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Both auditors, management must prepare for AI impact

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As AI works its way into more and more business processes, it has become increasingly important for auditors to understand where, why, when and how organizations use it and what impact it is having not only on the entity itself but its various stakeholders as well. 

Speaking at a virtual conference on AI and finance hosted by Financial Executives International, Ryan Hittner, an audit and assurance principal with Big Four firm Deloitte, noted that since the technology is still relatively new it has not yet had time to significantly impact the audit process. However, given AI’s rapid rate of development and adoption throughout the economy, he expects this will change soon, and it won’t be long before auditors are routinely examining AI systems as a natural part of the engagement. As auditors are preparing for this future, he recommended that companies do as well. 

“We expect lots of AI tools to inject themselves into multiple areas. We think most companies should be getting ready for this. If you’re using AI and doing it in a way where no one is aware it is being used, or without controls on top of it, I think there is some risk for audits, both internal and external,” he said. 

Robot Audit
Elevated View Of Robotic Hand Examining Financial Data With Magnifying Glass

Andrey Popov/stock.adobe.com

There are several risks that are especially relevant to the audit process. The primary risk, he said, is accuracy. While models are improving in this area, they still have the tendency to make things up, which might be fine for creative writing but terrible for financial data reporting. Second, AI tends to lack transparency, which is especially problematic for auditors, as their decision making process is often opaque, so unlike a human, an AI may not necessarily be able to explain why it classified an invoice a particular way, or how it decided on this specific chart of accounts for that invoice. Finally, there is the fact that AI can be unpredictable. Auditors, he said, are used to processes with consistent steps and consistent results that can be reviewed and tested; AI, however, can produce wildly inconsistent outputs even from the same prompt, making it difficult to test. 

This does not mean auditors are helpless, but that they need to adjust their approach. Hittner said that an auditor will likely need to consider the impact of AI on the entity and its internal controls over financial reporting; assess the impact of AI on their risk assessment procedures; consider an entity’s use of AI when identifying relevant controls and AI technologies or applications; and assess the impact of AI on their audit response.  

In order to best assist auditors evaluating AI, management should be able to answer relevant questions when it comes to their AI systems. Hittner said auditors might want to know how the entity assesses the appropriate of AI for the intended purpose, what governance controls are in place around the use of AI, how the entity measures and monitors AI performance metrics, whether or how often they backtest the AI system, and what is the level of human oversight over the model and what approach does the entity take for overriding outputs when necessary.

“Management should really be able to answer these kinds of questions,” he said, adding that one of the biggest questions an auditor might ask is “how did the organization get comfortable with the result of what is coming out of this box. Is it a low risk area with lots of review levels? … How do you measure the risk and how do you measure whether something is acceptable for use or not, and what is your threshold? If it’s 100% accurate, that’s pretty good, but no backtesting, no understanding of performance would give auditors pause.” 

He also said that it’s important that organizations be transparent about their AI use not just with auditors but stakeholders as well. He said cases are already starting to appear where people unaware that generative AI was producing the information they were reviewing. 

Morgan Dove, a Deloitte senior manager within the AI & Algorithmic Assurance practice, stressed the importance of human review and oversight of AI systems, as well as documenting how that oversight works for auditors. When should there be human review? Anywhere in the AI lifecycle, according to Dove. 

“Even the most powerful AIs can make mistakes, which is why human review is essential for accuracy and reliability. Depending on use case and model, human review may be incorporated in any stage of the AI lifecycle, starting with data processing and feature selection to development and training, validation and testing, to ongoing use,” she said. 

But how does one perform this oversight? Dove said data control is a big part of it, as the quality and accuracy of a model hinges on its data stores. Organizations need to verify the quality, completeness, relevance and accuracy of any data they put into an AI, not just the training data but also what is fed into the AI in its day to day functions. 

She also said that organizations need to archive the inputs and outputs of their AI models, without this documentation it becomes very difficult for auditors to review the system because it allows them to trace the inputs to the outputs to test consistency and reliability. When archiving data she said organizations should include details like the name and title of the dataset, and its source. They should also document the prompts fed into the system, with timestamps, so they can possibly be linked with related outputs. 

Dove added that effective change management is also essential, as even little changes in model behaviors can create large variations in performance and outputs. It is therefore important to document any changes to the model, along with the rationale for the change, the expected impact and the results of testing, all of which supports a robust audit trail. She said this should be done regardless of whether the organization is using its own proprietary models or a third party vendor model. 

“There are maybe two nuances. One is, as you know, vendor solutions are proprietary so that contributes to the black box lack of transparency, and consequently does not provide users with the appropriate visibility … into the testing and how the given model makes decisions. So organizations may need to arrange for additional oversight in outputs made by the AI system in question. The second point is around the integration and adoption of a chosen solution, they need to figure out how they process data from existing systems, they also need to devote necessary resources to train personnel in using the solution and making sure there’s controls at the input and output levels as well as pertinent data integration points,” she said. 

When monitoring an AI, what exactly should people be looking for? Dove said people have already developed many different metrics for AI performance. Some include what’s called a SemScore, which measures how similar the meaning of the generated text is to the reference text, BLEU (bilingual evaluation understudy), which measures how many words or phrases in the generated text match the reference text, or ROC-AUC (Receiver Operating Characteristic Area Under the Curve) which measures the overall ability of an AI model to distinguish between positive and negative classes.

Mark Hughes, an audit and assurance consultant with Deloitte, added that humans can also monitor the Character Error Rate, which measures the exact accuracy of an output down to the character (important for processes like calculating the exact dollar amount of an invoice), Word Error Rate, which is similar but does the evaluation at the word level, and the “Levenshtein distance,” defined as the number of single character edits needed to fix an extracted text to see how far away the output is from the ground truth text. 

Hittner said that even if an organization is only just experimenting with AI now, it is critical to understand where AI is used, what tools the finance and accounting function have at their disposal to use, and how it will impact the financial statement process. 

“Are they just drafting emails, or are they drafting actual parts of the financial statements or management estimates or [are] replacing a control? All these are questions we have to think about,” he said. 

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AICPA wants Congress to change tax bill

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The American Institute of CPAs is asking leaders of the Senate Finance Committee and the House Ways and Means Committee to make changes in the wide-ranging tax and spending legislation that was passed in the House last week and is now in the Senate, especially provisions that have a significant impact on accounting firms and tax professionals.

In a letter Thursday, the AICPA outlined its concerns about changes in the deductibility of state and local taxes pass-through entities such as accounting and law firms that fit the definition of “specified service trades or businesses.” The AICPA urged CPAs to contact lawmakers ahead of passage of the bill in the House and spoke out earlier about concerns to changes to the deductibility of state and local taxes for pass-through entities. 

“While we support portions of the legislation, we do have significant concerns regarding several provisions in the bill, including one which threatens to severely limit the deductibility of state and local tax (SALT) by certain businesses,” wrote AICPA Tax Executive Committee chair Cheri Freeh in the letter. “This outcome is contrary to the intentions of the One Big Beautiful Bill Act, which is to strengthen small businesses and enhance small business relief.”

The AICPA urged lawmakers to retain entity-level deductibility of state and local taxes for all pass-through entities, strike the contingency fee provision, allow excess business loss carryforwards to offset business and nonbusiness income, and retain the deductibility of state and local taxes for all pass-through entities.

The proposal goes beyond accounting firms. According to the IRS, “an SSTB is a trade or business involving the performance of services in the fields of health, law, accounting, actuarial science, performing arts, consulting, athletics, financial services, investing and investment management, trading or dealing in certain assets, or any trade or business where the principal asset is the reputation or skill of one or more of its employees or owners.”

The AICPA argued that SSTBs would be unfairly economically disadvantaged simply by existing as a certain type of business and the parity gap among SSTBs and non-SSTBs and C corporations would widen.

Under current tax law (and before the passage of the Tax Cuts and Jobs Act of 2017), it noted, C corporations could deduct SALT in determining their federal taxable income. Prior to the TCJA, owners of PTEs (and sole proprietorships that itemized deductions) were also allowed to deduct SALT on income earned by the PTE (or sole proprietorship). 

“However, the TCJA placed a limitation on the individual SALT deduction,” Freeh wrote. “In response, 36 states (of the 41 that have a state income tax) enacted or proposed various approaches to mitigate the individual SALT limitation by shifting the SALT liability on PTE income from the owner to the PTE. This approach restored parity among businesses and was approved by the IRS through Notice 2020-75, by allowing PTEs to deduct PTE taxes paid to domestic jurisdictions in computing the entity’s federal non-separately stated income or loss. Under this approved approach, the PTE tax does not count against partners’/owners’ individual federal SALT deduction limit. Rather, the PTE pays the SALT, and the partners/owners fully deduct the amount of their distributive share of the state taxes paid by the PTE for federal income tax purposes.”

The AICPA pointed out that C corporations enjoy a number of advantages, including an unlimited SALT deduction, a 21% corporate tax rate, a lower tax rate on dividends for owners, and the ability for owners to defer income. 

“However, many SSTBs are restricted from organizing as a C corporation, leaving them with no option to escape the harsh results of the SSTB distinction and limiting their SALT deduction,” said the letter. “In addition, non-SSTBs are entitled to an unfettered qualified business income (QBI) deduction under Internal Revenue Code section 199A, while SSTBs are subject to harsh limitations on their ability to claim a QBI deduction.”

The AICPA also believes the bill would add significant complexity and uncertainty for all pass-through entities, which would be required to perform complex calculations and analysis to determine if they are eligible for any SALT deduction. “To determine eligibility for state and local income taxes, non-SSTBs would need to perform a gross receipts calculation,” said the letter. “To determine eligibility for all other state and local taxes, pass-through entities would need to determine eligibility under the substitute payments provision (another complex set of calculations). Our laws should not discourage the formation of critical service-based businesses and, therefore, disincentivize professionals from entering such trades and businesses. Therefore, we urge Congress to allow all business entities, including SSTBs, to deduct state and local taxes paid or accrued in carrying on a trade or business.”

Tax professionals have been hearing about the problem from the Institute’s outreach campaign. 

“The AICPA was making some noise about that provision and encouraging some grassroots lobbying in the industry around that provision, given its impact on accounting firms,” said Jess LeDonne, director of tax technical at the Bonadio Group. “It did survive on the House side. It is still in there, specifically meaning the nonqualifying businesses, including SSTBs. I will wait and see if some of those efforts from industry leaders in the AICPA maybe move the needle on the Senate side.”

Contingency fees

The AICPA also objects to another provision in the bill involving contingency fees affecting the tax profession. It would allow contingency fee arrangements for all tax preparation activities, including those involving the submission of an original tax return. 

“The preparation of an original return on a contingent fee basis could be an incentive to prepare questionable returns, which would result in an open invitation to unscrupulous tax preparers to engage in fraudulent preparation activities that takes advantage of both the U.S. tax system and taxpayers,” said the AICPA. “Unknowing taxpayers would ultimately bear the cost of these fee arrangements, since they will have remitted the fee to the preparer, long before an assessment is made upon the examination of the return.”

The AICPA pointed out that contingent fee arrangements were associated with many of the abuses in the Employee Retention Credit program, in both original and amended return filings.

“Allowing contingent fee arrangements to be used in the preparation of the annual original income tax returns is an open invitation to abuse the tax system and leaves the IRS unable to sufficiently address this problem,” said the letter. “Congress should strike the contingent fee provision from the tax bill. If Congress wants to include the provision on contingency fees, we recommend that Congress provide that where contingent fees are permitted for amended returns and claims for refund, a paid return preparer is required to disclose that the return or claim is prepared under a contingent fee agreement. Disclosure of a contingent fee arrangement deters potential abuse, helps ensure the integrity of the tax preparation process, and ensures compliance with regulatory and ethical standards.”

Business loss carryforwards

The AICPA also called for allowing excess business loss carryforwards to offset business and nonbusiness income. It noted that the One Big Beautiful Bill Act amends Section 461(l)(2) of the Tax Code to provide that any excess business loss carries over as an excess business loss, rather than a net operating loss. 

“This amendment would effectively provide for a permanent disallowance of any business losses unless or until the taxpayer has other business income,” said letter. “For example, a taxpayer that sells a business and recognizes a large ordinary loss in that year would be limited in each carryover year indefinitely, during which time the taxpayer is unlikely to have any additional business income. The bill should be amended to remove this provision and to retain the treatment of excess business loss carryforwards under current law, which is that the excess business loss carries over as a net operating loss (at which point it is no longer subject to section 461(l) in the carryforward year).

AICPA supports provisions

The AICPA added that it supported a number of provisions in the bill, despite those concerns. The provisions it supports and has advocated for in the past include 

• Allow Section 529 plan funds to be used for post-secondary credential expenses;
• Provide tax relief for individuals and businesses affected by natural disasters, albeit not
permanent;
• Make permanent the QBI deduction, increase the QBI deduction percentage, and expand the QBI deduction limit phase-in range;
• Create new Section 174A for expensing of domestic research and experimental expenditures and suspend required capitalization of such expenditures;
• Retain the current increased individual Alternative Minimum Tax exemption amounts;
• Preserve the cash method of accounting for tax purposes;
• Increase the Form 1099-K reporting threshold for third-party payment platforms;
• Make permanent the paid family leave tax credit;
• Make permanent extensions of international tax rates for foreign-derived intangible income, base erosion and anti-abuse tax, and global intangible low-taxed income;
• Exclude from GILTI certain income derived from services performed in the Virgin
Islands;
• Provide greater certainty and clarity via permanent tax provisions, rather than sunset
tax provisions.

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On the move: HHM promotes former intern to partner

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KPMG anoints next management committee; Ryan forms Tariff Task Force; and more news from across the profession.

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Mid-year moves: Why placed-in-service dates matter more than ever for cost segregation planning

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In the world of depreciation planning, one small timing detail continues to fly under the radar — and it’s costing taxpayers serious money.

Most people fixate on what a property costs or how much they can write off. But the placed-in-service date — when the IRS considers a property ready and available for use — plays a crucial role in determining bonus depreciation eligibility for cost segregation studies.

And as bonus depreciation continues to phase out (or possibly bounce back), that timing has never been more important.

Why placed-in-service timing gets overlooked

The IRS defines “placed in service” as the moment a property is ready and available for its intended use.

For rentals, that means:

  • It’s available for move-in, and,
  • It’s listed or actively being shown.

But in practice, this definition gets misapplied. Some real estate owners assume the closing date is enough. Others delay listing the property until after the new year, missing key depreciation opportunities.

And that gap between intent and readiness? That’s where deductions quietly slip away.

Bonus depreciation: The clock is ticking

Under current law, bonus depreciation is tapering fast:

  • 2024: 60%
  • 2025: 40%
  • 2026: 20%
  • 2027: 0%

The difference between a property placed in service on December 31 versus January 2 can translate into tens of thousands in immediate deductions.

And just to make things more interesting — on May 9, the House Ways and Means Committee released a draft bill that would reinstate 100% bonus depreciation retroactive to Jan. 20, 2025. (The bill was passed last week by the House as part of the One Big Beautiful Bill and is now with the Senate.)

The result? Accountants now have to think in two timelines:

  • What the current rules say;
  • What Congress might say a few months from now.

It’s a tricky season to navigate — but also one where proactive advice carries real weight.

Typical scenarios where timing matters

Placed-in-service missteps don’t always show up on a tax return — but they quietly erode what could’ve been better results. Some common examples:

  • End-of-year closings where the property isn’t listed or rent-ready until January.
  • Short-term rentals delayed by renovation punch lists or permitting hang-ups.
  • Commercial buildings waiting on tenant improvements before becoming operational.

Each of these cases may involve a difference of just a few days — but that’s enough to miss a year’s bonus depreciation percentage.

Planning moves for the second half of the year

As Q3 and Q4 approach, here are a few moves worth making:

  • Confirm the service-readiness timeline with clients acquiring property in the second half of the year.
  • Educate on what “in service” really means — closing isn’t enough.
  • Create a checklist for documentation: utilities on, photos of rent-ready condition, listings or lease activity.
  • Track bonus depreciation eligibility relative to current and potential legislative shifts.

For properties acquired late in the year, encourage clients to fast-track final steps. The tax impact of being placed in service by December 31 versus January 2 is larger than most realize.

If the window closes, there’s still value

Even if a property misses bonus depreciation, cost segregation still creates long-term savings — especially for high-income earners.

Partial-year depreciation still applies, and in some cases, Form 3115 can allow for catch-up depreciation in future years. The strategy may shift, but the opportunity doesn’t disappear.

Placed-in-service dates don’t usually show up on investor spreadsheets. But they’re one of the most controllable levers in maximizing tax savings. For CPAs and advisors, helping clients navigate that timing correctly can deliver outsized results.

Because at the end of the day, smart tax planning isn’t just about what you buy — it’s about when you put it to work.

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