Why Beacon Created an AI Committee for M&A—and What They're Testing Next (Part 2) with Harrison Thomas

10 Jul 2025 · 44 min

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In short

M&A Science Podcast Episode Notes: Why Beacon Created an AI Committee for M&A—and What They're Testing Next (Part 2) with Harrison Thomas

Episode Overview In this episode, Kison Patel interviews Harrison Thomas, the Chief Growth Officer at Beacon Specialized Living Services, Inc. They discuss how Beacon is operationalizing M&A in the healthcare space, including their innovative approaches to due diligence, integration, and the challenges of acquiring nonprofit organizations.

Key Takeaways

  • Operationalizing M&A:
  • Beacon has reduced their M&A request list by over 65%.
  • Integration processes begin before deals are finalized.
  • Third parties are required to utilize Beacon's DealRoom platform.
  • AI and Technology in M&A:
  • Beacon is developing an AI roadmap to enhance efficiency and reduce manual processes.
  • The integration of a centralized M&A system across CRM, diligence, and integration is crucial.
  • Challenges in Nonprofit Acquisitions:
  • Nonprofits face unique hurdles in compliance and valuation.
  • The importance of aligning management and board support in such acquisitions.

Episode Chapters

  • [00:02:30] Using third-party compliance audits in diligence
  • [00:06:00] Evolution of the deal process from relationship-building to close
  • [00:12:00] Reduction of diligence requests from 474 to 147 using DealRoom
  • [00:14:00] Accountability for internal teams and sellers
  • [00:21:00] Transitioning from siloed M&A to a unified integration strategy
  • [00:26:00] Running diligence and integration in parallel
  • [00:29:30] Addressing valuation risks of integration backlog
  • [00:35:00] Centralizing the full M&A lifecycle
  • [00:41:00] Approaches to acquiring nonprofit organizations

Detailed Discussion Points

  1. Centralized M&A System
  2. Harrison emphasizes the need for a centralized approach to manage the M&A lifecycle, integrating CRM, diligence, and integration tasks into one platform:
  3. This reduces the burden on sellers and facilitates smoother processes.
  4. It allows for better visibility and accountability, tracking engagement with the DealRoom system.
  1. Embedding Integration Planning
  2. Beacon begins integration planning before closing deals to mitigate risks associated with post-acquisition integration:
  3. Early involvement of integration teams is crucial for effective knowledge transfer and operational continuity.
  4. Concerns about "deal fatigue" are acknowledged, emphasizing the importance of keeping sellers engaged throughout the transaction process.
  1. Nonprofit Acquisition Challenges
  2. Acquiring nonprofits requires careful navigation of:
  3. Management alignment and board approval.
  4. Regulatory scrutiny post-transaction, including evaluations from state authorities.
  5. Ensuring that the mission of the nonprofit aligns with Beacon’s operational goals.
  1. Technology Utilization
  2. Harrison discusses the role of AI in streamlining M&A processes:
  3. Initial forays into AI included contract extraction, with future plans for more advanced tools.
  4. The potential for AI to replicate key decision-making processes is emphasized, transforming how diligence and integration tasks are approached.

Conclusion Harrison Thomas provides valuable insights into the complexities of M&A within the healthcare sector, highlighting the need for innovative solutions, technology integration, and strategic planning. The episode underscores the changing landscape of M&A, particularly in how organizations like Beacon navigate mergers, particularly with nonprofits, and embrace technological advancements like AI to enhance operational efficiency.

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Additional Resources

  • For more insights and practical advice on M&A processes, visit [mascience.com](https://mascience.com/podcast) for access to over 300 episodes of M&A Science.
  • Explore the capabilities of DealRoom, the leading M&A optimization platform, at [dealroom.net](https://dealroom.net).

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Transcript

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0:00This episode is sponsored by Dealroom, the only M &A platform designed for buyer led M &A. Most M &A tools were built for sellers or bankers But if you're in corporate development Doing two or more deals a year You need something built for how you work Dealroom is purpose-built for the buy side From pipeline through diligence It gives you centralized control over every deal Clear visibility into tasks, timelines, and ownership And reduces manual work with bulk updates and templated rooms And when your process lives in one place you're not reacting to the seller, you're driving the deal. And that's buyer led M &A.

0:42Whether you're looking to speed up diligence, keep integration on track, or just cut down on chaotic email threads, Dealroom gives you the structure to scale. Go to dealroom.net or hit the link in the episode description and check it out. Here's to the deal.

1:00I'm Kisan Patel and you're listening to M &A Science, where we talk with deal professionals and learn valuable lessons from their experience. This podcast focuses on stories, strategies, and what actually happened during M &A deals.

1:24Hello and welcome to the M &A Science Podcast. This podcast is part of a mission to rethink how M &A is done. The old school seller-led approach, it's dead. Fire-led M &A is all about strategy, alignment, and efficiency. And let's be real, it's not just about closing the deal. It's about making it successful. We uncover what truly works in M &A by learning directly from the best. I'm your host, Kisan Patel, founder and CEO of Dealroom and chief scientist here at M &A Science. This episode is part two of our conversation from last episode. If you missed part one, I recommend giving that a listen first.

2:04Today's guest is Harrison Thomas, chief growth officer at Beacon Specialized Living Services. Harrison leads growth in M &A in one of the most operationally complex corners of healthcare, home, and community-based services. From acquiring unsophisticated mom-and-pop providers to navigating high-touch integrations across fragmented state systems, Harrison brings a nuanced boots-on-the-ground perspective on what it really takes to scale in this sector. In this interview, we're going to talk about the unique challenges of M &A in a highly regulated Medicaid funded healthcare service and learn how to approach due diligence and mom and pop businesses with hidden liabilities.

2:48Let's pick it up right where we left off. What we already talked to with just the nuances of the business and liabilities itself, and then adding that all these states operate completely different. And yeah, I need to understand that regulatory environment and figured it out. Yep. Sounds like a lot of fun. It can be fun. As you progress, you're getting more people involved. You got third parties outside of like Q of E, what other third parties are you leaning on? We have a really good legal partner that does most of our transaction work for us and has been working with us for over eight years now at Kilpatrick Townsend and that team is great.

3:20They actually know enough about our business to almost be my headlights before I ever get there and finding that stuff that's going to be the deal breakers. We also have started working on chart reviews. So in healthcare, chart reviews are very commonplace practice. That is not as much of an issue in the way we do what we do because our billing is typically with the states under the auspices of their Medicaid program, the HCBS programs. And if the cash is coming in the door, they'll do audits on the documentation associated with billing. And because of that, there can sometimes, when we do spot checks and chart reviews, we can find some stuff that's maybe not right on the billing side.

4:03But a lot of times that chart team is going to do kind of a compliance audit for us to make sure they're addressing the OIG compliance standards and some quality issues. So there's certain quality metrics that are somewhat standard in our space and we'll have them look into that as a third party because inherently I want to get deals done. My team wants to see the business grow, but we need that third party check to really validate that what we think we're seeing is accurate. How are you managing the process? Like visibility into diligence, historical conversations, decisions, documentation? Our process really kicks off.

4:37Usually it's that build a relationship first. We have to win people over. Even though we're closed a lot less deals that we're sourcing, we're seeing a lot more deals that we're sourcing. You end up walking into kind of a cold space of building that relationship from the get-go of somebody that may not even realize they're wanting to sell at this time. So that's really the first step is convincing people to even share their diligence with you, to even sign an NDA to get that information shared with you. So once we've kind of gone through cursory diligence, we try to get people comfortable with what is on the table.

5:07So we get to an IOI, indication of interest, before we ever get to an LOI. And that indication of interest at least to say, hey, what are the dollars we're talking about? What are the general deal terms we're talking about? If we can get someone through a signed IOI, at that point, we kick off the formal deal room process. We actually will start a room for transaction. And what we've spent a lot of time on our side is trying to squeeze down the number of questions that we ask people in core diligence. And when we originally built out Dell Room, I think we had 474 unique requests. I think our core request list is now down to 147 requests.

5:44I sneakily slide in some Excel documents with additional questions in there so that it's not overwhelming to them. So they can kind of go through a questionnaire. But we put everything into Dell Room and the beauty of the platform for me, and again, I'm not selling it for other people, but I'm a huge advocate because combining the data request with the data allows us to, frankly, just ramp people in our process much more effectively. And I always tell people, I want to have the history of all requested information and all the answers from the seller in one spot. So sellers aren't answering the QOV team, answering the legal team, answering my accounting team.

6:22There's lots of people that ask the same question. So that's how we use the platform. So your third parties are actually putting all their requests. I require all of our third parties to work through deal room. If they don't work in deal room, they're not allowed to use an outside data room. Their request lists have to actually reside inside a deal room because I want everyone to be able to reference that. Because so much of this is me managing the mom and pop. You have full oversight of all the third parties. Who's doing what? When people tell me that they haven't had time to get through something, I can go and see very quickly how much time do they spend in deal room?

6:51How many items that they look at? I try not to weaponize that information, but I also don't let people pull stuff over on me if they're not doing their job. Yeah, it's interesting. I've used it for some of that tracking, but not to that extent. It honestly holds my internal team accountable. When we bring new functional leaders in our company into the process, we go, hey, just so you know, we can see when you're looking at documents or not. We've had people say, oh yeah, we've been in there. I've been looking at deal room and I can pull up and see person by person. You've spent all of 37 seconds in the platform.

7:21And since all of the content resides there and I want all of the communication to be captured there, the back and forth of answering from sellers, if people aren't in the platform, I know they're not engaging in the process. So single source of truth or place to run your whole process. What about the experience for the seller? Like how does it impact that? What's interesting about that is the sellers don't know how good they have it because these are people that own their own company. This is all they've ever done. When they get into a sales process, I don't care how good you make it for them.

7:52It's a huge burden to them. It's a million questions. And very often I've got sellers who they don't even have an accountant. They don't have an HR person. So they're answering every single question. I know that deal fatigue can run people away from a transaction. And I'm always being cognizant of keeping them engaged, keeping them engaged. And our CEO and I talk about often, we try to get people over the valley of selling the business. Once they've signed the IOI, that's the first hurdle that they've committed to it. But once they've gotten to a certain point in diligence, they've just got to push through it.

8:27They got to push through it. They got to push through it. What I have seen positive feedback, we work with brokers who work with a lot of other people that do deals in our space. And all of those brokers commend us and give us a lot of credit because they go, your deal process is tight. We know that you're keeping a lot of the burden off of our seller. But don't they want to use their system? These makers always want to use the old school data room. I tell them, no, it's just a point blank. If you're going to sell the business to us, you're going to put the data in our data room. And once we sell them on why, look, all of your requests are going to be here.

9:01They get to answer the question once. They get to work through the process once. I've not had any pushback once we've done that. The only time I ever had pushback was that when Beacon, when we actually went to recap the last time and we had big investment bankers representing us out in the market. I took their team through Dealroom and I actually built a Dealroom for us on the sell side. I said, here's all the questions you're going to want to answer. And if the buyers want to ask us additional stuff, feel free to. But rather than us just upload data into a data room. And it was funny because the managing partner said, this is so much better than us going and using third party X, but we still have to go do that.

9:40And oh, by the way, you still got to spend stupid amount of money, crazy amount of money to use that platform as the seller. And it just, it was a very frustrating process, but yeah, they're stuck in their ways because it's just one day. We're going to dismount that. I would love it. A warning shot to all the bankers out there. I'm coming for you. Yeah, exactly. In that situation, bankers, brokers, you're getting them to use it. But what about, is it a competitive situation? I was wondering if there's like a point in time when you're like, okay, we're signed and now we're going to go use it. That's right.

10:09So prior to us being able to sign the IOI, we're engaged in their process. When you say IOI, it is IOI and then you go to purchase agreement. It's not IOI, LOI, then purchase agreement. IOI is the LOI. Yeah, touchy subject here. I smile because our board, they're very focused on making sure we keep a positive relationship in the marketplace. Because of that, the LOI is a hurdle that requires additional approvals by people at the board level and our capital partner level. And I can use an IOI, but I also get a lot of deals that don't get to the finish line. If I had to get the level of approval I have to just even negotiate deal terms on the front end, everybody would hate me.

10:51So we use the IOI as a kind of an in-between to be able to get a deal, the key deal terms, purchase agreement, escrow, non-compete, stuff like that captured. And then if it's a larger deal, we actually do get to an LOI. But on a smaller deal, I can use the IOI and those deal terms. And we've tried to skinny down a purchase agreement with our legal team and work on getting that as refined as possible. and just a solid IOI and a solid purchase agreement. And we can hopefully get one over the finish line. I like it. This is just taking a buyer-led process to really having a defined process and keeping it consistent and standardized.

11:31How about the integration? What does that look like? You're running through diligence. Sounds like a good system set up for that. But then how do you make sure that goes well? When we spoke last time, I told you that there's got a beacon 1.0 and 2.0 in this new world. when I carried a lot of different hats for the organization, oftentimes it was don't break what they do. And when we say don't break it, it's really don't break the culture, don't break the delivery of operations, don't break the relationships with the individuals being served. The don't break it approach was so operationally focused that a lot of times you didn't change PTO policies, health benefits, the technology being used, the EHR.

12:17So what that led to for us, we had a lot of strong individual companies, but even at that time, we didn't have a strong enough team on our side to standardize our technology platform, to standardize certain policies and procedures or benefit structures. Because of that, we let a lot of people run in silos. Anyone who's an M &A will tell you that you can see exactly where the problems were going to start wearing their head a little bit down the road, which is now you can't do consistent reporting effectively. You can't use back office support people because every state has a different policy procedure or process that they're engaging in.

12:57As we looked at those silos, some of these things come in sequence as a company scales. And as we scaled, we had the resources to invest and better people had better insight as to what does a platform look like. We've really evolved in the last two years into a consistent set of processes and technologies and procedures. And some of those are still evolving. But as we have that platform that we migrate towards, now we've got to bring everyone onto the platform. That's where with our M &A committee, we start spending a lot of time saying in a deal, what are the terms or the issues that we would allow to sit outside of the Beacon platform or not.

13:34As we've kind of grown, our concept is called one beacon. We're forcing all elements into one beacon. And that even then gets into the cultural elements. That's where, from an integration perspective, you've got to start thinking about not just, okay, this is what the new ERP, HRIS looks like. That's easy. It's the, when I tell them these are the policies, procedures, when I tell you this is the data you have to enter into the platform, when I tell you what your new title is because we want to have a consistent titling structure. Most of these people are just caregivers by nature. It's not a white-collar workforce.

14:09This is a blue-collar hourly workforce, and they are willing to sacrifice their entire lives to support people with challenging needs. They've worked for a mom-and-pop organization for years. Those people founded the business. They saw them every day in the hallways or come by the home at least once a week. And it had that feel. So we've got to try to maintain that feel, that high touch, help people be seen, help them feel like they matter, help them know that what they do is important and say, and I still need you to engage in our process. You got a lot of threads on this one. You got this managing this culture shock, I guess, is of its own for them to transition as this unsophisticated operator to being part of professional system.

14:54And you got your own initiative of really creating that standardization, which lends me to believe you got a backlog of integration work you're also tackling while trying to implement this sort of new go forward. Build the jet while you're flying, Eric. That's where we are. And fix the jet that didn't fly behind you. It's a lot of balancing. It's a lot of internal communication to try to make sure we're addressing that. We brought a few of our seasoned team members over to be focused on integration and just project manage all of the various elements. Because so many of the people, we're not a large-scale corp dev team with people that are solely dedicated to accounting or HR training.

15:36And therefore, they're making sure those integration elements are there. We have a few generalists, and then we're bringing in all of our functional leaders on top of their day job, on top of changing everything that they're actively doing to say, oh, by the way, learn how this company does it, and then help me write a migration strategy from point A to point Z. It's a lot of complexity, but what we've gotten good at is being able to say, here are all the steps now. Here is what the playbook is, and here's what a reasonable timeline is to get through those various elements. So there's a lot happening in real time.

16:12Is your process changed now where you are doing more integration planning and structuring in the diligence phase? I laugh when people talk about the difference between diligence integration because it's just one giant gray line for me. Once I feel that we reach a certain threshold of diligence that I have certainty that the deal is going to get through, once we get through a quality of earnings, yeah, that's the first thing that can disrupt the deal. The numbers aren't there, the numbers aren't there. But once we get through the QOV and once we get through some core licensing assessments, making sure that the quality issues aren't going to be problematic, I bring the integration team in immediately.

16:50Again, I'm trying to mitigate the sellers telling everything twice. Once they start unpacking how their business operates, what are people's key roles? What are all the pieces of the business doing? Because keep in mind, a lot of times I'm working with sellers who do not want to tell anyone on the team about the deal until the day of close. You've got one knowledge party who's sharing everything with us, and we're trying to take that person's word for how the business is actually run because they know in their space that if you open up and expose other team members to the transaction, that it's very likely this is a very tight-knit community and the business could fall apart.

17:29So we bring the integration team in early. They're listening to diligence questions up front. They're helping us write summaries and diligence and integration pretty much run in parallel for the last 60 to 90 days of a deal. Last 60 to 90 days, you got both diligence and integration running parallel. This is all before foreclose. How long does your deal timeline take? 120 days is probably a pretty standard process. Because this industry is so regulated. It's a highly regulated. Things don't happen particularly quick. You've got to get through the QOV. You've got to get through the legal diligence.

18:01And then you've really got to plan for the integration elements. The deal we just recently closed was an unusual situation because we actually entered a new market within a month of the deal closing in that new market. So we got licensed as a provider and we acquired the company. And because of that, I couldn't run into a situation where I was running the beacon platform here and the provider platform there in the same geography with the same staff potentially going back and forth between programs. So we actually had to go through an entire effort to do all of the integration elements pre-close.

18:36We had to get the sellers buy-in to exposing this to their staff first of all, but then on top of that, actually training everybody on all of the beacon platforms, all the beacon policy and procedures, everything beacon before the deal actually happened. So that was a tenuous situation, but because of things that we had unpacked in diligence, I wasn't going to get approval to do the deal because I needed to mitigate some of the risk that we had identified. The beacon platform could mitigate some of that risk, some of the historical practices that weren't being done right. So it was just this hard line.

19:10And then you kind of walk into the door. A lot of times when you get these deals done and you get to close, the staff are very nervous. When we show up the first day and no one's ever heard a beacon, we'll spend two or three days holding hands with the staff, giving them FAQs, really emphasizing the things that are positive that we're bringing to the table, hopefully better pay, hopefully better benefits, better PTO, whatever it might be. and we can win over a lot of staff in that regard. In this situation, we were having to sell everybody on the deal. We didn't know when the deal was going to happen.

19:43And the state actually pushed back the approval. So everybody got ramped up and then they had to actually hold on for another two or three weeks waiting for state approval of the deal. And because of that, it led to a lot of tension. And we almost had to win people afterwards because they had to do all this work. They do all this training and they weren't even sure the deal was going to go through. That is something I don't want to do again, integrating pre-close. But we have to do a lot of integration day one because of the amount of exposure we have. And if people are not baked into our workflows of compliance auditing and quality auditing, certain things may pop up and have popped up in the past that we wouldn't have predicted.

20:23So I got to ask you this. It's our moment to be real with each other. You've sort of more recently created this initiative around integration and the beacon one. The thing I'm seeing is whether you're buyer build or roll up, you are going to get penalized during your valuation. This is the trending thing I'm seeing. You're going to get penalized during your valuation if you have a backlog of integration work. We spend a lot of time because we're in the recap cycle ourselves at different points. And everything we do is with the lens of what do we look like as a platform in that next cycle. And there is a backlog.

20:57But fortunately, we've gotten a really good team in place now. They have a great CIO. As we've built the platform for Beacon, those integration elements really start to accelerate. So there are still elements, but we anticipate by the end of this year, Q1 of 26, that everyone that has been historically acquired will be on the Beacon platform. And at that point, it becomes so much easier to integrate another company because it's not a, what's the best practice? We do it this way in Pennsylvania. We do it that way in Michigan. We do it that way in Minnesota. What does the new acquisition need to do it?

21:29Let's let them keep doing their thing because we don't know which of those three we're going to end up doing. Now that we have the platform, it really enables us to be much more thoughtful and expeditious in our integration efforts. Because we're very aware, and we're absolutely hearing that in the marketplace too, that if people are a disparate set of companies and it's clear to a buyer that's how they're structured and they can't produce reporting quickly, that's going to really impact their future valuation. I was talking with a banker who they had a buyer, a large P firm coming in for a company, and there was a simple data request.

22:06We want to see XYZ data, core KPI elements. It took the seller two days to produce it. And it was very clear that that data was in multiple different systems and they had to scrub it and build it. And so the buyer of that company walked away immediately because they said, nope, we're not doing this transaction. It's clear that you guys are just a disparate set. So that is probably our number one focus from an M &A perspective. It's a thing I've noticed now. It's like people are really waking up to it and there's more emphasis. And part of my big picture dream is taking what we learn from these strategics that do integration really well, bring it to the private equity ecosystem, and hopefully it improves their model overall.

22:42Hopefully. We'll see. Let's wrap up with talking about tech. I know we've already talked a little bit about the diligence and you're leveraging deal room for that part. But when you think about your whole infrastructure end to end pipeline through integration, I mentioned pipeline, you went through a scrubbing exercise. I don't know. I just want to hear a little bit of walking through. How do you think of that? Your system and what value it actually adds? Been happy that you guys have rolled out a formal CRM now. We're taking a lot of advantage there because to me, a deal has a lifecycle. Because originally we were using deal room until we reached a certain threshold.

23:15household in our transactions. And at the same time, my integration team, it was being led by project managers. They wanted to run everything through smart sheets because that's just where they run everything and they're used to doing it that way. What I have found over and over again, because when I was involved in deploying new tech within the company, if people have to go to multiple different places for stuff, they're just not going to do it. Being able to have it from the beginning of the CRM relationship of what are all the conversations we've had with the seller. So I'm actually using your plugin and Outlook to actually send all of my emails related deals to the deal room CRM.

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23:49Then when I actually kick off diligence, I've got the history of information sitting in my CRM that then starts to feed into the actual data room and the request list. And then working my integration team into all of the integration tasks sitting inside of the platform. I like it to be a one-stop shop because that way anyone that I'm asking that has a day job, is a functional leader for us. They know that if it's related to a transaction, that's the one place they go to find that information. So centralizing your process, basically the whole life cycle from CRM and diligence with the data room and then integration.

24:24And you mentioned before you're had stuff separated, these smart sheets before you told me a lot of stuff was an email and it was a OneDrive. Email, OneDrive. And we were using a platform called Pipeliner as our CRM at the time and none of it worked together. Part of me is curious because I always get the question, even our sales team probably gets this question of like, how do you quantify that? A lot of this stuff, we work on building a business case, it gets rolled up to the CFO and it's scary. How do you quantify the ROI here? You've seen it firsthand. I'm curious in your words, going from the disparate to centralized, like what's the real value in law?

24:59For us, it's just the consistency in the data. It's all sitting there. Honestly, the CRM piece has been huge for me because we went through and scrubbed through 4 ,000 contacts that we had, and we've scrubbed it down to 270 or something that have real data, actual data that we worked on the transactions. And so if I can find everything related to a transaction there, and most importantly, it's the ability to then pass off the history. I may not be here tomorrow. I've got a really good guy working for me. He didn't have all of my historical knowledge, all the conversations that I'd had with these different sellers.

25:34To me, having the one-stop shop of content allows no person to hold the keys to the castle and prevent the business from continuing to run effectively. My goal is always to work myself out of a job. And by using the single source, I'm not as important in a good way. And hopefully I can then free myself up on my time to go be focused on something else because all of my historical knowledge and the IP that I'm carrying sits on top of the platform. Programmatic M &A. You got a real system in place. Let's talk about AI. We dabbled in AI last year, built some first-gen stuff that was around contract extraction.

26:10Now we look into this next year. About a month from now, you're going to start seeing this next-generation roadmap, and it's a whole series of AI features. We've talked about this, and now we're speaking pretty broadly. It's not just what we're working on. Obviously, a lot of folks are exploring AI with all different kinds of tools and different use cases. I want to hear from you. So I've gotten excited here lately because I've been enlightened a little bit. I'm the generation that bridges the digital divide such that I know what the analog and digital world look like, separated from one another.

26:41And I'm anti-social media, so I didn't want to jump on the AI train for a while. And I was just heading the sand trying to say, oh, we'll see what happens. Lately, I've had my team engaging in leveraging AI, and we've literally tackled entire projects, putting together playbooks of information that I had scoped out three to four weeks of work to be done. And we did a screen share and we knocked it out in two hours, better than we would have ever performed it. And that was scary to me. It's happening so much faster than people realize. I know that when your team was rolling out the AI function last year, I was looking at it.

27:20We did a scrub of contracts and key deal terms, and that was helpful. But so much of what we do is very nuanced, unique. Like we don't have a million contracts to go through. We have a lot of vendor information. It's good to have it summarized. Our lawyers do it. I can see a lot of our lawyer work getting displaced very quickly with some of those functions. But I was like, it's not where I can see it being overly useful to me today. Where I have started to become enlightened is you start talking about these custom GPTs. So we have an issue around the privacy of our data, PHI, HIPAA. I can't go sending stuff to chat GPT in the cloud because I've got to be hyper conscientious of that.

28:00But working with our CIO, we'll start talking about using Microsoft Copilot and building in the studio custom GPTs. The ability for me to look and create an AI agent that says, I want you to think like Harrison Thomas. Here are the KPIs that matter to M &A at Beacon. Here are labor ratios to revenue. Here are what census targets are today. Here's what they look like. Here's the thousand things I look for in diligence. Here's the reports I need coming out of my diligence. And then for that AI agent to start being a replication of me, to do all the diligence work and actually create the reports based on the things that I'm always looking for in a deal.

28:37That's the evolution that's happening very quickly. When that happens, that's the piece that will open up people's eyes to say, oh, wow, I can actually make a lot of what my intellectual property is irrelevant or replicated by the agent. And thus, that output of data becomes very powerful. To me, that becomes a, what does all that time mean? Because now if I freed up myself and I freed up our time, where can we repurpose that? So it's an exciting, scary time. You better really think about what you're doing and what your skill set is and the value of the organization that you bring, because much of that can be disintermediated with AI in a positive way for the organizations.

29:18And I want to make sure that we're kind of on the front edge of that. Great example and so true. I'm excited to show you what's coming up next. So a lot of similar things we described, building agents, but it's already built in the data room environment. And we've been really focused on accuracy. That's the tricky thing. Balancing, taking in a lot of information, more information your AI model takes in, it just hallucinates and becomes inaccurate. was really architecting for small batch analysis, be able to put things together in that unique way to keep the consistency of accuracy. I'll be excited to see that.

29:51If you're not engaged in that, it's going to make so much irrelevant so quickly. But I guess as a human, I still have a little bit of relevance for a period of time because it's checking the accuracy. It's not allowing those, assuming the assumptions are accurate. It's actually going back and double checking where the data came from, whether or not that information is accurate or needs to be scrubbed. and particularly for us, so much of the data we get is inaccurate and needs to be questioned anyways, those outputs will be helpful. I like it just because then it's stuff I don't enjoy doing. I don't want to have to go pull this data from a thousand different places and put together a little report.

30:23I'd rather pull the report, let me go validate it, and then let me be thoughtful and strategic about what does that mean and how do we get the deal done. There's some cases too. It's like here's analysis that just wouldn't be able to do with people. I had one deal I looked at. But using ChagipT, you got to format it just right. But I did have it analyze 700 customer contracts, all the financial terms. And I'm like, look for the anomalies in these contracts. And it came back with a short list of 30. And so these are decreasing revenue. They're probably the ones you want to figure out if the return risk or what they did to keep them going.

30:57And I'm just like, wow. Because even looking through it, it was not clear to see that pattern. And that's where the prompting becomes so important. The ability as a human to understand how to prompt the agent effectively and actually interact with it and find those anomalies. I'll tell you, the way we look at it is the way it's evolving. It's becoming less important. The prompting. Yeah. The AI knows how to correct your prompts. I used to do that early days. It's like, hey, help me write a prompt to do X. I still do that. So we do that internally. We'll create a lot of prompt templates. And it could be this podcast.

31:31We will have a prompt template to extract things that relate to Firelet M &A as examples. And we'll pull out one of the stories you've told and quotes and things like that. We'll use that for different types of content. We may assimilate different things together. But we have a template. It's pretty elaborate. It's like a couple page template to pull all that data out the way that we want it. So we'll start using AI for that to actually generate the templates so we have consistent extractions. We're seeing it the way it's evolving. It's like it's doing it for you. it'll change your prompt and kind of know and advance it.

32:02And you don't even see it happening. I think that's where you want to get it to. Things are just so, you don't have to think about it. There's things that I want to do and some things aren't working in the environment, at least in Copilot. We do certain things in Copilot. When we go do external research, we might use a chat GPT, use a Claude, whatever. And that can go find something publicly available. But when we're talking about the beacon data, we've got to keep it inside of our environment, which is a little bit constraining. but I think that the ability for us to then feed it historical diligence, what were the diligence items that I didn't, let's feed all the legal, what did legal find on this deal?

32:38What is legal looking for in the deal? What did the QOV look for? What were the things that were questioned in the QOV? And for it to be able to ingest that information so that it's going, this is the things you're going to look for already. And then to be able to scrub it and actually put out a summary of that, that's going to be scary when you can do that. I can't take it outside of our constrained environment. So maybe I'm jealous of the people on the listening end that can actually use the more broad-based. You know, if there's some cool tech company that figures out how to do this in the data room environment, they're probably going to come out ahead here.

33:09I got to ask you, one of the things that caught my attention from our previous conversation was you mentioned that you're acquiring non-for-profit organizations. Can you walk me through that? I'm really curious. I actually worked on a deal earlier in my career. Love to just compare notes about how you're approaching it. What are you learning from it? I wouldn't tell you it's my favorite way to do a transaction because there's a lot of complexity that comes with it. But there's a lot of good that's come out of our most recent deal that we did that way. Nonprofits being converted to a for-profit in healthcare requires a lot of scrutiny and overview.

33:45The first thing's first. You've got to have alignment with management and the board because both of those parties are going to have to effectively sign off on the deal. Management's not going to take it to the board unless they're interested in actually doing it. For us, it was selling to that board, what is the unlock that Beacon can bring that the nonprofit doesn't? Just inherently, nonprofits are going to move at a pace that's not the Beacon pace. We're moving very quickly at all times. But what I try to impart on them is that the mission that they're looking to serve, which is broadly to serve as many people as possible.

34:18Because of our pace, we have the ability to do that much quicker than they can. We make the capital investments in getting new homes or new day programs or new sites. And we also are going to be an unlock for their staff. So if you have staff that are kind of stuck, the company serving maybe 150 employees or something like that, that rock star individual that works for you is not going to go look for a job somewhere else. They have upward mobility within our platform. So the scale that we bring is really helpful to the employees, hopefully better pay and better benefits. A lot of times nonprofits have good pay and good benefits.

34:51But we give career trajectory opportunities to a lot of employees. And then the key other piece for us in the selling it to the board is just relevance. So I could go down a whole rabbit hole in healthcare of what does it mean to have scale and more importantly, have a seat at the table. So we're recording this right now. The House just approved a major Medicaid cut. And our CEO has been in Washington meeting with various legislative agencies, helping them understand what is the downstream effect of a lot of the people that we support. And while they'll claim the Medicaid cuts are tied to work benefits, frankly, as the state budget gets squeezed, everyone that touches Medicaid is going to get hit in one way or another.

35:33And what we try to impart on these boards is that we, as a skilled provider, have an opportunity to not just manage things at the federal level, but really at the state level. When they're talking about managed care, they're talking about reimbursement changes, or just advocacy for the people being served or advocacy for direct support workers. Our voice actually matters. Not that theirs doesn't, but we have a louder voice than they do. So all of those factors really play into, hey, there's maybe a there there. If there's alignment with the board, there's alignment with the management team, then it goes into a much more rigorous process.

36:06They have to have a formal third-party valuation done. We're negotiating a deal like we do normally, but they've got to prove that the offer that we're bringing in, it's actually worth something to someone. There's no private inurement. So no one at the board level or at the management level is actually profiting from the transaction. So a lot of times people go, transactions are hard enough as it is. Imagine layering in the fact that no one's really getting money from the transaction. Makes it a lot harder when they have to go through diligence and all the change management of integrating a company.

36:37And then even if you get through negotiating terms, the board, the management, and everything gets to the point of actually submitting to the state, Then you go to formal regulatory review. And the last deal that we did went before the attorney general at the state level. And if you've got the AG looking at it, they're scrutinizing everything. They're scrutinizing why the deal is happening. What does it mean to the marketplace? Is it good or bad for the individual served? And if once you get through all of that, we actually, and this was my favorite part of the deal, the transaction proceeds actually went to a charitable trust.

37:09So the board created a separate board under a separate entity that managed those charitable funds or those funds into a charitable trust that was intended to then support people in the community that were already being supported by that company. So not only did we get to take over the company and the existing business, support those people, we've now grown that business in a year and a half's time. It was a 30-year-old organization, and we've grown over 40 % in a year and a half because we've unshackled the growth block that was there. There's a lot of demand, but they were constrained by the nonprofit bureaucracy, frankly.

37:40we unshackled the growth and then all those proceeds actually went back into the community supporting people with disabilities i thought it was a very unique and fun way to do a deal two and a half three-year process so it was not quick we laughed many times that the deal would never get done so the fact that we actually got to the closing table it was a lot of a celebration but then some real work had to happen after that too because culturally that's one piece i didn't touch on is very different culture non-profit you've got to win people over because there's people that just say, hey, I want to work in a nonprofit and trying to help them understand that their mission is still just as important, but they have more opportunity to do more of what they did under our umbrella.

38:22That's kind of the win that we have to work on. Is there tax liability or things that come in play when you convert? Yeah, there are certain things that they don't carry from a liability perspective that we do. So we had to go through all those different elements, little nuanced stuff, little state taxes. One of the things that kind of caught us up is they had contracts with no tax and that we, we have to pay the taxes that they didn't previously pay. I was curious because the deal I worked on, it was already converted from a nonprofit to a for-profit. But the part of me is like, well, they, they would want to get some equity to realize from, from what they worked on.

38:57So I think they operated for so long as a not-for-profit, but then they converted it. That's what I was curious about, you know, the whole process of doing it. Is this the M &A opportunities, converting non-for-profits to for-profit? We have discussed it. You would be a mascus to want to get into that space full-time because that would be a very difficult way to make things happen. It is the nature of the hospital world, though. The majority of your hospitals are non-profit entities, and you have some for-profits, and that's a whole other rabbit hole of what that means. And there's a lot of scrutiny around some of that at a higher level.

39:31But from our side, I have a moral obligation not to do a deal if I don't believe the individual served will be better off on the back end. And that's part of what's really cool about what we do. We serve people and our founder, he really imparted on me that we're a servant organization and that's how we should lead. And if we're not able to do that, I don't want to do a transaction. When we look at the nonprofit side, I go, can we make the company better or the employees can be better off and will the people being served being better off. And if that checks the box, I'm willing to tackle three years of work.

40:03We'll have to save this for a whole other conversation. Maybe we'll invite our friends at Beata who've done other, they operate as a non-for-profit, but have acquired for-profits. That'd be an interesting discussion. Yeah, we have to do a little round table around that. Hey, I got to ask, what's the craziest thing you've seen in M &A? The craziest thing, and I've seen it multiple times, are when we've put dollars on a table to help retire someone and they want to sell their company and then they just don't answer their phone. And you'd be shocked how many times in our space people will go down the path.

40:35They'll even get engaged in diligence and then they just go completely silent. I've had seven companies and I mean that not from a genuinely, not stuff that we had done that tripped up the deal. It'd be mid deal and they just decide they're not going to do a transaction. That one always confuses me because I feel like to engage in the process is quite painful and eventually just walk away from it without any communication at all. I think that that's one of the weird things about our space. It'd be a lot easier just to say, hey, look, I don't want to do a deal because of X. I want to keep working.

41:07And we have people that do that. But I've had six different transactions in the last year and a half where people just went completely silent. And that is the piece that seems a little crazy to me. Get engaged and then ghost you before the marriage. Yeah, they completely ghost us. That's pretty wild. This has been a great conversation. I appreciate you taking the time. Helped me become a better M &A scientist. I enjoyed it. Thanks for having me. Those of you still tuned in and listening, fellow M &A scientists, thank you and appreciate you. Always welcome the opportunity to hear from you. Reach out to me on LinkedIn.

41:40I like hearing ideas, feedback on this interview, ideas for other topics I should be covering, criticism. I get that sometimes, but that's fine. I welcome it until I get better. There's a podcast I follow and they do a thing where they ask them to roast them. Five-star roasts. So maybe you should ask for the five-star roast. They give them five stars and they roast them in the comments. People have gotten into doing that and they've shot up to the top of the podcast ranks. I will take that. Give me a five-star roast. That'd be nice. Give me five stars and a good roast. I would take that and welcome it and I would appreciate it.

42:12Till next time, here's to the deal.

42:26Thank you for taking the time to explore the world of M &A with our podcast. We love hearing feedback. Tag us on a LinkedIn post, add a review on Apple Podcasts. We'd love to hear from you. If you need help standing up an M &A function or optimizing one that you already have, we're here to help. And if we can't help you, we probably know someone that can. You can reach out to me by email, Kisan, K-I-S-O-N, at mascience.com. Or you can text me directly at 312-857-3711. If you just want to keep learning at your own pace, visit mascience.com for a lot more content and resources. That's where you can also subscribe to our newsletter.

43:11Again, that's mascience.com. Here's to the deal.

43:39Thank you.

From the publisher

Harrison Thomas, Chief Growth Officer at Beacon Specialized Living Services, Inc.

In Part 2 of our conversation, we go deep into how Beacon is operationalizing M&A. Harrison reveals how they reduced their request list by over 65%, why they require third parties to use their DealRoom, and how integration now begins before the deal is even signed. He also dives into the organization's AI roadmap, their internal CRM transformation, and the surprising challenges of acquiring non-profit organizations. If you want a behind-the-scenes look at building a scalable, tech-forward M&A machine in healthcare, don't miss this episode.


Things you will learn:

  • How to build a centralized M&A system across CRM, diligence, and integration

  • Why Beacon embeds integration planning before close—and the real cost of waiting

  • What it takes to acquire and integrate nonprofit healthcare organizations

Episode Chapters

[00:02:30] Using third-party compliance audits and chart reviews in diligence

[00:06:00] Evolving the deal process from relationship-building to IOI to close

[00:12:00] Reducing diligence requests from 474 to 147 using DealRoom

[00:14:00] Enforcing platform accountability for both internal teams and sellers

[00:16:00] Managing deal fatigue and broker feedback in seller-heavy processes

[00:21:00] Beacon's shift from siloed M&A to One Beacon integration strategy

[00:26:00] Running diligence and integration in parallel, starting pre-close

[00:29:30] Valuation risks of integration backlog and how Beacon is addressing it

[00:35:00] Centralizing the full M&A lifecycle—from CRM to integration—in one platform

[0:41:00] How to approach acquiring nonprofit organizations (and why it's worth it)

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