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Token Costs Aren’t Unpredictable — Unless Your Architecture Is
At Realcomm this year, the same conversation kept coming up. CTOs and IT leaders from some of the largest real estate firms in the country were all circling the same question: how do you budget for something you can’t measure? Token costs. AI consumption. Call it what you want, but the underlying problem was identical…
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Don’t Go Changing: The Mid-Market’s Golden Opportunity
Authored by Kevin Rippon and Matt Ernst Before getting into our short tirade, we’ll start with punchlines and proceed to unpack them. We’ll be upfront: We have a point of view, and we also have a stake in the game. But after Realcomm, our conviction around the market opportunity and what Outcome is building has…
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The Real Estate Operating System Is About to Replace the Software Stack
Every real estate firm I’ve sat across from in the last decade has the same shaped problem. They’ve bought ten or twenty types of software, each one solving a slice of the operation, and every quarter someone on their team manually stitches the outputs together in Excel so leadership can answer the questions an LP…
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AI 101: Comparing AI vs. Automation vs. Software
AI 101 Series, Part 3 It can feel like the lines and terminology between software, automation, and AI are becoming blurred and interchangeable. But that shouldn’t be the case. Software executes logic that humans define. Automation uses software to run repetitive tasks with minimal human input. AI uses software to learn from data, recognize patterns,…
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Q1 2026 Product Release Highlights
We built Outcome to move as fast as real estate demands. Q1 was about giving your teams less manual work, faster answers, and more to leverage. Here is a look at some of our product updates and what they mean for you. Expanded Outcomes Built Specifically for Real Estate Teams Every feature we released this…
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AI 101: How AI Actually Works
AI 101 Series, Part 2 Last month, we kicked off this series by answering the most basic question: what actually is AI? The short version is that AI is software that learns from examples, recognizes patterns, and automates work that used to require human judgment. If you missed it, start there. Now we go one…
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The Steps to Get AI-Active in Real Estate
It’s the wild west with AI right now. In real estate, owners and operators are getting fatigued with what to implement, why, and with whom. Every AI vendor and dev shop claims to have a silver bullet, promising they can do anything. One of the endemic problems is that most teams start by shopping for…
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AI Won’t Kill SaaS Until You Solve The Workflow Problem
The real estate industry has a new “hot topic” — if or when will AI replace SaaS? Will they coexist? Will AI kill traditional software? When should you make the switch? Here’s the problem: everyone’s asking the wrong question. The real question isn’t whether AI will replace SaaS. It’s whether you can build workflows sophisticated…
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AI 101 Series: What Is AI?
A Real Estate Professional’s Guide to Understanding Artificial Intelligence At this point, AI might be the most talked-about and least understood topic. You can’t open LinkedIn or sit through a conference without someone declaring how it’s rapidly changing everything across all facets of life. Depending on your role, you’ve probably seen vendor pitches extolling the…
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February Product Updates
Being an AI-native platform enables us to build and grow to support our clients’ evolving business needs. We can quickly launch new features that directly support our clients’ initiatives in a changing market. Here is a look at our most recent product highlights and what they mean for you. New Google Drive and OneDrive Workflow…
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