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Study finds the more efficient the AI, the more complex its implementation

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The efficient way for accounting firms to integrate generative AI into their workflow is through robotic process automation that interfaces directly with the model’s application programming interface, though this method also requires the most expertise to implement and maintain.

This is the conclusion of a recent paper published in the American Accounting Association’s Journal of Emerging Technologies in Accounting, authored by Rutgers University professors  Huaxia Li and Miklos A. Vasarhelyi. The paper presented a general analysis of how accounting firms deploy large language models (e.g. ChatGPT, Claude, Gemini, etc.), and the pros and cons of each approach. Overall, it appears that more complex tasks are best performed by more complex deployment methods, which tend to be more difficult to use. Conversely, simpler deployments are better suited to simpler tasks but are much less efficient.

The paper specifically named four different ways firms deploy generative AI. 

The most straightforward way to do so is through a user interface with visual and interactive elements–picture ChatGPT’s web interface as an example. The paper said this method is most accessible for accounting researchers and practitioners seeking to implement LLMs, as it simply requires an internet-connected computer. It is also the cheapest in terms of access cost. At the same time, it is the least scalable and customizable of all the options and the slowest as well due to token limitations. This in mind, the study’s authors said this method is best used for client engagement and consultation, basic financial analysis and reporting and basic compliance checking. 

The second is through connecting to the model directly via an API, a type of software interface enabling computer programs to communicate with each other, enabling direct passage of data. Firms can leverage an API to establish connections between their local applications/systems and the LLM service, enabling data interaction between them. This API approach can be integrated into existing workflows without significantly altering their structure, is well suited for scalable processing and allows for a greater degree of parameter setting and customization. At the same time, deployment is more complex, requiring skilled personnel to pull it off. Another limitation is the potential incompatibility of the existing workflow with API connections. The authors said some accounting tasks that benefit most from the API approach include basic financial data extraction, transaction classification and verification, and basic fraud detection. 

The third is using RPA to interact directly with a traditional user interface. This allows for batch querying that the user interface method alone cannot accommodate, and is easier to integrate than the API method alone as RPA can mimic human interactions and so even if the existing system does not support underlying programming-level interaction, RPA can still connect it with the model’s user interface to enable automatic querying. Additionally, the UI-RPA method can also be combined with manual efforts that require human judgment. However, the setup is even more complex than the API method alone, and the maintenance process will also require skilled personnel who can update the bots based on changes in the user interface and the working process. Further, not every system integrates with RPA, and introducing new software might create additional privacy and cybersecurity issues, especially for accounting tasks. The authors said UI-RPA is suitable for accounting tasks such as expense management and auditing, asset management and depreciation scheduling, and budgeting and forecasting that require interaction between LLM and local systems.

The fourth is using RPA to interact with the API connected to the large language model. This is the most in-depth integration a firm could have with existing workflows, and the paper said this method maximizes the efficiency of implementing LLMs in the accounting domain. It is more efficient than even the RPA to user interface method as RPA enables the process to robotically collect raw data from existing systems by recognizing graphical-level elements and inputting them into the LLM via the API to achieve efficient queries. After the LLM’s processing, the bot can automatically retrieve the output and transmit it back to the internal systems. However, this method has all the same problems of the RPA to user interface method, but is even more difficult to set up and maintain. In general, the authors said the best use for this method is systematic financial data extraction and analysis, regulatory compliance and reporting, and trail analysis and fraud detection.

The paper found this method is the most efficient in terms of the time it takes to extract 500 unstructured financial statements. The User Interface method alone took 1,800 minutes; the API method alone took 142 minutes; the combination of user interface plus RPA took 67 minutes; and the API plus RPA approach took 42 minutes. 

In terms of pure access costs, processing those 500 financial statements was just 83 cents through either the user interface or user interface plus RPA method versus $18 for the API and API plus RPA methods. However, given the time it takes to perform this task, the pure user interface method wound up being most expensive, as researchers added $52 in labor costs to those 83 cents. The API method alone, when accounting for labor costs, was the second most expensive, as the $18 access cost was combined with $31.25 in labor costs. 

All this in mind, the researchers concluded that the API plus RPA method was the most efficient in terms of both time and money. 

“The study finds that currently, the API-RPA is the most efficient method for large-scale accounting tasks. On the other hand, the API and API-RPA approaches are the most expensive methods to apply under the current price rate of GPT4 API,” said the paper. 

However, researchers warned that the discussions of each method are based on the current level of technological development and cost. 

“Some limitations might be overcome in the future with the adoption of new models. Additionally, the costs associated with each approach might change based on computing costs and market demand. Further research is needed to discuss additional application methods and cost-benefit models based on future developments of LLMs,” said the paper. 

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Accounting

The Importance of Backing Up Bookkeeping Data

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Importance of Backing Up Bookkeeping Data

Protecting Your Business’s Financial Lifeline

In today’s digital business environment, backing up bookkeeping data is not just a good practice—it’s a critical part of financial management. Your financial records are among your company’s most valuable assets. Losing them can lead to serious consequences, from lost revenue and legal penalties to a complete breakdown of operations. Whether you’re a small business owner or a large enterprise, understanding the importance of data backup in bookkeeping can save you from irreversible damage.

Why Financial Data Backup Matters

Financial data backup is essential because data loss can happen at any time. It can come from hardware failures, cyberattacks, software crashes, natural disasters, or even simple human mistakes. One accidental deletion or system crash could wipe out years of financial records, including invoices, receipts, tax filings, payroll data, and customer information. Without a solid backup plan, restoring that information can be impossible, leading to compliance violations and major setbacks.

Business Continuity and Bookkeeping Reliability

One of the main goals of any data backup strategy is business continuity. When your financial information is backed up and easily restorable, your business can continue to function even after an unexpected event. This minimizes downtime and ensures your bookkeeping stays accurate and up to date. Whether you face a cyberattack or a flood, a reliable backup ensures you can access your critical financial records and get back on track quickly.

Follow the 3-2-1 Backup Rule

A best practice for data backup is the 3-2-1 rule, which stands for:

  • 3 copies of your data (one primary and two backups)
  • 2 different types of media (for example, a computer hard drive and an external USB drive)
  • 1 copy stored off-site, such as in a secure cloud-based system

This approach protects your financial data from all types of risks, including physical theft or natural disasters that could destroy all on-site backups.

Use Cloud Backup Solutions

Modern cloud accounting software like QuickBooks Online, Xero, and FreshBooks often include automatic data backup features. These platforms store your information in secure, off-site servers and regularly update your data in real time. While this offers a great layer of protection, businesses should still maintain independent backups—either through cloud storage providers like Google Drive or Dropbox or through physical external drives.

Automate Your Backup Schedule

To avoid the risk of forgetting manual backups, it’s smart to set up automated backup schedules. Most businesses benefit from:

  • Daily incremental backups (to capture changes made each day)
  • Weekly full backups (to maintain a complete and up-to-date copy)

Additionally, consider making extra backups after major financial activities, such as closing the month or completing annual reports. This ensures that your most important financial data is stored securely at critical checkpoints.

Test Your Backup Systems Regularly

Backing up your data is only half the job. The other half is making sure you can successfully restore it when needed. Many businesses make the mistake of assuming their backup systems work, only to discover too late that their files are corrupted or inaccessible. Set a quarterly schedule to test your backup restoration process. Restore files in a test environment and make sure they are complete, accurate, and usable.

Keep Backup Data Secure

Your financial data contains sensitive business information, including banking details, employee records, and customer data. This means your backup system must be just as secure as your main systems. Use strong encryption, require password protection, and enable multi-factor authentication (MFA) on your cloud accounts. Make sure that only authorized personnel have access to backup files, and regularly audit access permissions.

Store Physical Backups Off-Site

If you use external hard drives or USB devices for backup, store at least one copy off-site. Keeping all backups in the same location exposes your data to risks like fires, floods, or theft. Consider storing a copy at a trusted partner’s office, a secure storage facility, or even using a backup vaulting service.

Stay Compliant with Legal and Tax Requirements

In many industries, financial records must be retained for several years to meet legal and tax obligations. Failing to back up your bookkeeping data can result in penalties during audits or investigations. Keeping reliable backups helps you meet these requirements, providing a digital paper trail of your financial activities.

Make Backup Part of Your Financial Strategy

Treat your bookkeeping backup system as an essential part of your business strategy. It’s not just about preventing disaster—it’s about preserving your financial history, supporting compliance, and keeping your business running smoothly. Regular data backups give you peace of mind and a safety net to fall back on when the unexpected happens.

Conclusion: Backup for Long-Term Success

Backing up your bookkeeping data is one of the smartest moves you can make to protect your business. With cyber threats rising and unexpected issues always a possibility, a strong data backup system ensures your financial records are always safe, accessible, and intact. By following best practices like the 3-2-1 rule, automating schedules, securing your data, and regularly testing your system, you build a reliable foundation for your financial operations. Make data backup a non-negotiable part of your bookkeeping routine, and you’ll be well-prepared for whatever challenges come your way.

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Accounting

13 firms combine to form Sorren

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Thirteen accounting firms have united to form Sorren, a national firm backed by private equity firm DFW Capital Partners that will have over a thousand employees and 20 offices across the country.

Operating in an alternative practice structure as Sorren CPAs PC for attest services and Sorren Inc. for business advisory and non-attest services, the combined firms have 85 partners and approximately $170 million in revenue, with plans to add more firms going forwards.

Many of the founding firms met as members of the BDO Alliance, and their leaders had gotten to know one another as attendees at alliance meetings and managing partner roundtables, according to Josh Tyree, the president of Sorren, who was previously president of Harris CPAs, an Idaho-based firm that was the first of the group to go the PE route, signing up with DFW in January 2024.

Sorren's headquarters in Boise, Idaho

Sorren’s headquarters in Boise, Idaho

“Harris had started looking at that process with DFW for a good chunk of 2023,” Tyree recalled, “and I remember we were having a managing partner roundtable meeting in Nashville that year in the fall, and they were all there and I raised my hand after two hours of talking about PE and I said, ‘Hey guys, I think I’m going to jump in feet first and you guys should all come and join us.'”

And they did — with individual firms joining up with DFW over the course of 2024, and a large group in January 2025.

“There was a level of comfort,” he explained. “We knew all of our firms and our people and what we do and how we do it because we’d shared so much information over the years.”

Apart from Harris, the other firms currently comprising Sorren are:

  • Acuity (Georgia);
  • Aycock & Co. (Texas);
  • Capital Nomics Valuations (California);
  • Chigbrow Ryan Murata (Idaho);
  • Hoerber Tillman & Co. (Florida);
  • JRJBF (Illinois);
  • KDP Advisors (Oregon);
  • KMA Advisors (Wisconsin);
  • Pisenti & Brinker (California);
  • Roeser Accountancy (California).
  • SBF Advisors (Florida);
  • Stockman Kast Ryan & Co. (Colorado).

Allan Koltin, CEO of Koltin Consulting Group, said in a statement, “What makes Sorren stand out is the way these firms came together — with intention, shared values, and a commitment to staying deeply connected to their local markets. This group didn’t just merge for size; they united around a common purpose. It’s a blueprint for how innovative firms can grow, while staying true to who they are.”

Tyree-Josh-Sorren

Josh Tyree

The firms all have a strong focus on small and middle-market businesses and nonprofits that want a local firm feel and relationship, even if they need services across the country. As it adds new firms, Sorren will prioritizing those that are a fit with their current culture.

“If we go into another region, we want to start with leadership and good people; we’re not just randomly going out to try and find any firm that meets [a client need],” Tyree explained. “It really has to fit our culture and it has to have a leader in that area for us to go into that services.”

He also made the point that Sorren is still very much a work in progress — relying on current firm expertise to build national practices in tax, assurance, CAS and advisory.

“One goal when we originally started was we wanted to get to enough mass size that we could really start to build this by using leadership from and talent from all the firms that came on board,” Tyree said.

“It’s going to be super fun, but it’s a lot of work,” he added. “If all you’re looking to do is do a rollup or something like that, that’s probably not our style. We’re trying to create this for our type of client and our type of cultures. And we think there’s a little void there where we can do it.”

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Accounting

Trump’s ex-IRS commissioner pushes back on Harvard tax attack

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Donald Trump’s promise to strip Harvard University of its tax-exempt status prompted criticism Friday from a former Internal Revenue Service commissioner in the president’s first term, who said the process would take years and need a judge’s approval. 

“The IRS will not allow itself to be weaponized,” former IRS Commissioner Charles Rettig said in an emailed statement to Bloomberg News. Rettig, who oversaw the agency from 2018 to 2022, was asked to respond to Trump’s social media post early Friday that said: “We are going to be taking away Harvard’s Tax Exempt Status. It’s what they deserve!” 

Trump made the announcement after weeks of threatening a change to the school’s tax-exempt treatment, stepping up his attack on the Ivy League school.

Federal criminal law bars President Trump or the vice president from ordering the IRS to punish his political opponents or reward his allies. Rettig said the Treasury Department’s Inspector General for Tax Administration “closely monitors and investigates efforts to possibly influence IRS operations.”

The IRS cannot take any action on an organization’s tax-exempt status “without conducting an appropriate examination that would provide relevant information objectively supporting such an action,” Rettig said. “The IRS does not and should not conduct a ‘fishing expedition’ designed to hopefully uncover a relevant issue.” 

Organizations also have administrative and judicial appeal rights that can take years to resolve before a federal judge approves a change in tax-exempt status, he said. “Throughout that process, there are many opportunities for resolution that would not result in the removal of the tax-exempt status of an organization,” he wrote. 

Trump’s fight with Harvard escalated after it rejected his administration’s demands to reform campus policies to combat antisemitism and promote viewpoint diversity. The administration has frozen $2.2 billion in funding that supported projects including ALS and tuberculosis research. 

On April 21, Harvard sued the U.S., claiming the funding freeze violated its free speech rights, and the government cannot dictate what it teaches, who it hires, and which students it admits. 

In Trump’s second term, four people have held the IRS commissioner’s job on an acting basis.

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