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Responsible AI in accounting: Addressing firms’ top 5 concerns

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Generative artificial intelligence is making inroads into the accounting industry, promising to greatly increase efficiency and productivity while offering real-time, deep insights that help improve performance. As firms deal with labor shortages and expand their services amid elevated client expectations, they are avidly exploring AI’s possibilities.

AI doesn’t come without caveats, particularly for accounting firms that work with highly sensitive personal and financial information of their clients. Although Gen AI’s potential benefits are considerable, firms should proceed cautiously and understand its impact on business.

For all of its potential, AI may not immediately solve all of the industry’s challenges. As the initial excitement subsides, it’s critical that IT teams ensure that any AI initiatives align with the objectives of their stakeholders — including the firm itself, clients and regulatory bodies. 

The steps to implementing responsible AI

Building a responsible AI strategy starts with a clear understanding of the specific problems or opportunities the firm aims to address with AI, coupled with a commitment to educating leadership and employees on what AI can and cannot achieve. This foundation ensures AI is implemented and used thoughtfully, with resources aligned to deliver maximum impact. 

Accounting firms also need a strong data and analytics strategy to ensure their data is well-structured before implementing AI. Structured data is the backbone of responsible AI, enabling faster, more accurate insights and transforming data into a powerful decision-making tool. Without it, AI risks stumbling on inconsistencies and poor-quality data, leading to misguided outcomes and wasted resources. In short, well-structured data unlocks AI’s full potential.

Once these fundamentals are in place, firms can assess their current maturity and readiness for AI implementation. Using a Capability Maturity Model specific to knowledge work automation provides a structured framework for this purpose, helping firms evaluate their competencies across five key considerations when adopting new technologies:

  • Information strategy;
  • Governance/resourcing;
  • Technology/IT infrastructure;
  • Level of automation; and.
  • End-user capabilities.

By using the model, firms can identify their capability levels in each category, ranging from beginner to advanced. For example, in the area of information strategy, a firm with minimal IT and business alignment may be considered a beginner, whereas one with integrated alignment across IT, business and executive functions may be classified as more advanced.

Responsible AI will prioritize safety, transparency and trustworthiness. Firms need to strike a delicate balance between innovation and security, which first requires a thorough evaluation of data connectivity, curation, and confidentiality. 

To properly incorporate responsible AI, there are five essential areas accounting firms should consider:

Protecting client privacy

Because safeguarding client information is the foundation of building trust with clients, privacy protections must be a top priority when accounting firms add solutions to their tech stack or develop new tools.

Firms can ensure they meet client expectations of confidentiality by practicing techniques like data minimization, ensuring firms handle the least amount of information required for a specific purpose. That can reduce the risk of data breaches, privacy violations and misuse.

Firms should also never share client information on public platforms like ChatGPT, which are vulnerable to cybersecurity threats that the firm has no control over.

Guarding against bias

An AI model trains by analyzing enormous volumes of data and applying what it learns to perform its tasks. Data scientists and developers need to be wary of the information they use to train and create AI algorithms. If biases exist in the training data, those biases will be replicated in the AI model’s work and generate unrelated or incorrect information. 

For example, a model may be trained to scrutinize a particular account that has a history of misstatements while overlooking new accounts in the current year. Or it may apply a biased risk profile to particular groups of clients based on historical data rather than client-specific information. IT teams should scrutinize inputs and outputs regularly to detect biased results.

Promoting trust through transparency

AI’s performance should not be a mystery; the models used by accounting firms should be simple, auditable and explainable. Explainable AI methods and tools can show how AI arrives at its decisions, allowing humans to understand the outcomes or identify and address potential issues. Establishing this level of transparency will help foster and demonstrate trust and respect with customers, users, and stakeholders.

Enforcing accountability

Better transparency enables better accountability. A user or group of users — which can include developers, deployers and even end users — should be assigned to regularly monitor and audit the firm’s AI models. They should be able to explain the rationale behind the AI’s outputs and perform updates or make adjustments to correct issues or errors. 

Redefining roles

The truth is that AI isn’t going to replace accountants, but it will redefine their roles. AI has the power to transform the way accountants work, freeing employees from mundane tasks to drive growth. Accountants need to grasp the power of pairing their expertise with AI and learn to work with it to improve performance and efficiency.

AI will need accountants to provide extensive monitoring and oversight. But by taking over a lot of routine tasks that accountants spend time on now, AI will allow them to focus on more complex high-level initiatives. In the process, AI will help alleviate the labor shortage and could improve firm retention.

Future-forward accounting firms can reap immense benefits from GenAI as they embark on their digital transformation journey. However, they need to ensure they protect privacy and security. Implementing AI within a capable knowledge work automation framework can, for example, help ensure that data remains confidential, stays within internal system boundaries and that employees have access only to the data they need.

Making sure AI models are trained on complete, bias-free data. Having accountants monitor AI’s outputs can maintain transparency and ensure efficient, effective use of the technology. AI is part of the path forward for the industry, but firms need to be sure they step carefully.

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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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Accounting

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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