Founder Interview
How Blue Stream Analytics Generated $4M in Deal Volume for Its Founder in 2022 (Interview with CEO Maureen McGarry)
- Interview Date
- January 4, 2023
- Interviewee
- Maureen McGarryCEO
Company Metrics at Interview Time
Deal Volume Generated by Software (2022)
$4M
Total Engineering Investment
$100K
Monthly Engineering Cost (current) (Jan 2023)
$1,000
Year Founded
2017
Historical Snapshot
These numbers were reported by Maureen McGarry during her interview with Nathan Latka in January 2023 and are a historical snapshot, not current figures. See Blue Stream Analytics’s current numbers.

Key Takeaways
- 01Blue Stream Analytics was founded in 2017 after Maureen McGarry grew frustrated using spreadsheets to find investment properties for clients
- 02The software generated nearly $4 million in closed deal volume for her brokerage in 2022
- 03Maureen estimates approximately $100,000 was spent on engineering iterations that she considers wasted before the current working version
- 04The company is on its third software revision and now has a working product with a user interface
- 05Current monthly engineering cost to maintain the software in its existing market is approximately $1,000
- 06The software analyzes up to 10,000 properties and surfaces the best matches based on an investor's specific return criteria
- 07Maureen conducted 10 to 20 demo calls and reported that every prospect asked how to sign up, though no invoices have been signed yet
- 08She plans to release the software to paying customers by summer 2023 and intends to limit access by market and zip code
Company Metrics at Time of Interview
| Metric | Value | Source |
|---|---|---|
| Year Founded | 2017 | Founder interview, Jan 2023 |
| Deal Volume Generated by Software (2022) | $4M | Founder interview, Jan 2023 |
| Total Engineering Investment (wasted iterations) | $100K | Founder interview, Jan 2023 |
| Monthly Engineering Cost (current market) (Jan 2023) | $1,000 | Founder interview, Jan 2023 |
| Commission Rate on Software-Identified Deals (2022) | 3% | Founder interview, Jan 2023 |
| Demo Calls Conducted (2022) | 10 to 20 | Founder interview, Jan 2023 |
Growth Breakdown
Revenue
Blue Stream Analytics has not yet generated external software revenue. The software has, however, produced nearly $4 million in closed real estate deal volume for Maureen McGarry's own brokerage in 2022, at a 3% commission rate on those deals.
Customers
As of January 2023, Blue Stream Analytics has no external paying customers. Maureen uses the software exclusively within her own brokerage, though she has conducted 10 to 20 demo calls with realtors in other markets who expressed interest.
Team
Maureen has worked with two engineers across the life of the company, sourcing them through personal connections. The current engineer was brought on after the first engineer experienced health issues. Her husband, who has a software background, helped guide early hiring decisions.
Funding and Investment
The company is entirely self-funded. Maureen has invested approximately $100,000 of her own money across three engineering iterations, a portion of which she considers wasted on earlier revisions. Current monthly engineering costs to maintain the product in its existing market are approximately $1,000.
Growth Strategy
Building for Internal Use First
Maureen built Blue Stream Analytics to solve her own problem of finding investment properties for clients quickly. Using the software within her own brokerage allowed her to validate it in a real market before considering external sales.
Direct MLS Data Integration
A key technical differentiator is a direct MLS data feed integrated into the system, which required Maureen to obtain proper licensing and navigate significant access hurdles. She spent considerable time identifying the right data sources to enable future expansion into new markets.
Word of Mouth and Referral Outreach
Maureen identified prospective customers through her existing network of realtors and entrepreneurs across different states, relying on referrals and personal connections to conduct demo calls in markets where she is not yet licensed.
Market-Limited Distribution Strategy
To protect her competitive advantage, Maureen plans to limit software access by market and zip code rather than selling broadly. She intends to focus initial expansion on larger rental markets such as Florida, which has significantly more MLS coverage than Minnesota.
Coaching and Structured Sales Validation
Working with business coach Carl Gould, Maureen ran a structured outreach effort of 10 to 20 Zoom demo calls to test market demand before committing to a launch timeline, using the positive response to build a waitlist of interested realtors.
Best Quotes
“It was pure frustration, you know, trying to find investment property for my clients and sitting there with spreadsheets punching numbers, you know, after a few hours of that, you start pulling your hair out. And when you have clients sitting there with hundreds of thousands of dollars saying, find me something and you can't get through the properties fast enough, I literally just one day said, has to be a faster way to do this.”
“I never intended to be a software developer, but that's that's what happened.”
“We're on the third revision of this software. I I would say we probably have a 100,000 into it that was a waste.”
“I had yeah. I had so just working part time on sales, I had almost 4,000,000 from the software.”
“It's going out and it's looking at 10,000 properties and it's saying, here are the best eight properties for you. These are the ones that will produce the best return based on what you want. These will meet your criteria. So it's not you're not going in and sorting through hundreds of properties. It's doing all that for you in a matter of seconds.”
“I have not got them to sign invoices. No. No. But I have a list of people that want it when they when we're in their market.”
“Right now we're not spending much until we get ready to expand it to the different markets. I think to keep it going in our market, it's not much. It's maybe 1,000 a month.”
What Happened Next
This interview captures Blue Stream Analytics at an early pre-revenue stage in January 2023, when the software was being used exclusively within Maureen McGarry's own brokerage and had not yet been sold to external customers. Maureen was targeting a summer 2023 launch to paying customers and was actively identifying data sources to support expansion into new markets. For current information on Blue Stream Analytics, visit the live company profile on GetLatka.
View Blue Stream Analytics’s current profile and metricsFull Transcript
Chapters
- 0:00Host Intro and Company Overview
- 0:44From Brokerage to Software: The Origin Story
- 0:57Frustration with Spreadsheets Sparks the Idea
- 2:32First Line of Code and Founding Year
- 3:48Hiring Engineers and Early Development Challenges
- 4:25Cost of Failed Iterations
- 7:21Time Split Between Brokerage and Software
- 7:58MLS Data Integration and Market Expansion Challenges
- 9:31How the Software Works vs. Competitors Like AirDNA
- 10:33Launch Timeline and Paying Customer Plans
- 11:56Demo Calls, Waitlist, and Sales Validation
- 12:48Current Burn Rate and Engineering Costs
- 13:13Deal Volume the Software Generated for the Brokerage
- 14:01Eating Your Own Dog Food
- 15:36Famous Five Rapid Fire Questions
Host Intro and Company Overview
Nathan Latka
00:00She's a top broker in Minnesota already. Her secret power is the software she built for herself. Blue Stream Analytics generate over $4,000,000 in deal value for her in 2022 of which she keeps 3% up. So call it $120,000 there of commission. Now she has been frustrated investing over a $100,000 of her own money in the engineering on our third iteration, but you know what? Now it's working. It's paying for itself. And the only question is,
00:21who should she start selling this to? She wants to sell it to other folks, other brokerages, but also doesn't wanna lose the advantage it brings her. We'll see what she does next. Hey, folks. My guest today is Maureen McGarry. She is the she's a realtor and broker since 1995, passionate about working with investors and developed Blue Stream Analytics for software companies. Proprietary software that pinpoints investments and delivers analytics quickly. As a market leader in residential investing,
From Brokerage to Software: The Origin Story
Nathan Latka
00:44she's eager to help investors succeed in reaching their goals. Maureen, you ready to take us to the top? Sure. Absolutely. So so how do you decide to go from, you know, making 6% commissions to you going, you know what? I want I want software margins instead. Let me build software.
Frustration with Spreadsheets Sparks the Idea
Maureen McGarry
00:57>> That's a good question. It was pure frustration, you know, trying to find investment property for my clients and sitting there with spreadsheets punching numbers, you know, after a few hours of that, you start pulling your hair out. And when you have clients sitting there with hundreds of thousands of dollars saying, find me something and you can't get through the properties fast enough, I literally just one day said, has to be a faster way to do this.
01:24>> And that's where the idea was born. So I never intended to be a software developer, but that's that's what happened.
Nathan Latka
01:31Now is Blue Stream does it have customers or are you the only customer? You use it to support your customers?
Maureen McGarry
01:37>> Right. So I developed it to support my customers, but then the word got out. And so now we're we're working to, spread it around to other parts of the country and, get it out there to other realtors and eventually other investors so that they can use it too.
Nathan Latka
01:54But right now, just you?
Maureen McGarry
01:55>> Just us. Yes.
Nathan Latka
01:56Okay. Alright. Help me understand a little bit about sort of when you made a decision to start writing the code. So you you got into sort of this space in 1995. When did you write the first line of code for Blue Stream?
Maureen McGarry
02:07>> So we started the the initial code probably let's see. I have to think, like, to COVID.
Nathan Latka
02:212020?
Maureen McGarry
02:22>> No. It was probably 2017.
Nathan Latka
02:252017.
Maureen McGarry
02:26>> 2017. Yeah. So we you do?
Nathan Latka
02:29Did you code it yourself? You learn how to code or you hired No.
First Line of Code and Founding Year
Maureen McGarry
02:32>> No. I I learned the hard way how to get your ideas out of your head to a developer. You know, I had to go through that whole process of learning how to explain to a developer exactly what I wanted to do. And so we had a software that was working for us but it didn't really have a user interface. And so then I learned what a user interface was. Yeah. So that's where we started and
Nathan Latka
02:55Who'd hire? I mean, how did you find a first engineer?
Maureen McGarry
02:59>> Well, interviewed a lot of engineers and security was a big thing for us because as it turned out, obviously, we couldn't find anybody else that was doing this. So we wanted to make sure we had somebody we could trust and that was not as easy as we thought.
03:14>> So we ended up hiring somebody that was related to me and that was great because I 100% trusted him and we worked with him for a couple of years until he had some health issues and then we went with another recommendation that we had that we're working with now.
Nathan Latka
03:31So you source these folks directly yourself? You went on LinkedIn, etcetera?
Maureen McGarry
03:35>> Right. Right. Yeah.
Nathan Latka
03:36Okay. My husband wanted to learn software world.
Maureen McGarry
03:39>> So he helped and he he kinda guided me too.
Nathan Latka
03:43Well, learned You said your husband is from the software world and sort of helped you find the first engineers?
Hiring Engineers and Early Development Challenges
Maureen McGarry
03:48>> Yeah. Kind of kind of I could talk through, you know, what to look for, what questions to ask, that kind of thing. If I had specific questions on what, you know, what I needed to to be aware of. Yeah. That helped a lot.
Nathan Latka
04:01I mean, the the thing with a lot of folks make mistakes here because it's just you're speaking a different language. So you end up spending a bunch of money on a spec that isn't what you need, then you have to fire that person, and the next person needs to start from scratch because they have know, they wanna build on Python instead of SQL or whatever. Right? It's a whole different set. I mean, how did you go
04:17through these iterations? And, I mean, I don't wanna ask this question. I hope it's no dollars, but how much money do you feel like you wasted sort of before you figured it out?
Cost of Failed Iterations
Maureen McGarry
04:25>> We're on the third revision of this software. I I would say we probably have a 100,000 into it that was a waste.
Nathan Latka
04:34Oh, what's going on there, YouTube? Good to see you guys. Now imagine this. You love watching these interviews with SaaS founders, but imagine if we took all of the valuation data out from over 2,807 interviews I've done manually. Saves you a lot of time. Well, we've done this. We've built it into the beautiful interface inside of Founderpath. Check this out. I'll show you how you can access this in a second, but you log in, you connect
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06:32if you wanna check this tool out, you if wanna jump in and sign up, you can check it out for free to get your valuation at this link. This link, founderpath.com/products/valuations. Or if you go to founderpath.com and hover over products, click on get your valuation here, and go ahead and sign up to give it a whirl. Again, all that valuation data live right inside the platform. I hope to see you there. Alright. Let's jump back into
06:58the interview. Yeah. Yeah. But, I mean, look, it's a waste, but also you sorta needed to do that to learn. Right?
Maureen McGarry
07:03>> Right. Yeah. It's it was it was a process. Because of what we're doing and how we're doing it, it it was tricky to put it together too. Mhmm. Mhmm.
Nathan Latka
07:13Yeah. So what percent of your time last year was spent on the traditional brokerage business versus trying to build software company?
Time Split Between Brokerage and Software
Maureen McGarry
07:21>> I would say
07:25>> probably a third of my time was just on software. And a lot of that was just making contacts, finding data. Because expanding it nationwide means finding the right data to do that. And that took a while. And then I also but I also used
Nathan Latka
07:41some What does that mean? You're identifying sources for the engineer to build into the tool?
Maureen McGarry
07:46>> Yes. Yes. Okay. One of the one of the pieces that I use here in Minnesota, which is where I am and by the way, today is a snow day, so I'm working from home because we got this much snow. The
MLS Data Integration and Market Expansion Challenges
Maureen McGarry
07:58>> we have a direct feed of the MLS coming into our system. So if you've ever worked with the MLS, which I don't know that you have, there's I think 500 or 600 MLSs in the country. And you can't just go in and sign up for that and get that data feed. You have to be licensed in that area. You have to jump through all kinds of hoops. It's not easy to do. So tracking that source down
08:21>> and figuring out how to expand to multiple markets is not easy. Yeah. So that was spent a lot of time on what pieces do I need to put all this together so that when we roll it out into other markets, we're ready to go.
Nathan Latka
08:35Well, so how do you do that? I mean, don't you you either have to sort of figure a way to scrape it or have a local contact in every area who's got all the certifications to get you direct access. And in that case, why do they need Blue Stream? Why don't they just use the the the the MLS?
Maureen McGarry
08:48>> Well, the first to answer that question, the MLS doesn't analyze anything. It just you just punch in how many bedrooms, how many bathrooms, blah blah blah do I want. What our software is doing is what an investor wants. They want to know what their cap rate. They want a specific cap rate out of a property. They want a property that's going to be a good rental. They want to know what the rental rate is going to
09:07>> be. They want to know what their net income is going to be after they pay their expenses. You know, they want a vacancy rate built in. That's what our software does. So it's it's it's much more advanced than anything you're gonna get out of the MLS.
Nathan Latka
09:20How would you compare yourself to some of these tools that are using Airbnb and VRBO data as their data source to get to cap rate around to Arabic and see rate? You know, tools like AirDNA for example.
How the Software Works vs. Competitors Like AirDNA
Maureen McGarry
09:31>> Well, AirDNA is is a really cool tool if you wanna do short term rental, know, because it because you can go in and you can look around kinda like Zillow, what's going on. But what ours does is it says, Okay, here's all the properties that are for sale in the market. And let's say you want to buy a rental. And this is your budget, this is how much you're putting down, this is your interest rate, this
09:53>> is the kind of return you want. These are your goals as an investor. That's what I'm putting in to it. It's going out and it's looking at 10,000 properties and it's saying, here are the best eight properties for you. These are the ones that will produce the best return based on what you want. These will meet your criteria. So it's not you're not going in and sorting through hundreds of properties. It's doing all that for you
10:19>> in a matter of seconds. So for an investor to be so for a realtor, for instance, to be able to go into a market and find a property, find properties like that for investors, there's nothing like that out there. It's a game changer.
Launch Timeline and Paying Customer Plans
Nathan Latka
10:33Yeah. So so when do you think that you will be able to release this to the market and start signing up paid paid paid customers?
Maureen McGarry
10:40>> I'm hoping by this summer. Mhmm.
Nathan Latka
10:42Mhmm. And I guess why have you you know, learning when to sort of quit is also just as valuable as learning when not to quit. Right? So, like, how much time and budget have you given yourself before you say, you know what? I'm gonna go back to making whatever you make at the brokerage and just focus on that.
Maureen McGarry
10:58>> When am I gonna quit? I'm I don't know. I'm I Right now, I think I'm at the age where I just want to see if
Nathan Latka
11:04I can do it. I like that. You like a challenge?
Maureen McGarry
11:07>> Everybody that I show it to I have a coach that I'm working with who's great. His name is Carl Gould. And Carl, he said, alright, go out and show it to, you know, do 10 sales calls, do 10 Zoom calls, whatever. And I did like, I don't know, ten, fifteen, 20 of them. Every single person was like, how do I sign up? Mhmm. And I finally had called my I can't You try and get him to sign
11:30>> up?
Nathan Latka
11:31Do you send him an invoice to sign up?
Maureen McGarry
11:32>> But I'm not in their market yet.
11:34>> You know? So I Well, yeah.
Nathan Latka
11:35But why look. Your friends are all gonna say yes. I mean, why not?
Maureen McGarry
11:38>> These were friends. These were people in other markets.
Nathan Latka
11:41But my my point is why not, like, lock them in? Right? If they're saying yes on a Zoom call, why not follow-up with an invoice and say, here, pre commit to paying?
Maureen McGarry
11:48>> Right. Right. Right. Right. We can do that. We can do that. But my point was everybody that sees it.
Nathan Latka
11:53I have yes. I have a list
Maureen McGarry
11:54>> of people that want it. Absolutely.
Demo Calls, Waitlist, and Sales Validation
Nathan Latka
11:56No. But my point is though is, like, when we do these user research calls, people will say yes to your face on Zoom. When you follow-up with an invoice and ask them to sign committing to $200 a month for twelve months, then pedal goes to the metal. They tell you the real truth. Have you gotten people to sign invoices?
Maureen McGarry
12:10>> I have not got them to sign invoices. No. No. But I have a list of people that want it when they when we're in their market. Right.
Nathan Latka
12:16How did you decide who to get on the phone call to sort of show it to?
Maureen McGarry
12:21>> Different connections. I I I had different realtors that I knew and then they referred me to other people. I reached out to different markets. I asked different people I know in different I know a lot of entrepreneurs so I would ask different entrepreneurs in different markets. I have clients in different states. So
Nathan Latka
12:38And and what's your burn? I just wanna understand how much like how much pain you're feeling here, but until you get it released to the market. I mean, are you spending per month right now in engineering cost to keep building this thing?
Current Burn Rate and Engineering Costs
Maureen McGarry
12:48>> Well, right now we're not spending much until we get ready to expand it to the different markets. I think to keep it going in our market, it's not much. It's maybe 1,000 a month. Okay. But we use it within our brokerage. Yep. Once we get it out to the other markets, then it will depend on which markets we're in and what data we're pulling and that type of thing. Yep. We need need more than that.
Deal Volume the Software Generated for the Brokerage
Nathan Latka
13:13To increase revenue at the brokerage? Like, can you quantify how much sale can you quantify how much sales last year came from the software the software identified?
Maureen McGarry
13:22>> I had yeah. I had so just working part time on sales, I had almost 4,000,000 from the software.
Nathan Latka
13:31In closed deals?
Maureen McGarry
13:32>> Yes. Of which
Nathan Latka
13:33you would make, what, 3% of or 6% of?
Maureen McGarry
13:36>> Well, I I figure 3% on those. Yeah.
Nathan Latka
13:40Okay. Got it. Got it. You could say the software generated a $120,000 of revenue for you last year, 3% of 4,000,000.
Maureen McGarry
13:46>> Right. Right.
Nathan Latka
13:47Okay. So maybe it's maybe you've actually already recouped everything you've spent on this on the software.
Maureen McGarry
13:52>> Oh, absolutely. I have. Yes. Yes. Yeah. If you think about like
Nathan Latka
13:56that your own dog food. We love that.
Maureen McGarry
13:58>> I didn't think of it that way, but, yeah, that's true.
Eating Your Own Dog Food
Nathan Latka
14:01That's the best way to build a software product. Right? I mean, if it's working for you, then the question becomes, well, wait. Do you even want other people to have this, or do you wanna use it just as your secret tool to build your brokerage to be the biggest? You know?
Maureen McGarry
14:11>> Mhmm. Mhmm. Yeah. It works. It it works great. I mean, you know, if you get on a Zoom call with a with an investor, you know, I had one that had to quickly within thirty days buy a $1,500,000 for a $10.31 exchange in single family homes. No brainer. Ten minutes later, we're signing a contract.
Nathan Latka
14:30How do you decide though? I mean, it sounds like this is a powerful tool that's an unfair advantage for you to build the largest brokerage Minnesota? If that was the case, you wouldn't wanna sell this to anybody.
Maureen McGarry
14:41>> There's not a lot of realtors who do investment.
14:46>> The the honestly, there's a lot of education that needs to happen in the real estate world for this to be a great tool. So there's only certain realtors that are going to invest in the time and the energy to to learn how to do this.
Nathan Latka
14:59But my point is if you sell this to a bunch of people in Minnesota, do you lose its advantage? Do you lose the advantage?
Maureen McGarry
15:07>> I think there's plenty of you know, I think we would limit it to different markets, you know, different zip codes and areas. Yeah. I mean, we're not gonna sell it to, you know, everybody that wants it. But Minnesota doesn't have as much rental as a lot of other markets. Don't have as many MLSs here. You know, say Florida, they have like 15 or 20 MLSs. So it's a much bigger much bigger market down there.
Famous Five Rapid Fire Questions
Nathan Latka
15:36Well, Maureen, we're out of time though for today. Let's wrap up here with the famous five. Number one, favorite business book.
Maureen McGarry
15:43>> I'm reading Profit Before People right now. I like that.
Nathan Latka
15:50Number two, is there a CEO you're following or studying?
Maureen McGarry
15:55>> No. But I have a lot of friends that are CEOs, other entrepreneurs. So I I rely on that group a lot.
Nathan Latka
16:02Number three, what's your favorite online tool for building Blue Stream Analytics?
Maureen McGarry
16:08>> No. I'm kind of a numbers geek. I would say Excel.
16:11>> Yep.
Nathan Latka
16:12Number four, how many hours of sleep do you get every night?
Maureen McGarry
16:15>> It ranges from two to eight.
Nathan Latka
16:17Okay. Fair enough. And what's your situation? Married, single, kids?
Maureen McGarry
16:21>> Twenty six years married.
Nathan Latka
16:23Wow.
Maureen McGarry
16:24>> Three kids. Wow. Amazing. One almost 18.
Nathan Latka
16:28That's exciting. And do you mind me asking how old you are?
Maureen McGarry
16:32>> I am 50.
16:33>> 50. Fair enough.
Nathan Latka
16:3450 she's 50 years young, folks. Maureen, last question. What's something you wish you knew when you were 20?
Maureen McGarry
16:42>> Study business and software. Guys,
Nathan Latka
16:46she's a top broker in Minnesota already. Her secret power is the software she built for herself. Blue Stream Analytics generate over $4,000,000 in deal value for her in 2022 of which she keeps 3% up. So call it $120,000 there of commission. Now she has been frustrated investing over a $100,000 of her own money in the engineering on our third iteration, but you know what? Now it's working. It's paying for itself. And the only question is,
17:08who should she start selling this to? She wants to sell it to other folks, other brokerages, but also doesn't wanna lose the advantage it brings her. We'll see what she does next. Maureen, thanks for taking us to the top.
Maureen McGarry
17:16>> Thank you.
Nathan Latka
17:17One more thing before you go. We have a brand new show every Thursday at 1PM central. It's called Shark Tank for SaaS. We call it deal or bust. One founder comes on three hungry buyers. They try and do a deal live and the founder shares back end dashboards, their expenses, their revenue, ARPU, CAC, LTV, you name it, they share it. And the buyers try and make a deal live. It is fun to watch every Thursday 1PM
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18:26up for that at nathanlatka.com/slack. In the meantime, I'm hanging out with you here on YouTube. I'll be in the comments for the next thirty minutes. Feel free to let me know what you thought about this episode. And if you enjoyed it, click the thumbs up. We get a lot of haters that are mad at how aggressive I am on these shows, I do it so that we can all learn. We have to counter those people. We
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