Estated

Josh Frazier founded Estated in April 2017 after noticing a major inefficiency in the mortgage and insurance industries. A friend in Florida told him it took 16 hours to get a mortgage—a process that should take 60 seconds. Josh realized that behind this slowness was a data problem: lenders and insurers needed better property intelligence to make faster decisions. He launched Estated alongside an existing profitable B2C business called US Realty Records, which was doing $3.5M annually.

Estated raised $3M from Foundry Group and Tech Stars in December 2017 at a $15M valuation. The early strategy was ambitious: build a nationwide property dataset from scratch. But Josh massively underestimated the complexity. "Getting a nationwide data set of property data and collecting it on your own is just a massive challenge that we underestimated," he said. They were competing against multi-billion-dollar incumbents like Black Knight, CoreLogic, and First American—companies that invest $50+ million annually into data collection. Estated had $3M and three people. By 2019, the entire year generated less than $300K in revenue. They achieved only 60% nationwide coverage, which wasn't enough—the data world requires near-complete datasets to be useful.

The turning point came when Josh made a difficult pivot: instead of building the dataset themselves, they purchased property data from competitors, merged it together, and focused on data quality and enrichment. This hybrid model finally worked. Their first customers came from Josh's background in digital marketing. "I have pretty good Google AdWords presence. I think we have a little bit of thought leadership in space as well, just with content. Google AdWords and driving leads from there has been really successful for us," he explained. By June, they were spending $29K on Google Ads (across Google, Facebook, LinkedIn, and Bing) to generate 415 leads at a $72 cost per lead, with a 2% conversion rate—resulting in 8 new customers at the ~$900/month price point.

The company pivoted from a capital-intensive data collection model to a data licensing and reselling model with better quality control. This shift unlocked growth. They now operate on two models: annual data licenses (updated monthly, treated as subscriptions) and volume-based API subscriptions. In June alone, they handled 6-7 million successful API calls. Their 151 customers include major fintech and insurtech players: Blend, SoFi, State Farm, Swiss Re, USAA, and PNC. Average revenue per user is $929/month, with a lifetime value of $54,268/year. What didn't work: Josh learned painful lessons about sales hiring. After two sales reps quit recently, he shifted strategy—now only recruiting senior people from competitors with 5-10 years of experience through a specialized prop-tech recruiter (LMRE Tech). He offers $50-60K base + 10% commission on $1.2M quotas, resulting in potential OTE of $150-180K.

Estated ended 2023 at $900K ARR. Starting January 2024 at $77K MRR and now at $140K MRR, they're on track for 200%+ growth by year-end—targeting $1.68M ARR ($1.8M+). The company is 12 people: 7 engineers (full-time, globally distributed across Russia, Germany, Brazil, and British Columbia), 2 in finance, and sales. They're profitable again after burning cash from 2018-2020, with no immediate plans to raise capital. Josh owns 68%, employees hold 10%, and investors hold 20%. Net dollar retention is 101%+, with monthly revenue retention of 99.2% and customer retention of 98.6%. They're running pilots with Walmart and Lowe's, and Josh sees massive upside: "When you're talking like Walmart's and Amazon's and Google's 1% improvement anywhere is huge. It's worth millions and millions of dollars." The target: $10M ARR.