In short
How the accounting industry is changing due to COVID-era mobility and turnover, private equity roll-ups, AI/automation, and rising client expectations for strategic advisory beyond compliance; includes how firms should adapt (business model, governance, staffing, offshoring) and how AI agents may replace billable-hour economics.
Guests
Frank Longobardi, former CEO of Cone Resnick (2,700+ person NY-based CPA/advisory firm); 45 years in the profession; now retired in Jupiter, Florida, doing consulting. Ariel Homoko, co-founder and CEO of Artifact, an “agentic accounting” platform automating inbox/reconciliation/ledger posting/tax filings for accounting firms (UK and EU focus mentioned).
Key claims
PE is attracted by recurring compliance revenue, partner aging, and the need for capital for M&A/tech/AI talent; AI threatens mechanical work, so firms must shift to CFO-level advisory and risk management; successful advisory expansion requires industry-by-industry go-to-market; offshoring can elevate domestic staff if managed well; Artifact’s agents can file taxes with audit trails and human accountability, and winners will be PE-backed firms pairing with the right tech partner.
Notable examples
PE deals like Blackstone taking Citroen Cooperman (~$2B); Fund Guard ($100M), Dual Entry (~$90M), Rillett (Series B led by a16z and Iconiq); HMRC clearing Artifact as a digital filing provider; Artifact cites IRS framework gaps and SOC 2 not being sufficient.
Written by AI. May contain mistakes. Listen to the episode to check what was said.
Chapters
Tap a time to open that second in VOThe Current State of the Accounting Industry
0:28 to 1:26
Discussion on the massive size of the accounting industry and its ongoing structural changes.
“It's projected to hit about a trillion dollars by the early 2030s, and the U.S.”
Introducing Frank Longobardi
1:26 to 3:00
Introduction of Frank Longobardi and his significant experience in the accounting field.
“And it actually doesn't do you justice, Frank, to say it was a front row seat.”
Historical Context of Accounting
3:00 to 4:24
Exploration of the long history of accounting and its evolution into a regulated profession.
“And yes, the profession is going through so much change.”
Catalysts for Change in Accounting
4:24 to 5:58
Analysis of factors driving change in the accounting profession, including COVID and private equity interest.
“And I could tell you not a lot changed in the first 30 years of my career.”
Private Equity's Role in Accounting
5:58 to 7:42
Discussion on why private equity firms are investing in accounting, the drive for capital, and the aging partner population.
“And I think what they saw was a profession that was ripe for change, that there were a lot of factors that led to why private equity felt that investing in accounting firms made sense.”
The Future of Accounting Firms
7:42 to 9:48
Exploration of the future business models for accounting firms focusing on value creation and strategic services.
“So capital is now a big factor in accounting firms, and a lot of accounting firms really weren't ready to build a capital base because the only way you do that is you take it away from compensation of the partners.”
AI and Technology in Accounting
9:48 to 11:33
Discussion on the impact of AI and technology on the accounting profession and the skills required for new accountants.
“So I think they have to keep that end goal in mind.”
Private Equity's Investment Strategy
11:33 to 14:01
Insights into why private equity finds accounting firms attractive as an investment, emphasizing stable revenue streams.
“We had Fund Guard raise$100 million, some from Hamilton Lane.”
Private Equity's Impact on Accounting Firms
14:01 to 28:03
Explore how private equity is transforming the accounting industry by investing in firms and changing governance models.
“Firms are recognized you've got to pay more for talent to attract the best and the brightest.”
The Importance of Talent in Advisory Growth
28:03 to 28:47
Learn how hiring the right talent can drive growth in advisory services.
“And the last way you can help grow your advisory is to hire lateral talent, which isn't cheap.”
Show all 18 chapters
Artifact's Mission and Overview
31:10 to 33:14
Discover how Artifact automates accounting processes to enhance efficiency.
“I've known Sam for quite some time, but I think this is the first time I've properly seen you virtually.”
AI and the Accounting Inflection Point
33:14 to 34:28
Understand the transformative impact of AI on the accounting industry.
“The first question is the one that everyone who's listening and watching is thinking.”
Changing Roles in Accounting Due to AI
34:28 to 35:54
Explore how AI is shifting the roles of accountants from doers to reviewers and builders.
“And accounting has exactly that profile and almost none of the tooling.”
The Challenge of Pricing Models in Accounting
35:54 to 37:24
Examine the struggles firms face in changing pricing models from billable hours.
“It used to be a doer, now it's a reviewer, but we're actually shifting the narrative.”
AI vs. Offshoring in Accounting
37:24 to 39:47
Discuss the potential of AI to replace offshoring in accounting services.
“was unscripted brilliant amazing let's talk about a component of the manual work then the billable hour.”
Regulatory Challenges for AI in Accounting
39:47 to 42:05
Learn about the regulatory hurdles faced by AI systems in the accounting sector.
“is that what we've seen, at least in the market, they're having issues with management back and forth and unreliable data.”
The Future of Accounting: AI and Liability
42:05 to 45:53
Explore the implications of AI in accounting, including liability issues and the future landscape of the industry.
“Like an agent filing a return is procedurally equivalent to a human agent filing a return.”
Artifact's Vision and Market Potential
45:53 to 48:35
Discover Artifact's ambitions for growth and the potential for AI in the accounting market.
“That's the PE playbook for everyone listening.”
Transcript
Automatic transcript. May contain errors.0:00This is Why We Like It, a quick dive into the industries capturing our attention in the lower middle market in the United States. We're asking the questions that unlock why and where we see value in the lower middle market. I'm Sam, and each episode I'll share why a sector stands out. We're going to bring in the voices who know it best, and we'll point to where we think the future's moving.
0:25Welcome to Why We Like It. The global accounting industry is massive. It's projected to hit about a trillion dollars by the early 2030s, and the U.S. accounting portion of that generates over $140 billion annually. That serves hundreds of thousands of lower middle markets, keeping everyone on the straight and narrow. And right now, it's going through a real structural change. There's generational succession planning, there's rapid consolidation in the industry, and there's private equity capital entering the space all over the place. And that doesn't even start to hit on some of the technological changes we're seeing today.
1:08AI and automation reshaping all sorts of parts of the model and then the clients demanding far more than just that basic level of compliance. They really want a strategic partner to help them through it. There's few people in the industry who've had a better front row seat to that evolution than Frank Longobardi. And it actually doesn't do you justice, Frank, to say it was a front row seat. You were on the stage and directing the play. And Frank, during that point, was the former CEO of Cone Resnick, which is a 2 ,700 person plus CPA and advisory firm headquartered in New York. As CEO, Frank led that firm through consistent revenue and profit growth and built a one firm, one culture business with a strategic focus on innovation and diversity and prior to that and earlier on in his career which we'll talk about a little bit later today he co-founded his own firm before combining it with cone resnick so he's got that entrepreneurial blood in him that we love what makes this conversation so exciting today and i didn't think i would say that if i'm going to be honest about accounting and i don't think my accountant thought i would say that about this but it really is a hot topic.
2:25And that's that accounting firms today are facing the same pressures as the businesses they advise. By consolidation, professionalization, transformation, and the general rising expectations around leadership and culture. It's a super dynamic space and it's a space the private equity industry is fascinated in. So today, as Frank and I get down and talk all aspects of accounting, we're going to explore what durable value creation really looks like inside the professional services landscape. Welcome to Why We Like It, Frank. It's good to have you here. Sam, really happy to be here. And yes, the profession is going through so much change.
3:09It's just amazing watching it and knowing it as I do over the last 45 years. So incredible time. And where are you joining us from today, Frank? You're in Florida? Yeah, I'm in Jupiter, Florida. Retired here and play a little golf and do some consulting in my spare time. Awesome. Well, in the lead up to today, I've been doing a lot of research to look at the history. And the first thing I found was the accounting industry has been around for a century. And I thought, you know, there's no way that's true. This is one of the oldest professions. And as you look back through the annals of time, accounting records go back 5 ,000 years.
3:49You had the ancient Egyptians and Romans keeping record of taxes and spending and all the commerce. But it was basic bookkeeping. It wasn't a profession. The accounting industry as we know it today, heavily regulated, heavily compliant, and critical to the functioning of our economy has really been around for about a century. And it's had a pretty consistent model. Why do you think now is the moment where everything seems to be changing all at once? It's a great question because the accounting profession really, you know, I've been in it since 1977. And I could tell you not a lot changed in the first 30 years of my career.
4:35And, you know, what changed in the profession was a tax law change or new accounting pronouncements. But really, the way you did work, the way you serve as clients pretty much remained the same. What's happening now is that, you know, I think COVID was kind of a turning point. You know, I think COVID kind of allowed the profession to realize that we did not need bricks and mortar to do our work. and that we could have a remote staff or a partially remote staff and service clients from anywhere. And geography really became very less important because you could hire people in the Midwest to do work on clients in the Northeast.
5:22And what you're seeing is that it's really kind of made the profession a lot more mobile. The other thing that happened because of COVID is that you had what we call the great resignation, and it really forced the amount of turnover in the profession to increase dramatically. And many firms were seeing two or three times the turnover that they would normally see in a given year. I think that also is a wake-up call to the profession. And then the big change was obviously then private equity became interested in the profession. And I think what they saw was a profession that was ripe for change, that there were a lot of factors that led to why private equity felt that investing in accounting firms made sense.
6:12The biggest being recurring revenue, right? They love the recurring revenue model that accounting firms provide through their compliance work. The second thing they saw was an aging partner population. So there were a lot of partners of accounting firms that were looking for a way out. And most firms didn't value themselves very highly. And as private equity raised the stakes and increased the value of accounting firms with some of the multiples they were paying, partners now realized that they could actually get out of the profession and have a nice little retirement nest egg that maybe in the previous years wasn't going to be quite as large.
6:55The other thing I think that private equity has seen is that the capital needs of an accounting firm today are dramatically different than they were just 10 years ago. Accounting firms have to now be capital intensive. You know, the way firms operate it for years is you earned a dollar, you paid all your expenses, whatever was left, you distributed it to the partners. You know, you didn't retain anything for capital. Today, you need capital for M &A because the price of M &A has gone way up. You need capital for technology. And the cost of technology has increased significantly. And AI, so there's a lot of money that has to be invested in that.
7:41And then in your people, you know, in order to, you know, attract the best people, the amount of money that you have to pay to bring in lateral partners or senior managers has gone way up. So capital is now a big factor in accounting firms, and a lot of accounting firms really weren't ready to build a capital base because the only way you do that is you take it away from compensation of the partners. So that was another reason I think private equity looked at this as an opportunity. I think private equity also believes, and I believe as well, that there's a lot of new products in markets that CPA firms can get into.
8:21There's a lot of ancillary services that you can begin to sell as you build and expand your firm. And the last thing I think is they saw an opportunity for M &A because there's so many accounting firms out there that it's easy for a PE firm to take a$50 million CPA firm. And within five years, you can make that$150 million just through acquisition and new service lines. And so I think they saw it as a real jumpstart to leverage their investment. Frank, when you talk to partners and firm leaders across other accounting firms all around the country, what today is the single biggest thing that most of them are getting wrong about where the industry is headed?
9:09What are they worried about? I think that most of the firms are really concerned about the impact of AI and technology on the business and what it's going to do to the business. I kind of flipped that a little bit. AI and technology are just tools, right? Those are tools to make us better as a firm, to make us more efficient as a firm. But I believe what they have to really focus on, and this is really important, is what is the business model that they want to create that's going to create more value for their clients and for their people? So I think they have to keep that end goal in mind. How do we create more value for our clients?
9:55How do we create more value for our people? And if you have those two objectives and you use technology to help you do that, you know, that's the kind of business model you want to have within an accounting firm. Because I think the classic accounting firm always relied on compliance related work. And I think that's changing. And I think compliance related work might become either less profitable or maybe not grow as quickly because of AI. there's going to be a lot of work that can get done by clients, a lot of work that's going to go away, all the mechanical work that our people used to work on.
10:33And I think they've got to focus on how do you create value for the client? You know, how do we create strategic advisory, CFO level guidance? How do we interpret data? How do we design and support systems? How do we manage risk? All those things I think are going to be really important in the future CPA firm model. Now, a lot of the larger firms, let's say firms 100 million or more, they're doing a lot of those things. They've got a good C-suite. They've got either PE behind them or they've got capital behind them. And I think they're starting to look at that and how that's going to impact their business.
11:13Some of the smaller firms are probably a little bit further behind and even behind in AI adoption because it's a big investment for a 15, 20, 30 million dollar firm. Let's talk about that part for a moment, Frank, because AI is clearly coming for a lot of white collar work out there. And you've had some companies in this space raise a lot of money. We had Fund Guard raise$100 million, some from Hamilton Lane. dual entry raised i think 90 million dollars for ai enabled accounting software you had rillett which is a personal favorite i think they did a great job of marketing and had their series b led by anderson horowitz and iconic so you've got some of the world's biggest venture platforms backing ai enabled accounting firms how do you think that plays out specifically in accounting And maybe more importantly, what does that mean for someone who's thinking about entering the accounting profession today?
12:15When you look at the kids that want to come into accounting today, it's really, I think, a fascinating time. If you go back and when you hired somebody out of school, brought them into your firm, I mean, a lot of the work was very mundane, very mechanical. the reason why you always had accountants jokes, you know, I'd always have people tell me, well, you must like numbers. And I would laugh because I would say, well, it's really nothing about numbers. Numbers happen to be in the mix, but I was a psychologist to my clients. I was a confidant to my clients. We made business decisions together and we supported each other.
12:59And the numbers just happened to tell a story, but it wasn't necessarily what you really focused on. But a lot of people look at it as very mechanical. And it is when you come out of school, because the first five, six, seven years of your career, you're focused on learn the rules, apply the rules, and then bill your time. Right. That was kind of the old mentality in accounting. today i think the students coming out of college are going to come in with a whole different mindset they're going to have to be trained differently trained at the college level much differently and trained at the profession level much differently and they're going to be focused on more designing systems interpreting data advising on decisions all and they're going to do it at a much earlier age than we ever did it, you know, in the old days.
13:57I think it's going to change for the better for a lot of these young people. Firms are recognized you've got to pay more for talent to attract the best and the brightest. I think it's going to be a fun time for people entering the profession. It's a great profession, particularly if you want to get into private equity. It creates all the right levels of fundamental foundations. Let's talk about that for a moment, private equity in the accounting space. PE has poured billions of dollars into accounting firms over the last few years. And to some people that might look a little bit odd. Why are investors so interested in a time and materials industry?
14:35Tell us a little bit about why you think it's been such an interesting asset area for private equity investors. I think accounting firms have a very stable revenue stream. They have a very good recurring revenue stream. And I think private equity believes that there are a lot of other services accounting firms can offer, creating more of a one-shop stop. And I echo those feelings. I think there's more we can do as accounting firms as we build out our service lines. You know, there were a couple of things broken in the, what I would call the old CPA firm model. And the two things I think were broken that PE is going to fix.
15:21One of them is how do you get your young people excited about the profession and how do you reward them earlier in their careers as the firm grows? You know, if you looked at the old model, say I might hire you out of school. I would tell you that in 14 years or 15 years, you're going to be a partner at this firm. Maybe a fast track was 10, but there weren't many fast trackers. And then when you get the partner, Sam, and let's say now you're 37, 40 years old as a partner, in 25 years when you retire, we're going to pay you two, two and a half, three times whatever your compensation is at the date of retirement.
16:07And we're going to pay it to you over 12 years. I mean, you tell that to a college student today and they look at you like you have two heads, you know, because they have friends in private equity. They're getting bonuses in their second, third, fourth year. They're part of these deals. So I think that was broken. The second thing that's broken in the, I think, traditional accounting for a model was the governance. When you get into a big firm, say a Cohen Resnick, which now is, I think, probably over 5 ,000 people. We had a board of probably 12 people, 10 that were elected, two that were ex-officio.
16:46That board, it took a lot to get things done because you had different people on the board who have different objectives at different ages. So you could have a 40-year-old on the board that wants to light the world on fire, and you could have a 64-year-old on the board who just wants to get to retirement and doesn't want to spend money and doesn't want to make investments and, you know, wants their compensation to be the highest possible level that they can get. So you had competing objectives, and it was very hard to get decisions made. It's more political, right? You know, you've got to work behind the scenes and talk to the board members.
17:25Here's why we want to drive this initiative. It took time. And it was something I wasn't necessarily great at because I didn't come from that training. My training was, let's go. You know, if we decide to turn left, we're going left and let's keep moving. And in a big firm, it's hard to do that. There's going to be a lot of noise and you got to deal with, you know, I think at the time I was there, we had 270 partners and there was no way you're keeping 270 partners happy. I think PE is going to bring more of a corporate model to that governance. It's going to shorten the board. It's going to allow partners to do what they should be doing, which is serving clients and mentoring our people and allowing the board with the PE focus on acquisitions, new service lines, and they're going to make much quicker decisions and they're going to bring capital to the table that most of these firms didn't have.
18:19Yeah, it's interesting you say that. A couple of my friends who run either divisions or regions of the big four have said there's two reasons why these oil tankers are so hard to turn. And that's because one, there's never enough liquidity to do a big acquisition. And two, the partners can't all agree on something. And why would they? It's not a point of contention. It's the fact that you're never going to have the right number of people agree to something when you've got thousands and thousands of decisions. Unfortunately, it's the downfall of the partnership model, although the partnership model has lots of very attractive qualities.
19:01and one of the areas of indecision often i think historically in the industry has been offshoring the ability to find lower cost staff for different parts of the value chain and the workflow and it used to be something that many firms i know did quietly it was a bit of a dirty word in many firms because yeah you should be doing it's a client-facing business you should be doing it on home turf. And now it's a strategic priority and cost of resource and cost of execution is a critical part of running a successful business. How did you think about that and build a firm where it actually works? And what does that mean for your domestic teammates?
19:43Listen, offshoring actually has been around for a long time. When you look at the big four, big eight firms at the time. I mean, all of them had large offshore presence, whether it was in India or other parts of the world. So it's been around. Now, other firms started to adopt it probably in the early to mid 2000s. So it's an integral part, I think, of a global staffing strategy. You know, as you think about the supply of accountants isn't growing tremendously. So you always have to look for talent in other places. I think the time zone differences can sometimes be an advantage because you could be working 24 hours a day on a client.
20:30There's a lot of work that lends itself well to using offshore resources. And I think if it's done right, it's actually a benefit to your domestic folks. And the reason it is, is because it creates more of a pyramid allows them to operate at their highest and best use. So I think there's just, you know, a lot of opportunity for the domestic people to elevate themselves, to do more. And it's a great way to manage margins and make sure your margins are staying strong. You know, listen, I think it's here to stay. There's a lot of people that say, well, AI might take away some of that work from the folks over in India or Philippines, but I think we just got to train them better.
21:15We've got to train them how to use the AI tools and let them, you know, they're very smart. They want to learn more. So I think it's just a matter of when you have a foreign team, you've got to treat it just like any other office. And people sometimes forget that. And since our India office, the same way we have a California office, a New York office, a Florida office, It's our Indian office. And we've got to treat those people the same way. We have to give them career opportunities. And the more you do and the more you train them, they just become a full part of your team. You know, I remember we'd have India people working in financial services or affordable housing or commercial real estate.
21:57And we'd have someone in the U.S. that would kind of oversee a pod of people with the work. and they would have, you know, they'd have happy hours at the end of the day, you know, video conference, you know, where they'd be on and they'd get to really know each other. It was, you know, it was really kind of heartwarming to watch the way, you know, people integrated them in. And then we used to bring our people in probably once a quarter. We'd bring a pot of people from India into the U.S. and just work in the office. So they'd work in our California office for two weeks or three weeks in New York.
22:32And it was just such a great experience for them. And it really kind of made them feel, you know, part of the team. And that's the way you have to kind of develop those skill sets. Final question. I have to ask this question because I've seen it done so wrong through the industry. And that's where a lot of firms say they want to move up the value chain and into advisory work and try and diversify a little bit away from individual or corporate accounting and get off the hook for that. 15th of April date and most haven't done it successfully. So in your mind, what separates those firms that can make the transition into advisory work, into ancillary business lines from those that can't?
23:15Yeah. You know, the issue with advisory is that it's, it's an ocean, right? There are so many different things that come to people's mind when you say, you know, we're an advisory firm. I mean, it could mean hundreds of different things. And you have many different types of advisory services. You know, you have all your digital services. You have all your tax consulting. You have, you know, all the technology-related services, financial services, transaction advisory, bankruptcy reorganization. You have, you know, just a ton of different things. So I think to be successful, the way we did it, where I think we really made a big difference is we went to market by industry.
24:02So what we did is we obviously had an advisory team and we had a tax team, we had an insurance team, but we would get those leaders together and really start to think about what was important to commercial real estate or what was important to private equity firms or what was important to manufacturing and distribution. And they would get together and that's where we'd identify what advisory services do we need to provide in order to start to expand our advisory services into those industries. because when you were an expert in the industry and all three of those service lines, I mean, it was easy to sell.
24:49I mean, clients came to you because they knew you understood all the nuances of their industry. They don't want to pay somebody to learn that. So that's how the bigger firms are really, I think, increasing their share in, you know, in advisory. A smaller firm, it's a little harder, right? If you're a$25 million firm, you probably have some industry expertise, you know, in a couple of industries, you probably don't have a very large advisory practice. So what, what those firms need to do is to think about, pick out one or two or three services that they could consider to jumpstart an advisory practice, you know, and focus on more of a pilot program that says, okay, we're going to, we have a large real estate practice.
25:40So we're going to look at cost segregation as maybe a service line that we can provide to our real estate clients. We're going to look at becoming experts in certain real estate software. I mean, the big one used to be Yardi. I'm not sure if that's still the big one, but understanding the real estate software and how to help clients implement that and how to help clients develop dashboards and look at clean energy and all these other things. So you start small and try to build upon that because there's no, the only other way you do it is you buy advisory firms, right? You decide what type of service you want to offer.
26:24And we go out and we buy a firm that does valuations or buy a firm that does R &D credits. So we buy a firm that does some of these other service lines, technology projects, but all that costs money. I mean, these firms don't come cheap, but that's the only other way you can kind of jumpstart it. You know, when I started at Cohn Resnick as CEO, we had 50, about 50 million in revenue in our advisory practice. And, you know, one of the key pillars I had was growing advisory. And I got pushed back with some partners on the board because they felt like advisory wasn't recurring work, you know, and it wasn't like compliance.
27:06I'd look at him, I'd say, what do you mean? Yeah, look at an advisory partner. Last year, advisory partner did$3 million in revenue. This year, he did$3 million in revenue. Next year, he'll do$3 million in revenue. It's recurring. It's just not maybe the same client, but he's selling multiple projects to different clients or he's coming back with repeat clients. So they found the secret sauce on how to grow that the same way every year. And it just took a while to kind of convince partners to get away from that kind of compliance mentality of just recurring revenue day after day. But when I left, I think our advisory practice had grown to about$140 million in revenue.
27:53And I think today they got to be probably over$300 million in advisory revenue. And, you know, it's just impressive, you know, in what you can do. And it starts to snowball as you get bigger because you bring in more talent, you know. And the last way you can help grow your advisory is to hire lateral talent, which isn't cheap. You know, we'd bring in government experts from Price Waterhouse or, you know, a technology expert from Deloitte. But all these people, you know, cost a lot of money. So you have to have the capital to invest in them and you have to give them lead time to be successful.
28:31You have to support them to be successful. Well, as you say, you've got to try to do things differently to win. It's like Henry Ford said, if you always do what you've always done, you'll always get what you've always got. Thank you for spending time with us today. I enjoyed our conversation. And now I'm joined by someone at a different end of the spectrum. I'm joined by Ariel Homoko, the founder and CEO of Artifact. And we know this from the conversation we just had. The accounting profession is one of the oldest on earth. Double-entry bookkeeping was codified by a Venetian monk in 1494. And for most of the last century, that model didn't really change.
29:14And then overnight, everything changed. Private equity poured in over$200 billion of value creation across nearly 150 deals in the last five years. Deals like Blackstone taking out Citroen Cooperman for$2 billion. And 11 of the top 30 US firms now have private equity money behind them. Why is that? Well, AI is doing something to knowledge work that looks a lot like what industrial machinery did to manufacturing. And it's aimed straight at a profession that's made a very, very good living off the billable hour for a long time. So Ariel's with me today. I'm really pumped about this for many reasons.
Read the full transcript
29:57I've known about Ariel for a long time and from afar. As I mentioned, co-founder and CEO of Artifact, this rocket ship, agentic accounting platform that automates bookkeeping, reconciliation, tax filing for firms on both sides of the Atlantic. But the title and the firm don't do him justice alone. And Ariel, I'm not going to spare the blushes. I'm about to unload on your epic background. By 10 years old, Ariel was racing go-karts in Indonesia. He went on to become the three-time national champion and to race Formula Three across Asia. As a teenager in lockdown, he cold emailed 20 Cambridge professors with a research proposal and became the youngest machine learning researcher at Cambridge.
30:44It shows you the joie de vivre that he's got, the special ingredient, the X factor. This guy's not normal. I wasn't like that when I was that age, that's for sure. And he went on to JP Morgan to build internal LLMs and what's a way to build something of his own. I don't want to go into all of the intricacies of Artifact just yet because I won't do it justice. Ariel, welcome to Why We Like It. Thank you so much, guys. Thank you, Sam, for having me. I've known Sam for quite some time, but I think this is the first time I've properly seen you virtually. So yeah, excited to be here and excited to talk about everything accounting.
31:23Yeah, I've never been excited to hear someone say that until now. So there we go. And definitely not when my accountant says that. So Ariel, tell me, maybe in like 30 seconds, give us the elevator pitch. Wherever you come from, what does Artifact do? Why should people care? Amazing. Yeah. I'm Ariel Homoko, co-founder and CEO of Artifact. As you perfectly described, started off my career as a racing driver from the age of eight till 15, eventually racing Formula Three, moved to the UK by myself from a very young age because I want to get as close as possible to where math was born, which was Cambridge, became one of the youngest machine learning researcher under Stephen Hawking.
32:03We were trying to early diagnose a bunch of diseases. We eventually sold that company. I then joined JP Morgan as an AI researcher, deployed internal GPT, playing around with LLMs. And yeah, I think it was late summer 2024 when I was a potential CTO for a German-based accounting company. They were trying to market AI accounting, but it was human and spreadsheets in the background. But I just took the opportunity to really sit down next to these accountants, And I saw the frustration across mundane data entry reconciliation. And, you know, I was very, you know, bullish on agents before it was a thing.
32:42Came back to the UK, called up my best friend from JP Morgan. And yeah, I pitched him an AI accountant. We then started Artifact together. But in a nutshell, we're a system of intelligence, autonomous agents doing the actual work for accounting firms. We do everything from the inbox, reconciliation, all the way to ledger posting, tax filings. And we're here to increase client capacity without having to linearly add headcount for these firms. So that's Artifact and myself in a nutshell. Thank you. The first question is the one that everyone who's listening and watching is thinking. I've been watching Drive to Survive recently.
33:21Have you raced with anyone in Drive to Survive at the moment? Alex Albon, Landon Ors, George Russell. Yeah. that's pretty awesome love that let's talk for a minute about the profession from the outside accounting it looks sleepy you engage with your accountant once or twice a year it's not typically a process anyone likes to go through because they tell you what you own own the state but from the inside we're watching billions move legacy firms get taken private ai is starting to eat workflows that haven't changed in 30 years can you set the scene for someone who hasn't been tracking any of this?
33:57What moment told you that this industry was at an inflection point? I really started Artifact before the whole agentic wave started, right? This was before Claude Opus came out. The GPT models were still very premature, but I saw firsthand and kind of gained a unique insight in terms of what the early capabilities of agents and was able to actually execute in the early days. And I saw how that it could be translated into accounting workflows because you know i didn't plan on accounting i came for the math and i stayed for the leverage i think this is the last major white collar industry in my opinion where a percentage of point of automation changes who wins the decade and every environment i've worked in whether it's racing medical research you know equity derivatives at JPM, it rewarded the same thing, like high stakes execution with zero tolerance for error, really.
34:58And accounting has exactly that profile and almost none of the tooling. And what pulled me in is like accounting is the only place where correctly functioning AI has a direct auditable impact on a regulated financial document. It's not content, it's not chat, it's the ledger, it's the system of record, right? And that's what every business relies on in order to grow, in order to really diagnose what's happening with the business. And I just saw an early opportunity in terms of applying agentic technology or Gen AI in terms of actually performing the work and running long horizon agents. And that's what got me really excited.
35:39and I saw the potential. And now we made the correct bets and the models are just getting better and better. So we're seeing a massive, massive transformation now in terms of like how accountants are actually performing the work. It used to be a doer, now it's a reviewer, but we're actually shifting the narrative. We want them to become a builder now because we're providing them the tools and agentic ecosystem in order for them to actually build workflows for themselves. So yeah. This is a space, Ariel, that has a$900 billion TAM. Okay. If you're writing the investment committee memo and you're talking about the three big problems, fragmentation, legacy tech, and a lot of manual work and time and materials billing, where's the most leverage in the value creation plan?
36:33I think manual work is the only one that prints returns in a hold period. And fragmentation and outdated tech are real, but they're features of the market, not margin levers you can pull. I think fragmentation is a sourcing thesis. It tells you deals are available. It doesn't tell you they're profitable. You can roll up a fragmented market and end up with a fragmented cost structure. Outdated tech is like a CapEx story, right? Like ripping and replacing practice management tools barely moves the P &L until you change what humans are doing on top of them. manual work is like 40 60 percent of delivered costs at a mid-market firm take 15 points out of that and you've reclaimed the entire pe return profile without raising a single price so yeah i think like the ic memo stories fragmentation the value creation stories manual work confusing those two is how deals go sideways in my opinion that's a world-class answer and that was unscripted brilliant amazing let's talk about a component of the manual work then the billable hour.
37:37Well, it's fundamentally misaligned with a lot of things, but specifically with AI. And there's an opportunity to materially change pricing here, but how many firms have actually changed pricing? Is it just a talking point or have we seen new models emerging? Oh, the large majority of firms that we've partnered with and we've sold to successfully are those who actually shifted the pricing model from the unit-based metric of billable hours to a fixed fee pricing because they want to scale. And what most firms have done is like put advisory on the website, added a flat fee compliance product and kept running the engine on hours underneath.
38:19I think why it's really hard because like partner compensation is tied to hours, realization is tied to hours. The entire management system of a firm is built around, you know, seven and a half hour billable day, you don't change pricing without changing comp. The firms that have actually moved, I can probably count, maybe there's only five out of the top 100, are all either PE backed, founder led, or both. And it makes sense. I think the PE backed firms, you know, they have a lot of pressure in terms of like generating those insane returns over the next three to five years. The founder led firms are those who would just like very entrepreneurial for sure.
39:01So they kind of adapt to how AI is changing SaaS-based pricing, but also how the PE-based firms are also shifting their pricing. If we talk about maybe a component of the labor that's been a big part of the industry for a long time, offshoring, are we looking at a world where AI replaces the offshoring capacity or do the best firms run both parts of the equation? My thesis is that offshoring will get completely overtaken by an AI native platform because now agents are actually being able to perform the work end to end and it's completely within your control, right? I think the issue with offshoring and outsourcing is that what we've seen, at least in the market, they're having issues with management back and forth and unreliable data.
40:00And so they don't have full control and oversight over the labor that they're having to pay over in the Philippines or South Asia. But with an agentic infrastructure, you can own it in-house. And these firms are able to kind of leverage these models, leverage these agents in order to create new revenue lines that they couldn't imagine before, right? I think it creates a lot more opportunity than it did for offshoring. So I do imagine it's going to get absorbed. One of the things that I'm sure you've had to contend with is changing perception. The human psychology of AI doing human work, there's probably one thing harder than that, and that's changing the perspective of the regulator and getting to grips with the groups that govern you.
40:49And in the UK, HMRC recently cleared you as a digital filing provider. You're one of the only agentic systems I'm aware of that's authorized to file and directly deal with a tax authority. What does that mean? What did it take? And what does that then translate relate to in the US market that you guys are so focused on? Yeah, it took us months of architectural evidence and a regulator willing to look at the agentic systems on demerits. I think the US bar is a lot higher, not because the IRS is stricter, but because nobody there is underwriting regulatory risk on AI platforms yet. We've seen some examples of SOC 2, type 2 compliance issues with providers and auditors.
41:38But that in itself is just not a document that is sufficient for you to be able to kind of deploy agents to these large accounting firms. I think what HMRC cared about is like the audit trail at the action level, not the session level, tamper evident logging, a clear chain of human accountability for anything the agent files, documented low confidence escalation with measurable thresholds. And what we had to prove to them, it works, right? Like an agent filing a return is procedurally equivalent to a human agent filing a return. So same authorization, same audit service. On the US, I think, you know, IRS eFile has no concept of an agentic submitter in its current framework.
42:22And I think that's a framework problem, not a technical problem. And they're just catching up to speed. The first US deal will be won by whoever, you know, gets a big four or top 25 firm to be the human accountability umbrella over the agent. And the firm is the filer, the agent is the tool. And so, yeah, I think most PE firms I talk to aren't factoring regulatory risks into their tech thesis at all. And that's quite mispriced. And let's talk a little bit about liability. And your agents flag low confidence work for human review. And in a firm where partners carry personal liability. Who actually owns that liability when an agent posts the wrong journal entry and there's a hallucination and something goes wrong?
43:05And has that been actually tested yet in real situations? Well, today the firm owns it, full stop. The agent is a tool. The partner who signs off on the engagement carries the liability. And that's been tested in practice. And architecture makes the liability chain explicit, right? Every agent action is logged against a reviewing human with confidence scores and review status, and nothing goes out the door without an accountable human unless the firm explicitly configures auto-approval or auto-posting, for example. The work agents do independently, like intake, matching, low-confidence flagging, is below the threshold of partner sign-off anyway.
43:46Same category a junior associate handles today. So yeah, the same way we're kind of leveraging these AI tools and we hold ourselves accountable by, you know, not necessarily copy pasting a whole output before sending off to one of our colleagues without proofreading it. So yeah, they own the full liability. So five years from now, the winner of the lower middle market accounting roll-up, is it a traditional firm that got AI right? Or is it a totally AI native firm that built its way up? Ooh, I don't think it's none of the two. I think the winner is a traditional firm with a PE sponsor that picked the right tech partner within like 2025, 2026, and let the partner build inside the firm for 36 months.
44:35Traditional firms that get AI right on their own, most won't. Like getting AI right means changing com, pricing, org design, like change management and implementation. is such a big thing that keeps me up at night, honestly. And partners don't vote against their own comp structure without a sponsor forcing it, right? AI native firms that buy their way in, like they face the professional service problem, licensing, partner dynamics, client relationships don't buy cleanly. And you've seen this before, like Pilot, Digits, you know, the bench era players all tried versions of this. Botkeeper that raised 100 mil and didn't actually succeed selling into either the businesses directly or the accounting firms.
45:20I think, but the clock is shorter than people think. Capital is committed and multiples compressed by 2028. So yeah, I think the real winner would be a PE-backed lower middle market firm that takes on one tech partner deep, effectively outsourcing its CTO function and runs like 36, 48 months of discipline deployment across every engagement. And that firm will exit at a premium in like 29 and 2030 to a strategic or larger tech enabled platform fund. There you go. That's the PE playbook for everyone listening. Partner with Ariel and you're good to go. Let's talk about vision as we close out. It's clear to me that you're extraordinarily smart.
46:07It's clear that Artifact has really cornered the part of the market that it wants to own. on a happy path over the next five, 10 years, where does Artifact go? Does it expand its product set? Does it have a vision beyond accounting? Very much loaded question with acquirers in my inbox every single day. Look, I think the verticalization piece is so interesting in accounting. Like the TAM itself, it's ever-growing. I don't think investors, VCs even realize how big the TAM was now that AI is actually creating more value for advisory within these firms. If you look at the big four, like the largest component of their revenue is actually coming from advisory, right?
46:53Like consulting services. And how do we get a lower middle market firm to become that stage, to become part of a big four, whether it's also helping with PE backing, you know, but the technology is actually the glue across division, right? We want to be able to create the engine to help firms become AI native. And we're obviously going to see a lot more consolidation, but we want to become part of that, you know, revolution of turning the big four into suddenly the big 10, or maybe it's just a big one eventually. But yeah, I think once, you know, we're happy with our market rate and market penetration across the largest firms i can sail off to the sunset and you know enjoy a glass of wine i like that you're going to create the big one the big one watch out consulting firms and tell me what does that mean for the the consumer do you think you ever deliver a consumer product do you think i can send my uh my u.s accountant who I have to file incredibly expensive US taxes with an email saying, so long.
48:03He's great, but I'd love to. Absolutely. I think we always have to start with the hardest workflow and solving for the hardest workflow will translate to a lot of opportunities across touching different segments across accounting, whether it's the niche consumer side, the tax prep and tax return filing. So we're already seeing signs of this and firms are already recommending our tool to the businesses and the end clients directly, I think give it another year or two, we might have launched a consumer product for you to you, Sam. Awesome. I've never been so excited about accounting. Ariel, it's been awesome having your brain power on our show.
48:48Thank you for sparing the time amidst a crazy schedule that you have, building something that's really changing how the financial world works. Yeah. Congratulations on all you've achieved. Thanks for the time and good luck out there. Thank you so much for having me, Sam. Truly enjoyed this one. Thanks for joining why we like it. Don't miss an episode. Be sure to subscribe. Expect big perspectives, big profiles and big potential. Don't miss out.
49:23Thank you.
From the publisher
Accounting has been around for five thousand years. The modern profession has been around for one hundred. And for most of that century, almost nothing about it has actually changed.
Then in five years, it all moved at once. Over $200 billion of private equity capital across roughly 150 deals. Eleven of the top thirty US firms now PE-backed. AI absorbing workflows that hadn't been touched in a generation. The industry that quietly underwrites every business decision in the economy, being rebuilt in real time.
In this episode of Why We Like It, Sam Tidswell-Norrish sits down with two people on opposite ends of the same grid.
Frank Longobardi spent forty-five years inside the profession, the last of them as CEO of CohnReznick. He explains what private equity actually saw that the partners didn't - the capital problem, the governance trap, and the moment a generation of partners realized their equity was worth multiples of what they'd been told.
Ariel Harmoko is the co-founder and CEO of Artifact, the agentic AI platform now cleared by HMRC to file tax returns directly with the regulator. A former Formula 3 driver and Cambridge machine learning researcher, he delivers one of the sharpest unscripted answers we've had on the show - on where the $900 billion value-creation story actually lives, and who really wins the next decade.
Two generations. Two vantage points. One profession being re-engineered in real time.




