Accounting
Generative AI accelerating product development, increasing competitive pressure says solutions providers
Published
5 months agoon

The generative AI revolution, now several years old, has materially accelerated the software development cycle, allowing solutions providers to design, build and release new products faster than before. But this extra efficiency has not served to reduce stress but rather increase it among leaders as the widespread use of these tools has turbocharged already intense competitive pressures.
Coding
Beyond text generation, coding support has been touted as one of the primary use cases for generative AI, with several
However, there was also remarkable uniformity in saying that code generation capabilities were not the primary factor in why generative AI has sped things up. Indeed, there was a general recognition that generative AI, left to its own devices, does not produce quality code. Chris Szymansky, chief technology officer of accounting and auditing platform Fieldguide, spoke for many when discussing the quality of AI coding.
“Certain activities are not as useful yet. Like writing high quality code itself, like the code a senior engineer would write, those tools are not helping with that yet,” said Szymansky.
Rather than writing the code itself, generative AI has instead been an invaluable tool for helping engineers review, analyze and optimize their own code, identifying root causes of bugs and errors, testing and evaluating their work, and making suggestions when they’re stuck, all of which are as important as the coding itself.
“I think this drives speed into the development process, but also more importantly for us, it drives long term quality improvements into our products as well in terms of how they perform at scale,” said Joel Hron, chief technology officer for Thomson Reuters.
This, ultimately, has facilitated the prototyping process. Coming up with new products and quickly making a prototype has become much easier, as has making iterative improvements on it, according to Dan Miller, executive vice president of Sage’s ERP division.
“The greatest benefit of generative AI accelerating our product development is the rapid prototyping of new feature sets to ultimately drive the value for our users. Sage customers have always recognized the tremendous value our platforms have been able to deliver relative to cost, and this product acceleration only supports our ability to deliver the best value. By saving development times, we can gain more and more efficiencies to help our customers grow their business by delivering greater value,” he said.
Non-Coding
However, product development is more than just code. A project is built on not just the technical aspects but myriad other factors like design, user experience, market research and overall business strategy. Generative AI has had a huge impact in these areas, serving to accelerate the overall product development cycle. Leaders cited uses like summarizing progress meetings, drafting reports, and tracking key metrics and milestones. Enrico Palmerino, CEO of accounting automation solutions provider Botkeeper, spoke for many in saying it has also been valuable for analysis and research in seconds that normally would take days. These insights are then employed to improve product design.
“If we have a question and we can’t understand what is going on with our users [it can help]. I just did this in an executive meeting recently: [I asked] what is the biggest problem people are experiencing? And before, it used to be we needed someone who would look at all the tickets coming in. Now you can just ask the AI and it will be like ‘16% is this, 35% is that,'” said Palmerino.
Sage’s Miller, also mentioned analytics as an aid to development, adding that this has greatly facilitated not just prototyping for current products but ideas for future releases as well.
“From a non-code perspective, we can pipeline product development more efficiently using data from user metrics, such as product features that our users are leveraging more than anticipated and what new features they might benefit from in future releases. In other words, generative AI is facilitating market research for us in the most efficient way possible and uncovering user patterns at a rapid pace,” said Miller.
Another major non-code aspect is content development. Brian Diffin, chief technology officer for Wolters Kluwer, noted that their own products have a lot of content which needs to be drafted, edited and curated. Generative AI has significantly sped up this process, allowing them to draft materials much faster.
“Some of our products—let’s say Research for example, where we have editorial people who are finding new legislative content and then curating that content and summarizing it into more digestible language and concepts for our research products—the editors are using generative AI to help them do that and it is saving a lot of time,” said Diffin.
Jayme Fishman, chief strategy and product officer for Avalara, made a similar point, saying that content generation has been vital not only for documenting use cases “because for everything you build you need to document it,” but for content generation as well.
“We don’t have a product that does not rely on content, because we are a compliance solution and everything we do is governed by some law somewhere that needs to be translated to business logic, and using it to help in that definitely helps accelerate our ability to do more with less,” he said.
Time and money
While a project may require fewer labor hours than it did before, this has not necessarily translated into lower development costs. Diffin, from Wolters Kluwer, noted that while projects require fewer labor hours than before, there are still technology costs to consider. For one, generative AI is very compute-intensive, which can lead to higher data fees from cloud providers. It is a challenge, he said, to balance functionality with cost.
“We’re doing a lot of experiments with this, there’s so many approaches on how you implement a generative AI based piece of functionality in the software—we’re evaluating not just the large language models but what their capacities would provide and what is going to be the cost of that feature when we go into production. … We’re seeing some companies right now develop small language models to lower the cost of compute, so we’re doing a lot of experimentation now on what is the best way to release this from a feature perspective and how we can optimize cost,” said Diffin.
Hron, from Thomson Reuters, though, felt that costs, whether in terms of labor hours or technology infrastructure, is beside the point. The benefits of increased efficiency and capacity outweigh these kinds of considerations, and vendors are usually more focused on the product’s quality than the speed at which it is brought to market.
“These things are making it easier than they were before to provide more flexibility on how we deploy our resources across teams, and how we bring people to bear on new problems. I’d emphasize quality in terms of applications—not just shipping things faster but better. I think for us that is as important or even more important than speed,” said Hron.
And at any rate, even if a project does take fewer labor hours, no one is using the extra time to take a vacation. Everyone, instead, puts that saved time into more work, whether that’s adding features and refining the quality of the existing project or starting up a new one entirely.
“We’re a startup company so anything we can do to move faster and be laser focused on our customers, that is where we put our power into. If we can do that X percent times more, that is huge. So that is where we’re putting the time: more R&D, more product, shipping more product, faster dev cycles, happier customers,” said Fieldguide’s Szymansky.
So even if AI is saving people labor, it seems people are working more than ever. Botkeeper’s Palmerino noted that while AI has saved tons of hours in the product development cycle, people—including himself—have even less free time than before.
“What you will see is people going beyond, because they are trying to benchmark the new output expectations. Inherently, we tend to do more. … I’m not seeing work hours come down. They all said AI would mean we work shorter days, but you actually work longer days,” said Palmerino.
Competitive pressures
A large factor in this situation is that generative AI has greatly improved efficiency at many companies, including the competition. Consequently, competitive pressures have increased significantly since the introduction of generative AI, as everyone with these tools is developing products at an accelerated rate to the point where this pace is more or less the new baseline. Hron, from Thomson Reuters, said that as much as he’d like to be sitting on a beach sipping mai tais, the current market environment just doesn’t allow that.
“The interesting dynamic is the degree to which this technology has moved everyone forward in terms of pace, not just Thomson Reuters. The entire market can move faster, and our customers can move faster, and their appetite for more has grown as well. … If anything, I would say it is pushing us to do more, even if we can do each bit a little faster than we were before,” said Hron.
Avalara’s Fishman noted that this space has always had an “innovate or die” dynamic so the types of competitive pressures they’re facing are nothing new, but what is new is their sheer scope and scale. At this point, pretty much everyone is using AI tools, so adopting the technology can seem less about seeking advantage and more about avoiding disadvantage.
“AI really has the promise of making your solutions better, strong, faster. But that is the worst kept secret in the world. You can’t turn on the news or read an article in Accounting Today without reading about AI. Everyone’s awareness creates a dynamic where a choice as to whether or not to use AI is an illusion: there is no choice. You have to, or you will become obsolete,” he said.
Diffin, from Wolters Kluwer, pointed out that beyond incumbent competitors becoming more efficient, AI has also made it easier to launch a startup. With this technology lowering the barrier for entry in this market, there has been an explosion of niche products released at “almost a hypersonic speed because things are now easy to develop.”
“Someone, just a few programmers, can go to Azure, orchestrate a bunch of services, including OpenAI services, with just a bit of business logic and make a solution they can sell into the market,” Diffin said. Though, this may not be all bad. “We’re seeing evidence of that happening quite a bit. And of course we look at those startups as potential acquisition candidates.”
What’s a product anyway?
Botkeeper’s Palmerino noted, though, that as AI becomes increasingly intertwined with software development, the concept of a product release might start to lose its meaning. Right now, AI is still highly focused on specific applications, even if one interacts with these AI using natural language. In the future, he envisioned, AI might become advanced enough that it won’t necessarily need a discrete feature to do what users ask, it will just do it. In such a world respect, talking about a development cycle might not be as relevant to the experience of solutions providers as it is now.
Today, for example, someone might ask an AI built for insights how they can make their company more efficient, and the AI will say it found 12 financial institutions across four clients, all of which are capable of connection. Later, it might not only find those 12 financial institutions, it will prompt the user if they want the AI to connect to them now, and if so will just do it, all without a specific feature or functionality built in. It will just know how to operate the software.
“That is where AI is heading: to do full stack task completion for you, which will make it hard to understand releases. We do true releases where there is an update to the version or a very segmented or defined functionality change, but with the open-endedness of AI and the ability to do full completion of tasks, pieces will mostly be behind the scenes, I don’t think you’ll see or hear about them and, in many cases,” he said.
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Accounting
Senate unveils plan to fast-track tax cuts, debt limit hike
Published
3 hours agoon
April 2, 2025
Senate Republicans unveiled a budget blueprint designed to fast-track a renewal of President Donald Trump’s tax cuts and an increase to the nation’s borrowing limit, ahead of a planned vote on the resolution later this week.
The Senate
Republicans say they are assuming that the cost of extending the expiring 2017 Trump tax cuts will cost zero dollars.
The draft is a sign that divisions within the Senate GOP over the size and scope of spending cuts to offset tax reductions are closer to being resolved.
Lawmakers, however, have yet to face some of the most difficult decisions, including which spending to cut and which tax reductions to prioritize. That will be negotiated in the coming weeks after both chambers approve identical budget resolutions unlocking the process.
The Senate budget plan would also increase the debt ceiling by up to $5 trillion, compared with the $4 trillion hike in the House plan. Senate Republicans say they want to ensure that Congress does not need to vote on the debt ceiling again before the 2026 midterm elections.
“This budget resolution unlocks the process to permanently extend proven, pro-growth tax policy,” Senate Finance Chairman Mike Crapo, an Idaho Republican, said.
The blueprint is the latest in a multi-step legislative process for Republicans to pass a renewal of Trump’s tax cuts through Congress. The bill will renew the president’s 2017 reductions set to expire at the end of this year, which include lower rates for households and deductions for privately held businesses.
Republicans are also hoping to include additional tax measures to the bill, including raising the state and local tax deduction cap and some of Trump’s campaign pledges to eliminate taxes on certain categories of income, including tips and overtime pay.
The plan would allow for the debt ceiling hike to be vote on separately from the rest of the tax and spending package. That gives lawmakers flexibility to move more quickly on the debt ceiling piece if a federal default looms before lawmakers can agree on the tax package.
Political realities
Senate Majority Leader John Thune told reporters on Wednesday, after meeting with Trump at the White House to discuss the tax blueprint, that he’s not sure yet if he has the votes to pass the measure.
Thune in a statement said the budget has been blessed by the top Senate ruleskeeper but Democrats said that it is still vulnerable to being challenged later.
The biggest differences in the Senate budget from the competing House plan are in the directives for spending cuts, a reflection of divisions among lawmakers over reductions to benefit programs, including Medicaid and food stamps.
The Senate plan pares back a House measure that calls for at least $2 trillion in spending reductions over a decade, a massive reduction that would likely mean curbing popular entitlement programs.
The Senate GOP budget grants significantly more flexibility. It instructs key committees that oversee entitlement programs to come up with at least $4 billion in cuts. Republicans say they expect the final tax package to contain much larger curbs on spending.
The Senate budget would also allow $150 billion in new spending for the military and $175 billion for border and immigration enforcement.
If the minimum spending cuts are achieved along with the maximum tax cuts, the plan would add $5.8 trillion in new deficits over 10 years, according to the Committee for a Responsible Federal Budget.
The Senate is planning a vote on the plan in the coming days. Then it goes to the House for a vote as soon as next week. There, it could face opposition from spending hawks like South Carolina’s Ralph Norman, who are signaling they want more aggressive cuts.
House Speaker Mike Johnson can likely afford just two or three defections on the budget vote given his slim majority and unified Democratic opposition.

Financial advisors and clients worried about stock volatility and inflation can climb bond ladders to safety — but they won’t find any, if those steps lead to a place with higher taxes.
The choice of asset location for bond ladders in a client portfolio can prove so important that some wealthy customers holding them in a taxable brokerage account may wind up losing money in an inflationary period due to the payments to Uncle Sam,
“Thats going to be the No. 1 concern about, where is the optimal place to hold them,” Spranger said in an interview. “One of our primary objectives for a bond portfolio is to smooth out that volatility. … We’re trying to reduce risk with the bond portfolio, not increase risks.”
READ MORE:
The ‘peculiarly bad location’ for a bond ladder
Risk-averse planners, then, could likely predict the conclusion of the working academic paper, which was
“Few planners will be surprised to learn that locating a TIPS ladder in a taxable account leads to phantom income and excess payment of tax, with a consequent reduction in after-tax real spending power,” McQuarrie writes. “Some may be surprised to learn just how baleful that mistake in account location can be, up to and including negative payouts in the early years for high tax brackets and very high rates of inflation. In the worst cases, more is due in tax than the ladder payout provides. And many will be surprised to learn how rapidly the penalty for choosing the wrong asset location increases at higher rates of inflation — precisely the motivation for setting up a TIPS ladder in the first place. Perhaps the most surprising result of all was the discovery that excess tax payments in the early years are never made up. [Original issue discount] causes a dead loss.”
The Roth account may look like a healthy alternative, since the clients wouldn’t owe any further taxes on distributions from them in retirement. But the bond ladder would defeat the whole purpose of that vehicle, McQuarrie writes.
“Planners should recognize that a Roth account is a peculiarly bad location for a bond ladder, whether real or nominal,” he writes. “Ladders are decumulation tools designed to provide a stream of distributions, which the Roth account does not otherwise require. Locating a bond ladder in the Roth thus forfeits what some consider to be one of the most valuable features of the Roth account. If the bond ladder is the only asset in the Roth, then the Roth itself will have been liquidated as the ladder reaches its end.”
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RMD advantages
That means that the Treasury inflation-protected securities ladder will add the most value to portfolios in a tax-deferred account (TDA), which McQuarrie acknowledges is not a shocking recommendation to anyone familiar with them. On the other hand, some planners with clients who need to
“More interesting is the demonstration that the after-tax real income received from a TIPS ladder located in a TDA does not vary with the rate of inflation, in contrast to what happens in a taxable account,” McQuarrie writes. “Also of note was the ability of most TIPS ladders to handle the RMDs due, and, at higher rates of inflation, to shelter other assets from the need to take RMDs.”
The
“If TIPS yields are attractive when the ladder is set up, distributions from the ladder will typically satisfy RMDs on the ladder balance throughout the 30 years,” McQuarrie writes. “The higher the inflation experienced, the greater the surplus coverage, allowing other assets in the account to be sheltered in part from RMDs by means of the TIPS ladder payout. However, if TIPS yields are borderline unattractive at ladder set up, and if the ladder proved unnecessary because inflation fell to historically low levels, then there may be a shortfall in RMD coverage in the middle years, requiring either that TIPS bonds be sold prematurely, or that other assets in the TDA be tapped to cover the RMD.”
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The key takeaways on bond ladders
Other caveats to the strategies revolve around any possible state taxes on withdrawals or any number of client circumstances ruling out a universal recommendation. The main message of McQuarrie’s study serves as a warning against putting the ladder in a taxable brokerage account.
“Unsurprisingly, the higher the client’s tax rate, the worse the outcomes from locating a TIPS ladder in taxable when inflation rages,” he writes. “High-bracket taxpayers who accurately foresee a surge in future inflation, and take steps to defend against it, but who make the mistake of locating their TIPS ladder in taxable, can end up paying more in tax to the government than is received from the TIPS ladder during the first year or two.”
For municipal or other types of tax-exempt bonds, though, a taxable account is “the optimal place,” Spranger said. Convertible Treasury or corporate bonds show more similarity with the Treasury inflation-protected securities in that their ideal location is in a tax-deferred account, he noted.
Regardless, bonds act as a crucial core to a client’s portfolio, tamping down on the risk of volatility and sensitivity to interest rates. And the right ladder strategies yield more reliable future rates of returns for clients than a bond ETF or mutual fund, Spranger said.
“We’re strong proponents of using individual bonds, No. 1 so that we can create bond ladders, but, most importantly, for the certainty that individual bonds provide,” he said.
Accounting
Why IRS cuts may spare a unit that facilitates mortgages
Published
5 hours agoon
April 2, 2025
Loan applicants and mortgage companies often rely on an Internal Revenue Service that’s dramatically downsizing to help facilitate the lending process, but they may be in luck.
That’s because the division responsible for the main form used to allow consumers to authorize the release of income-tax information to lenders is tied to essential IRS operations.
The Income Verification Express Service could be insulated from what NMN affiliate Accounting Today has described of
“It’s unlikely that IVES will be impacted due to association within submission processing,” said Curtis Knuth, president and CEO of NCS, a consumer reporting agency. “Processing tax returns and collecting revenue is the core function and purpose of the IRS.”
Knuth is a member of the IVES participant working group, which is comprised of representatives from companies that facilitate processing of 4506-C forms used to request tax transcripts for mortgages. Those involved represent a range of company sizes and business models.
The IRS has planned to slash thousands of jobs and make billions of dollars of cuts that are still in process, some of which have been successfully challenged in court.
While the current cuts might not be a concern for processing the main form of tax transcript requests this time around, there have been past issues with it in other situations like 2019’s lengthy
President Trump recently signed a continuing funding resolution
The mortgage industry will likely have an additional option it didn’t have in 2019 if another extended deadlock on the budget emerges and impedes processing of the central tax transcript form.
“It absolutely affected closings, because you couldn’t get the transcripts. You couldn’t get anybody on the phone,” said Phil Crescenzo Jr., vice president of National One Mortgage Corp.’s Southeast division.
There is an automated, free way for consumers to release their transcripts that may still operate when there are issues with the 4506-C process, which has a $4 surcharge. However, the alternative to the 4506-C form is less straightforward and objective as it’s done outside of the mortgage process, requiring a separate logon and actions.
Some of the most recent IRS cuts have targeted technology jobs and could have an impact on systems, so it’s also worth noting that another option lenders have sometimes elected to use is to allow loans temporarily move forward when transcript access is interrupted and verified later.
There is a risk to waiting for verification or not getting it directly from the IRS, however, as government-related agencies hold mortgage lenders responsible for the accuracy of borrower income information. That risk could increase if loan performance issues become more prevalent.
Currently, tax transcripts primarily come into play for government-related loans made to contract workers, said Crescenzo.
“That’s the only receipt that you have for a self-employed client’s income to know it’s valid,” he said.
The home affordability crunch and rise of gig work like Uber driving has increased interest in these types of mortgages, he said.
Contract workers can alternatively seek financing from the private non-qualified mortgage market where bank statements could be used to verify self-employment income, but Crescenzo said that has disadvantages related to government-related loans.
“Non QM requires higher downpayments and interest rates than traditional financing,” he said.
In the next couple years, regional demand for loans based on self-employment income could rise given the federal job cuts planned broadly at public agencies, depending on the extent to which court challenges to them go through.
Those potential borrowers will find it difficult to get new mortgages until they can establish more of a track record with their new sources of income, in most cases two years from a tax filing perspective.

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