Ethica is going to Inman Connect San Diego, July 28 to 30.Come visit us at Booth 302. We'd love to meet you.Book a booth visit
All Posts
Market InsightsJudd Walks #695 min readJuly 24, 2026

The Future Isn't When Companies Invest In AI

Judd Hoffman
Judd Hoffman

CEO, Ethica AI

The future isn't when companies invest in AI. It's when they hire it. C.A.R. didn't just invest in AI. They hired an AI transaction assistant. That's a subtle difference, but it's a massive, massive shift. AI isn't becoming another piece of software. It's becoming another part of the workforce. If you're around next week and you're at Inman, come hear me talk about that with the CEO Phil of C.A.R. about all things AI. Thursday at 12:15pm. See you there.

Let me sit on the word choice here, because I picked "hired" deliberately, and I think it's the most important word in this whole update.

Why does "invest" versus "hire" matter?

Companies invest in software constantly. A budget line, a procurement process, a vendor relationship. Investment is a transaction between an organization and a tool. It implies the tool sits there, waiting to be used, evaluated on ROI at renewal time, one more subscription in a stack of subscriptions.

Hiring is a different verb entirely, and I don't use it loosely. When you hire something, you're giving it a role, a scope of responsibility, an expectation that it shows up and does the work every day without you re-deciding whether to use it each morning. You don't invest in your front desk person. You hire them. The distinction isn't semantic. It's about what kind of relationship an organization has with the thing doing the work.

C.A.R. just crossed that line. They didn't add another piece of software to a stack. They brought on an AI transaction assistant, with a role in the actual workflow, doing actual work, the way a team member would. That's the shift I'm pointing at, and once you see it, you start noticing it happening everywhere, not just in real estate.

What does this mean for the real estate industry?

For an organization the size of C.A.R., representing hundreds of thousands of real estate professionals, this is not a small signal. When an institution that size moves from investing in AI to hiring it, that tells you something about where the confidence level actually sits at the top of this industry, not just among individual agents experimenting on their own.

And it matters for a specific reason. Real estate agents have historically gotten the leftovers of technology, the tools built for everyone else and ported over as an afterthought. An association the size of C.A.R. treating AI as workforce, not software, is the opposite signal. It says the industry's own leadership believes this technology is ready to carry real responsibility inside real transactions, not just assist from the sidelines.

Where can you hear more about this?

I'm going to be talking about exactly this, in person, with C.A.R. CEO Phil Hawkins, at Inman Connect San Diego next week. Thursday, July 30th, 12:15pm. If you're going to be there, come find the session. We'll get into what it actually looks like when an organization this size decides AI belongs on the team, not just in the budget.

The future isn't when companies invest in AI. It's when they hire it. See you Thursday.

*Judd Hoffman is CEO and Co-Founder of Ethica AI, building AI-powered tools for real estate transaction workflows.*

Sources

  1. California Association of Realtors appoints Phil Hawkins as CEO (HousingWire): HousingWire's August 8, 2024 report on C.A.R. naming Phil Hawkins its chief executive. Confirms the CEO attribution used in this post and that Hawkins previously led the Pacific West Association of Realtors, one of the largest local Realtor associations in California.
  2. Same Belief, Same Opportunity: Companion essay on real estate professionals having historically received technology built for other industries and ported over as an afterthought. The backdrop for why an association treating AI as workforce reads as the opposite signal.
  3. Moving Information By Hand: On the manual information handling that still sits inside real estate transactions, and the difference between technology that assists from the sidelines and technology that carries real responsibility in the workflow.

Quick Takes

What is the difference between investing in AI and hiring AI?

Investing treats AI as software: a budget line evaluated on ROI, waiting to be used. Hiring treats AI as workforce: a role with a scope of responsibility, showing up and doing real work daily. Judd Hoffman argues the shift from investment to hire is the more significant signal of where an organization's confidence in AI actually stands.

What did the California Association of REALTORS do with AI?

According to Judd Hoffman, CEO of Ethica AI, C.A.R. brought on an AI transaction assistant, treating it as a workforce hire rather than a software investment, giving it an active role in the transaction workflow.

Where can I hear Judd Hoffman speak about this?

Judd Hoffman will be speaking with C.A.R. CEO Phil Hawkins at Inman Connect San Diego on Thursday, July 30, 2026, at 12:15 PM.

Who is Phil Hawkins?

Phil Hawkins is the Chief Executive Officer of the California Association of REALTORS, a role he has held since 2024. He previously served as CEO of the Pacific West Association of REALTORS.

Who is Judd Hoffman?

Judd Hoffman is CEO and Co-Founder of Ethica AI, a company building AI-powered voice tools for real estate transaction workflows, backed by the California Association of REALTORS. He has nearly three decades of operating experience, including more than 15 years across real estate title, transactions, and technology.

What is Ethica AI?

Ethica AI is a real estate technology company building VoicePilot, an AI-powered tool that allows real estate agents to complete transaction forms by speaking naturally instead of filling out PDFs manually. VoicePilot is backed by the California Association of REALTORS as a free member benefit for more than 190,000 members.

Full Transcript

The future isn't when companies invest in AI, it's when they hire it. C.A.R. just invested in AI. They hired an AI transaction assistant. That's a subtle difference, but it's a massive, massive shift. AI isn't becoming another piece of software. It's becoming another part of the workforce. If you're around next week and you're at Inman, come hear me talk about that with the CEO Phil of C.A.R. about all things AI. Thursday at 12:15pm. See you there.

Judd Hoffman

Judd Walks

A video series from Ethica AI CEO Judd Hoffman. New episodes drop on LinkedIn.