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

4 min read

Measuring the Business Value of Agentic AI WorkflowsBusinesses 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.

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6 Tips for Your Mid-Year Check In

3 min read

6 Tips for Your Mid-Year Check InIt 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

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What to Expect with an IRS Audit

4 min read

What to Expect with an IRS AuditIf 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.

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Understanding the EV/2P Ratio

3 min read

What are the EV/2P RatioWhen 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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Filing Your 2026 Tax Return? The Stakes Just Got Higher

4 min read

Filing Your 2026 Tax ReturnPicture two things happening at the same time. The agency responsible for reviewing your tax return is understaffed and buried under a backlog, and the software that the agency uses to catch filing errors just keeps getting better.

That combination should give any taxpayer pause this season. Not because an audit is necessarily coming, but because if something does go wrong, the window for getting it resolved quickly has shrunk considerably.

The IRS Is Running Lean, But It’s Technology Isn’t

The agency lost more than a quarter of its workforce in 2025. The National Taxpayer Advocate’s most recent annual report to Congress documented the drop: from roughly 102,000 employees to about 74,000. Those departures, through a mix of voluntary exits and layoffs, spread across nearly every division.

Funding took a hit at the same time. Congress reversed a significant portion of the IRS budget boost approved through the Inflation Reduction Act, pulling back billions earmarked for enforcement and technology investment. A government shutdown that stretched across October and November of last year piled further delays onto an already strained system. The Treasury Inspector General for Tax Administration confirmed in a January report what tax practitioners were already seeing firsthand: a serious backlog in the processing of amended returns and taxpayer correspondence.

Here’s the part that catches people off guard. None of that has slowed the IRS’s ability to spot problems on your return. The agency’s systems cross-reference what you report against data received independently from employers, brokers, and financial institutions. Artificial intelligence and expanded automation have made error detection faster and more precise, staffing levels notwithstanding.

Fewer people are available to handle problems once they surface. But the technology responsible for finding those problems is running better than ever.

What This Looks Like in Practice

Tax professionals working with real clients are the best window into what this means day to day. Advisors report receiving IRS notices today that are resolving matters dating back to 2023, showing a multi-year lag on what should be routine correspondence. The practical response among preparers has been to tighten processes and leave less to chance.

Some advisors have added specific safeguards, such as obtaining power of attorney to monitor clients’ IRS online accounts directly rather than waiting for slow paper notices. Others describe the current environment plainly: the cost of needing to amend a return has gone up, not necessarily in dollars, but in time and uncertainty.

A poll of tax and financial advisors conducted during a recent industry webinar found that every respondent is maintaining at least the same level of care they applied when IRS staffing was at full strength. Nearly half said they are actively raising the bar this season.

What You Should Do Differently

Here are a few practical steps worth taking seriously this year:

  • Give your preparer complete and accurate information. Incomplete or inconsistent reporting is where most errors begin, and those errors are exactly what the IRS’ matching systems are built to catch.
  • If you are claiming something new on your return, ask your preparer to walk you through the basis for it. Understanding what you are filing and why is reasonable.
  • Set up an IRS online account at IRS.gov if you haven’t already. You can monitor your filing status, review transcripts, and spot potential issues before they become formal notices.
  • And if something does go sideways, respond early. Letting a notice sit without a response doesn’t slow the IRS down. It just costs you time you don’t have.

Conclusion

The agency may be a smaller operation than it was a few years ago. But the part of it designed to find mistakes on your return is still very much running.