like Cost of Goods Manufactured (COGM) is essential to smooth operations.

The cost of goods manufactured (COGM) reflects the total manufacturing costs a company incurs during a particular accounting period to complete goods. It includes direct materials used, direct labor, and manufacturing overhead. COGM helps businesses manage inventory levels and serves as a key input for calculating the cost of goods sold (COGS) reported on the income statement.

COGM Formula:

The standard formula is:

COGM = Beginning Work-in-Process (WIP) Inventory + Total Manufacturing Costs – Ending Work-in-Process (WIP) inventory

Defined as:

Total Manufacturing Costs = Direct Materials Used + Direct Labor + Manufacturing Overhead

Hypothetical Example:

Based on the following numbers, the COGM would be calculated as follows:

  • Direct Materials Used: $200,000
  • Direct Labor: $75,000
  • Manufacturing (Production) Overhead: $120,000
  • Beginning WIP Inventory: $20,000
  • Ending WIP Inventory: $60,000

First, calculate Total Manufacturing Costs: $200,000 + $75,000 + $120,000 = $395,000

Then:

COGM = 20,000 + 395,000 – 60,000 = 355,000

So, the Cost of Goods Manufactured is $355,000.

Interpreting COGM:

The first step is to analyze how each input contributes to the result. This involves reviewing direct materials, direct labor, and overhead to determine the complete production costs for the accounting period. By evaluating each component’s contribution, companies can better project manufacturing capacity and cost-effectiveness.

Direct Materials Used in Production

Direct Materials Used = Beginning Raw Materials Inventory + Purchase of Raw Materials – Ending Raw Materials Inventory

This amount is then incorporated into the Total Manufacturing Costs (and ultimately the WIP inventory) shown above.

Calculating Direct Labor and Manufacturing Overhead:

Direct labor costs are determined from time logs or clock-ins (hours worked × hourly rate). Manufacturing overhead includes indirect production costs such as factory utilities, depreciation, and supervision.

Translating COGM to Cost of Goods Sold:

Once calculated, COGM is transferred to the Finished Goods Inventory account. Finished Goods Inventory consists of completed products ready for sale to customers. The standard relationship is:

COGS = Beginning Finished Goods Inventory + COGM – Ending Finished Goods Inventory

(or equivalently: Ending Finished Goods Inventory = Beginning Finished Goods Inventory + COGM – COGS)

Conclusion:

COGM shows whether production costs are too high or too low relative to sales. For example, if one business generates $2,000,000 in revenue with $1,500,000 in COGS (25% gross margin), while another has $1,500,000 in revenue but only $750,000 in COGS (50% gross margin), the second company demonstrates stronger profitability.

Understanding COGM enables businesses to optimize costs related to labor, overhead, and materials, ultimately improving net income and operational efficiency. When calculating and reporting COGM, it is essential for businesses to apply these concepts accurately in their accounting and bookkeeping practices.

Advancing Broadband, Tribal Land Mortgages and Affordable Single-Owner Housing Opportunities

Tribal Land Mortgages

S.98: Rural Broadband Protection Act of 2025 – This bipartisan bill instructs the Federal Communications Commission (FCC) to establish a vetting process for service provider applicants applying for federal funding assistance for broadband deployment in high-cost areas, including rural communities. Sponsored by Sen. Shelley Moore Capito (R-WV) on Jan. 15, 2025, the bill passed in the Senate on June 26, 2025, and in the House on April 20, 2025. It was signed into law by the president on May 11, 2026.

S.723: Tribal Trust Land Homeownership Act of 2025 – Introduced by Sen. John Thune (R-SD) on Feb. 25, 2025, this bill requires the Bureau of Indian Affairs to complete the processing of all residential and business mortgages on Indian land by certain deadlines. It passed in the Senate on Dec. 11, 2025, in the House on March 4, and was enacted on May 4.       

A joint resolution to direct the removal of United States Armed Forces from hostilities within or against the Islamic Republic of Iran that have not been authorized by Congress (SJ Res 185) – Well past the 60-day deadline for a president to legally engage in military hostilities abroad without congressional authorization, Sen. Tim Kaine (D-VA) introduced his resolution on April 27. The resolution would remove U.S. military troops from Iran unless explicitly authorized by Congress. On May 19, the resolution narrowly passed in the Senate Foreign Relations Committee, now moving to the Senate floor for debate and a full vote. The resolution faces an uphill battle in the House. However, even if the joint resolution cleared the Senate and the House, it is expected to be vetoed by the president and would require a two-thirds supermajority by both the Senate and the House to override the veto – which is unlikely at this point.  

21st Century ROAD to Housing Act (HR 6644) – This bipartisan, White House-endorsed bill addresses housing affordability by placing ownership restrictions on large institutional investors and expanding available financing for homebuyers. One provision would prohibit institutional investors/private equity firms that own more than 350 single-family homes from purchasing additional single-family homes – unless they are sold to individual homeowners after seven years. The act would impose a penalty of up to $1 million per violation or three times the purchase price of the property, whichever is greater. Other provisions waive regulations on community banks to help expand local lending. The bill was introduced by Rep. French Hill (R-AR) on Dec. 11, 2025. It passed in the House on Feb. 9, in the Senate with changes on March 12, and in the House again with changes on May 20. The bill is currently under consideration in the Senate for the second time.

 

Why Human-Centric Marketing Beats AI Spam Every Time

Human Marketing Beats AI Spam

Every day, businesses are publishing AI-generated blog posts, automated emails, faceless videos, and social media threads at an unprecedented scale. A prompt can now produce what once required hours of brainstorming and execution.

This probably sounds like every marketer’s dream. However, audiences are becoming more selective, more skeptical, and more emotionally disconnected from brands that sound robotic or overly automated.

This also has made human connection more valuable. The businesses winning today are not those creating the most content, but those creating the content that feels real, personal, trustworthy, and emotionally intelligent. In a world flooded with AI-generated noise, human-centric marketing has become a competitive advantage.

The Internet Has Entered the Era of AI Saturation

AI tools have completely transformed marketing. Businesses now use AI to write ads, generate videos, automate customer support, create product descriptions, analyze customer behavior, and schedule content.

According to recent industry research, generative AI adoption among marketing teams has exploded due to the efficiency and ROI it promises. However, in the pursuit of efficiency, many businesses are optimizing for systems and not people, running the risk of marketing to search engines and not the humans who are typing keywords into them.

Consumers are increasingly noticing that a lot of the content feels emotionally flat, repetitive, or lifeless. As a result, consumers are becoming fatigued with overly polished, mass-produced AI content.

In many ways, AI has lowered the barrier to creating content – while at the same time raising the standard for creating meaningful content. Today, audiences are not looking for more information. They want resonance, relatability, trust, and emotional connection.

The Anatomy of AI Spam: The ‘More is Better’ Illusion

In the early 2020s, the marketing playbook was all about using AI to multiply production, lower cost per asset, and dominate search engines and social feeds through volume.

This resulted in companies adopting generative AI to scale up their monthly content output. But this push for volume has triggered an aggressive case of digital fatigue. Audiences are learning to spot signs of automated copies, such as repetitive sentence structures, unnatural personalization, generic advice, lack of original insight, and emotionally detached messages.

AI spam also suffers from algorithmic sameness as AI models train on identical and widely available data. Unless carefully refined with brand-specific insights and human creativity, many outputs begin sounding identical. This lazy automation has broken consumer trust.

The Hybrid Framework

Choosing human-centric marketing does not mean launching an anti-technology crusade or abandoning modern software tools. The smartest marketing strategies today combine AI efficiency with human intelligence. A marketing team can use generative tools to manage backend activities like sorting data, testing headlines, generating first drafts and automating repetitive workflows.

With the administrative friction taken care of, the marketing team will have time to listen closely to its audience, understand emotional context, tell compelling stories and build authentic trust. Technology in this case will drive distribution scale, while genuine human connection drives sales conversations.

How to Make Your Marketing More Human-Centric

As AI-generated content becomes more common, standing out will require marketers to become more intentional about human connections. Here are practical ways to make marketing feel more authentic and emotionally relevant:

  1. Share real experiences – talk about lessons learned, mistakes made, challenges faced and real outcomes. These experiences cannot be automated convincingly.
  2. Develop audience clarity – understanding not just who your audience is, but what they fear, desire, struggle with and aspire toward.
  3. Human language and storytelling – avoid sounding overly corporate, robotic or excessively optimized. People connect with conversational communication, relatable stories and emotional honesty.
  4. Build around emotion, not features – focus on how customers want to feel, such as confident, respected, productive, safe or inspired.
  5. Show the humans behind the brand – feature team members, founders, behind-the-scenes moments, customer stories and authentic interactions.
  6. Focus on conversations, not broadcasting – respond thoughtfully to comments, engage in discussions and listen to feedback.
  7. Prioritize original thinking – a major weakness with AI-generated content is sameness. Sharing unique opinions, fresh insights and real expertise instead of recycling popular talking points helps a business stand out.
  8. Use AI as an assistant, not a replacement – AI should support human creativity and not replace the human voice entirely. Every outbound message should pass a simple test before it is sent: Would a real, informed person who actually cares about this customer send this message? If the answer is no, the message should not be sent.

Final Thoughts

Human-centric marketing focuses heavily on real customer experience, emotional understanding, and authentic communication. Brands that want to remain successful must continue investing time and energy in understanding real human behavior, emotion, and trust.

 

6 Financial Changes to Make in 2026

6 Financial Changes to Make in 2026

Summer’s here, school’s out and vacations are ahead. That’s why now might be the perfect opportunity to carve out some time to make some positive changes in your financial life. Here’s a few ideas to get you started that are are significant, not too big or too small, and well within your reach.

Set Up a Safety Net

Rising costs and an uncertain geopolitical landscape make this more important than ever. If you already have sturdy savings, great. Having a three-to-six-month surplus is super smart. You never know when your fridge might go out, or you might have unexpected medical expenses. That said, consider increasing your contribution amount. If you’re living paycheck to paycheck, look where you might cut costs and get started. Putting away a little each month goes a long way. One smart way to boost this money is to open a high-yield savings or checking account. You can make balance transfers from your brick-and-mortar bank and glean higher interest rates from online funding sources.

Save 10K a Year with the $27.40 Rule

Talk about doable, this rule takes a daunting task and boils it down to an easy equation: $27.40 (a day) x 365 = $10,001 a year. Now, if you’re not sure how to achieve the strategy, you might start smaller by saving this amount every few days. The point is, after employing this simple habit, you’ll accumulate a little nest egg, which relates to the first idea of setting up a safety net. But you could also be saving for a dream vacay. It’s up to you!

Rebalance and Diversify Your Portfolio

If the rise and fall of the market have affected your assets by creating an imbalance, causing you to over-index certain investments, you can straighten this out. One way is to rebalance, which involves buying and selling holdings to change the ratio of the amount you have in stocks, bonds, and cash. In essence, you’re righting the equilibrium of your assets. The other is to diversify – mix things up – which is admittedly not new news, but it bears looking into from time to time. Otherwise, you might miss out on some significant growth opportunities.

Use the Snowball Method for Debt

To whittle away at your balances, list your debts from the smallest to the largest. Then make small, minimum payments on every account. But focus on the smallest and move your way up the list. When you can eliminate low-hanging fruit and experience quick wins, you’ll create momentum to keep going and ultimately live debt-free.

Dig Around for Lost Retirement Accounts

According to Yahoo! Finance, there are about 32 million forgotten or left-behind retirement accounts in the United States. Crazy, right? If you’ve been employed for a substantial amount of time, take some time to find them and roll them over. There’s a huge chance that your current employer’s retirement account or a personal IRA will offer smarter investments and lower fees/expenses. It’s worth a look.

Sign Up for Financial Newsletters

When you keep current on market changes and become proactive, not just let your assets sit there and earn interest, you are better able to maximize your net worth. If you don’t know where to start, consult your tax professional. They’ll be able to point you in the right direction. Reviewing relevant sources while enjoying your morning coffee just might be the best thing you do all day.

These are just a few tactics you can pursue mid-year. So, take a beat and review your assets. Time is money, and using it wisely is one of the smartest investments you can make.

Sources

6 Financial Changes To Make in 2026

How to make your money work for you: 9 ways to grow money | Fidelity

How to Pay Off Debt Fast: 8 Smart Strategies | 1st Ed CU

Tax Considerations for Data Center Projects in the Age of AI

Tax Considerations for Data Center Projects

Artificial intelligence is driving an unprecedented surge in data center construction. Developers, private equity sponsors and their tax advisors are navigating a complicated web of questions that touch everything from ownership structure to site selection to power sourcing. Get the early decisions wrong and the tax consequences can follow a project for years.

Why REITs Have Become the Structure of Choice

Private equity has increasingly turned to real estate investment trusts when backing data center projects. Structure a REIT correctly, and you sidestep corporate-level taxation entirely. Foreign investors get an even better deal. Sovereign wealth funds and foreign pension funds can participate without any obligation to file U.S. tax returns. Data centers, with their heavy real estate footprint, slot into the REIT framework more naturally than many other asset classes.

That said, the fit is not seamless. Related party rent rules create traps for the unwary. Public pension funds and sovereign wealth funds need to confirm they do not hold stakes in both a data center REIT and its tenant. Another wrinkle involves equipment. Data centers demand significant upfront investment in personal property that may not count as qualifying REIT assets. The tax code requires that 75 percent of a REIT’s total asset value consist of real estate, cash, and government securities at each quarter’s close. Developers often must segregate personal property until the REIT builds up enough good assets to clear that hurdle.

The Power and Water Challenge

Reliable power and water access have become one of the toughest operational problems in the industry. Demand is so intense that many developers are generating their own electricity on-site. The tax treatment of these co-located power facilities depends heavily on the energy source and delivery method. Get it wrong, and the generation asset may not qualify for REIT treatment.

Solar photovoltaic systems sit on relatively solid ground under existing guidance. Nuclear and natural gas, which many see as the next wave of data center power, do not. Current rules leave significant uncertainty around whether these sources can work within a REIT structure.

Legislative and Executive Developments

The IRS priority guidance plan for 2025 and 2026 contains no projects aimed squarely at data centers. Regulation section 1.856-10(g), finalized in 2016, includes an example analyzing customized electrical and telecommunications systems in a data center context, but practitioners continue pushing for clearer rules on alternative energy.

Congress may offer relief on the waterfront. In April 2025, Representative Darin LaHood of Illinois proposed a new section 48F that would provide a 30 percent credit for qualifying water reuse projects, including on-site recycling systems at data centers. With U.S. data centers projected to consume 33 billion gallons of water by 2028, the bill attracted 21 cosponsors and bipartisan support.

The White House has made its priorities clear as well. The Trump administration’s July 2025 AI action plan established a goal of achieving global dominance in artificial intelligence, with infrastructure as one of three pillars. An executive order, issued July 23, 2025, focused specifically on reducing federal regulatory obstacles to data center construction.

Conclusion and OBBBA Incentives Worth Watching

Several provisions in the One Big Beautiful Bill Act benefit data center projects, even though lawmakers did not design them with that sector in mind. The return of 100 percent bonus depreciation under section 168(k) matters enormously for an industry requiring massive capital outlays.

Rural Opportunity Zones sweeten the economics further. Investments in qualified rural opportunity funds now qualify for a 30 percent basis step-up after five years, triple the 10 percent available in standard zones. A special rule targeting improvements to existing structures in rural areas cuts the substantial improvement threshold to 50 percent of adjusted basis, compared to more than 100 percent for non-rural funds.

Developers and investors evaluating new projects will find that entity structure, site selection, and the shifting regulatory environment all interact in ways that directly affect the bottom line. Getting the tax picture right from the start remains essential.

Understanding the EV/2P Ratio

What are the EV/2P Ratio

When it comes to raw materials, especially for fossil fuels, it’s essential to evaluate existing and potential production capabilities for such companies. Using the EV/2P Ratio is a powerful tool when evaluating fossil fuel-related companies.

Defining the Ratio

This ratio is calculated by dividing a business’ enterprise value into the company’s reserves. It provides financial analysts, investors and internal business stakeholders with a snapshot of a company’s reserves and the business’ likelihood of preserving operation growth. This standardizes valuations, thereby allowing analysts to compare company-to-company financials.

How to Calculate EV/2P

Enterprise Value (EV) / Total 2P Reserves

Defined as: Enterprise Value = Equity (open market price) + Debt (open market price) – Cash and Cash Equivalents

2P = Proven and Probable Reserves

Illustrating the Calculation

If a company’s capitalization is $300 million and debt consisting of $225 million, along with $30 million for proven reserve value, $20 million in probable reserves, and $25 million in possible reserves, the company’s resulting enterprise value becomes:

$300 million + $225 million = $525 million

The 2P reserves is:

$30 million + $20 million = $50 million

Plugging the numbers into the original formula, it’s: $525 million / $50 million = 10.5x (multiple)

Based on the resulting 10.5 multiple, this ratio provides a current valuation that translates to for every $1 in 2P reserves equals $10.50 of a market valuation.

Reserves are how internal/external stakeholders value the production/growth potential of oil/gas companies. It’s broken down into two categories:

1.) P1 are proven reserves, which are the highest caliber reserves. There’s at least a 9 in 10 percent likelihood (or more) of recoverable reserves. It’s also known as P90.

2.) Probable reserve (also known as P50) has an even chance of either non-recoverability or realized recoverability. This is the next best, but a lesser grade than P1.

These two resource categories are referred to as 2P.

Putting it in Perspective

Depending on the company’s calculated EV/2P Ratio, the business owner or investor can determine a course of action to take.

If it’s higher, it’s more highly valued than its competitors based on the same level of 2P reserves; therefore, the company’s shares are more expensive against its peers. This can give investors pause because other undervalued stocks are more attractive due to a higher likelihood they’ll appreciate.

However, if a company is valued higher, but the company is more efficient or a higher performer, investors also may be interested because its production and earnings justify the higher valuation. That’s why looking at the metric in a silo is not effective.

Debt Concerns

When it comes to debt and analyzing this ratio, fossil fuel businesses are often highly levered since they use massive sums of debt for research and development and continued operations.

Since the EV value looks at debt and equity concurrently, analyzing a company’s capital structure is essential when comparing companies’ valuations. Essentially, if a company has too much debt and if interest rates suddenly increase or it can’t service debt if the price of crude plummets, it may run into debt servicing issues.

While this ratio is effective in providing a level playing field for analytical uses, it’s important to remember that it needs to be used in conjunction with comprehensive financial analysis.

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What to Expect with an IRS Audit

What to Expect with an IRS Audit

If the IRS sends notice that you’re being audited, you’re likely to become anxious. However, not all audits mean you did something wrong. In most cases, it is simply a matter of verifying information on a tax return or perhaps correcting a minor error. Knowing what to expect – and how to respond – can help alleviate stress and make the audit more manageable.

An IRS audit (also referred to as an examination) is a review of your records to confirm that the information on your tax return was reported accurately and follows tax law. The best way to prepare for an audit is to respond on time, present organized and complete records, be cooperative, and communicate professionally.

Technically, most audits are triggered via an automated scoring system referred to as the DIF, which stands for Discriminant Information Function. The system flags something on your tax return that stood out. This could be inconsistencies, missing income, unusually high deductions, or inputs that don’t match information the IRS already has. Here are three key facts about IRS timing for audits:

  • The IRS generally looks back three years based on the statute of limitations
  • Most audits are related to returns filed within the past two years
  • In cases of substantial errors, audits can extend up to the last six years, especially in cases where it is believed that more than 25 percent of gross income was omitted from the filing
  • There is no statute of limitations in cases of fraud or failure to file

The Audit Process

Almost all IRS audits start with a letter stating that your return has been selected for examination. This notice will be sent by mail – not a phone call, text, or email. The letter will include the name of your assigned reviewer, his or her IRS identification number, and phone number. You should call the IRS directly to verify this information, as scammers are known to impersonate the IRS to steal money or personal data.

You may be asked to provide a variety of specific documents based on what issue(s) triggered the audit. Be sure to provide copies, not originals. Depending on your situation, the requested documents could include:

  • Income records
  • Investment statements
  • Bank forms
  • Receipts and bills
  • Canceled checks
  • Legal documents (such as divorce or custody agreements)
  • Loan agreements and settlement statements
  • Travel logs, diaries, or ticket stubs
  • Medical and dental records
  • Theft or loss of documentation (insurance claims, photos, police reports)
  • Employment records
  • Schedule K-1 forms for partnerships or S corporations

The following are the three types of IRS Audits:

Correspondence Audit – These are the least complex and are conducted entirely by mail. Sometimes the IRS simply identifies a math error or missing income and asks for payment or clarification. You can either pay the amount due or respond with documentation if you believe the IRS is incorrect.

Office Audit – An office audit requires you to visit an IRS office with the requested records. You will receive an Information Document Request (IDR) form detailing what to bring. Showing up with organized records can help resolve these audits quickly.

Field Audit – The field audit is the most extensive. An IRS agent will come to your home or business to review records. Although you will receive an IDR in advance, the agent may decide to escalate the review if he notices any “large, unusual or questionable” (LUQ) items.

The key points to remember are that poor recordkeeping and/or lack of cooperation tend to trigger a more detailed and time-consuming audit.

Once the Audit Is Complete

After the audit, the IRS will issue a report describing its findings. It may determine that no changes are necessary to your return; that you owe additional tax; or that you may be owed a refund. Should you disagree with the findings, you have options:

  • Request to meet with an IRS manager
  • Use mediation or alternative dispute resolution
  • File an appeal with the IRS
  • Take the case to court if necessary

If you agree with the audit findings, you’ll need to sign the examination report and choose from various payment options if you owe any taxes.

6 Tips for Your Mid-Year Check In

6 Tips for Your Mid-Year Check In

It might be hard to believe, but yes, it’s almost the middle of the year and the perfect time to take a look at how you’re doing financially: are you fiscally fit or do you need a few adjustments? Whether it’s saving more, paying down debt, or prepping for retirement, you still have time to effect change. Here are a few ways to get started.

Review Your 2026 Financial Goals

Kind of a no-brainer, but ask yourself:

  • Have I saved as much as I planned?
  • How’s my progress at paying off debt?
  • Have my priorities changed since the new year?

In addition to these things, other important goals might include building your emergency fund (broken dishwasher, for instance); saving for a vacation; and finally, the certainty no one can escape – tax preparation.

Go Over Your budget and Spending

Your habits might have shifted over the past few months, so places to put a lens on might be:

  • Where have I increased spending?
  • Do I really need all those subscriptions?
  • Can I pay a little more on debt?

In the second half of the year, other things to consider include insurance renewals, back-to-school expenses, and year-end medical costs.

Revisit Your Retirement Contributions

This might be far away or near soon. No matter, it’s critical to keep an eye on the following things:

  • Your 401(k) or employer retirement plan contributions
  • Employer match opportunities
  • IRA contributions

If you can increase funding for any of these, now’s the time to do so. Retirement comes along more quickly than you think.

Give Your Employee Benefits a Looksee

Take time to go over:

  • HSA or FSA contributions
  • Health insurance
  • Life insurance and disability coverage

You might have other benefits, of course, to review. And while many people wait until open enrollment to give these a think, you don’t have to be one of them. Take action now to amend them so you’ll be better prepared for the rest of the year.

Start Your Taxes for Next Year

Between now and July, you can get a jumpstart by planning ahead – and you won’t be stressed when it’s actually tax time. Taking a look now can help you:

  • Estimate your taxes
  • Find ways to reduce your taxable income
  • Plan retirement contributions before year-end.

Recalibrate Your Plan for the Rest of 2026

So now that you’ve taken inventory of your finances, you can adjust for the remaining months. Your new plan might include:

  • Setting up an automatic transfer to savings – it’s so easy, and you’ll never miss it
  • Increase retirement contributions – even 2 percent makes a difference
  • Concentrate on one debt to pay off.

The idea is not to change everything all at once. Your goal should be to take small steps so you can move forward with confidence and finish the year strong. All it takes is a little time. And as we know, time is money. Make the last six months of 2026 count!

Sources

https://www.benefitandfinancial.com/blog/mid-year-financial-review-are-you-on-track-for-2026

The ROI of Autonomy: Measuring the Business Value of Agentic AI Workflows

Measuring the Business Value of Agentic AI Workflows

Businesses are moving beyond basic automation into a new era of intelligent, self-directed systems. While automation helps with streamlining repetitive tasks, agentic AI workflows enable systems to make decisions, take action, and continuously improve with minimal human oversight.

Most businesses adopting agentic AI have no structured way to prove it is working. Although they can feel the difference, they can’t measure it. Without measurement, return on investment (ROI) conversations stall, budgets get cut, and genuinely transformative tools get shelved.

What Makes Agentic AI Workflows Different

Agentic AI workflows are designed to operate with a degree of independence. Unlike traditional automation, which follows predefined rules, agentic systems are goal-oriented.

Once given an objective, they plan, execute, adjust, and complete tasks across multiple steps, tools, and decisions without requiring human intervention. For example, an agentic workflow may pull data from multiple systems, analyze it, draft a report, flag anomalies, and email a summary.

Another example is a supply chain AI agent that not only highlights anomalies but can also reorder stock, renegotiate pricing thresholds, and even reroute logistics as these actions fall within predefined objectives.

Agentic AI can also improve efficiency and productivity by identifying inefficiencies in workflows and adjusting them in real time.

For businesses facing rising labor costs and increasing demand for speed and personalization, this evolution is more than a technological advancement. It offers a strategic advantage.

Why ROI Measurement Is Different for Agentic AI

Traditional ROI models are rather straightforward as they compare the cost of a system to the output generated. ROI on projects using traditional models is measured based on cost savings, headcount reduction and cycle-time compression. However, agentic AI is more dynamic because the systems improve over time. This means the output isn’t static – rather, it compounds. These systems also reduce the need for ongoing supervision, operate continuously, and often uncover efficiencies that were not initially anticipated.

As a result, the ROI of agentic AI is not just immediate cost savings but also includes long-term gains. These gains include improved decision-making, faster execution, higher productivity, strategic agility and the ability to scale operations without a proportional increase in cost. Measuring this kind of value requires a broader, more forward-looking approach.

Key ROI Drivers of Agentic AI workflows

  1. Operational efficiency – unlike conventional automation that is vulnerable to dynamic environments due to fixed rules, agentic AI responds to changes automatically. These systems continuously learn and optimize, delivering ongoing improvements without additional manual effort.
  2. Real-time responsiveness – customers expect real-time interaction. Agentic workflows enable this through systems that are always on and context-aware.
  3. Scalability – businesses can handle increased demand without a corresponding increase in operational costs or headcount, allowing more efficient growth.
  4. Cross-departmental reach – Agentic AI agents can seamlessly connect workflows across different departments like HR, IT, and finance. This reduces operational friction between teams and enhances overall efficiency.
  5. Productivity gains – Agentic AI can operate 24/7, completing tasks faster and with greater consistency than human teams. This allows employees to focus on higher-value work, increasing overall organizational productivity.
  6. Cost reduction – by automating complex workflows, businesses can reduce reliance on manual labor, minimize errors, and eliminate inefficiencies. This can translate into significant savings.
  7. Revenue growth – Agentic AI enables faster go-to-market strategies and more personalized customer experiences. This can directly impact conversion rates and revenue.
  8. Improved decision quality – With access to real-time data and advanced analytics, agentic AI systems can make quick, informed decisions. This reduces human bias and enhances accuracy in areas like forecasting, inventory management, and customer engagement.

Strategies for Evaluating Agentic AI ROI

To measure agentic AI ROI, businesses need a structured approach that connects AI deployment to business outcomes.

  1. Identify high-impact workflows – repetitive, resource-heavy processes like IT support, sales operations, or compliance.
  2. Establish baseline measurements by documenting current costs, completion times, error rates, and headcount before deployment.
  3. Compare pre- and post-implementation performance by checking utilization rates, tasks completed, and infrastructure costs to confirm operational sustainability.
  4. Estimate agentic impact by projecting improvements in speed, cost, throughput, and quality.
  5. If implementing agentic AI in phases, use control groups to isolate its impact from other organizational changes.
  6. Measure real business outcomes, including cost reductions, revenue growth, and productivity gains.

Conclusion

Traditional automation delivered value by reducing manual effort. Agentic AI, on the other hand, reduces decision latency, operational friction, and coordination costs. Therefore, AI agents’ ROI is not defined by savings alone. Its real value lies in the ability to generate compounding returns across multiple dimensions of a business. By adopting a broader view of ROI, organizations can better assess impact, build stronger adoption cases, and identify new opportunities for optimization.

Stalemates in Voting Rights and ICE Legislation; Small Business Funding Expanded

Stalemates in Voting Rights and ICE Legislation; Small Business Funding Expanded

Safeguard American Voter Eligibility Act (S 1383) – Also known as the SAVE America Act, this bill passed in the House on Feb. 11 but stalled in the Senate due to the Democrat filibuster. The bill would require states to verify documentary proof of citizenship and current residential address when Americans apply for federal voter registration. The easiest documentation would be a birth certificate or passport that confirms their current legal name (most women change their last name after marriage, so they require additional documentation, such as a marriage certificate). However, research from the Bipartisan Policy Center found that nearly 1 in 10 registered voters do not have access to their birth certificate, and 52 percent do not have an unexpired passport with their current legal name. Note that these registration requirements kick in any time current voters update their registration, such as for an address change or to switch political party affiliation. The bill also requires a specific type of photo ID to cast a ballot. A driver’s license is acceptable, but not student IDs or a tribal ID that lacks an expiration date (which tribal IDs do not contain). The president is also insistent that the legislation include unrelated restrictions for transgender Americans. The debate over this bill continues in the Senate.

Department of Homeland Security Appropriations Act, 2026 (HR 7744) – This is the bill that has held up appropriations for the Department of Homeland Security (DHS) for the fiscal year ending Sept. 30, 2026. The bill was introduced by Rep. Tom Cole (R-OK) on March 2 and passed in the House on March 5. However, it triggered a partial government shutdown and is under heated debate in the Senate. Republicans insist on passing the complete bill with increased funding for national security and border protection. The legislation also includes provisions prohibiting funds for Diversity, Equity, and Inclusion and Critical Theory programs, as well as abortions and gender-affirming care for ICE detainees. Senate Democrats are seeking to include guardrails that would prohibit ICE agents from wearing masks or entering homes, schools, hospitals, etc., without a judicial warrant. Currently at a stalemate, Republicans will likely try to pass funding for the Department of Homeland Security (DHS), more money for ICE, and components of the Save America Act through a budget reconciliation bill.

Small Business Innovation and Economic Security Act (S 3971) – On March 3, Sen. Joni Ernst (R-IA) introduced this bipartisan bill to reauthorize the Small Business Innovation Research and Small Business Technology Transfer (SBIR/STTR) programs. These programs, also known as America’s Seed Fund, expired last September. The new bill enables certain agencies to award a portion of their funds to larger projects focused on technology transition, rather than incremental R&D. These agencies, which include the Departments of Defense, Energy and Homeland Security, the Environmental Protection Agency and the National Aeronautics and Space Administration, may award up to $30 million to small business projects that prioritize national security, customer demand and undercapitalized technology areas. The bill passed in the Senate on March 3, the House on March 17, and was signed into law by the president on April 13.

Tyler’s Law (S 921) – The purpose of this bill is to issue guidance for hospital emergency departments to implement fentanyl testing as a routine procedure for patients experiencing an overdose. The current standard procedure tests for marijuana, cocaine, amphetamines, PCP, and natural and semisynthetic opioids, but not synthetic opioids like fentanyl – something many ER practitioners are unaware of. The bill is named for Tyler Shamash, a California teenager who died of an overdose after he passed a drug test in an emergency room that did not include fentanyl. The bipartisan bill was introduced by Sen. Jim Banks (R-IN) on March 10, 2025. It passed in the Senate on March 23, 2026, and is currently awaiting a vote in the House.

To require the Secretary of Homeland Security to designate Haiti for Temporary Protected Status (HR 1689) – This bill was introduced on Feb. 27, 2025, and passed in the House on April 16, 2026. Amid rampant immigration enforcement, this bill is designed to extend temporary protected status for Haitian migrants through 2029. TPS is intended to provide a safe haven for foreign nationals whose home countries are experiencing temporary unsafe conditions, such as from a natural disaster or civil unrest, for which Haitians continue to qualify. This largely partisan legislation faces an uphill battle in the Senate, as well as a likely veto by the president. In February, the president revoked TPS status for approximately 330,000 Haitians in the United States. However, enforcement of that order is currently halted, and its constitutionality is under consideration by the U.S. Supreme Court.