Building an AI-Native Real Estate Investment Firm - Dan Carr & Peter Weiss - Co-Founders of Alpaca Real Estate
It is a manager-side account of how a newer real estate private equity firm built its data infrastructure and deal pipeline before layering on AI, which is useful context for allocators evaluating managers' operational claims. The segment on cultural adoption of technology speaks to the gap between buying tools and getting investment teams to use them.
Summary
By the real estate & infrastructure deskDan Carr and Peter Weiss, co-founders of Alpaca Real Estate, talk with Brandon Sedloff in a conversation recorded at their Aspen summit about launching an opportunistic real estate private equity fund in late 2022 and building the firm around a data and technology stack from day one. They describe cataloging roughly 1,000 transactions across a seven-stage deal pipeline in a proprietary data lake before introducing agentic AI, and explain how they approached technology adoption culturally rather than by mandate. The discussion also covers their current focus on build-to-rent townhomes and infill industrial, working with operating partners versus directly, and forward purchase structures that
- The founders met as analysts at JP Morgan in 2011 and launched their fund in late 2022, after the Fed's rate increases created what they describe as a repricing moment in commercial real estate.
- They built a seven-stage deal pipeline and cataloged 1,000 transactions in a proprietary data lake before deploying agentic AI.
- They argue organic buy-in matters more than mandates when driving technology adoption inside an investment firm.
- Their current focus is on build-to-rent townhomes and infill industrial, with forward purchase structures that shift construction risk to homebuilders while controlling land upfront.
Chapters
From the publisher’s description| Time | Chapter | Length |
|---|---|---|
| Intro | 1 min | |
| Recording live at Alpaca's Aspen summit | 4 min | |
| Getting into real estate investing | 5 min | |
| Meeting at JP Morgan in 2011 | 1 min | |
| Building the REPEN networking group | 1 min | |
| Post-JP Morgan career paths | 3 min | |
| The 2022 wake-up call from Dan | 2 min | |
| Capitalizing a first-time fund | 1 min | |
| Building technology into the DNA | 4 min | |
| Creating clean data infrastructure | 4 min | |
| Cultural adoption of technology | 5 min | |
| Alpaca's investment focus today | 2 min | |
| Residential and industrial strategies | 2 min | |
| Operating with partners versus direct | 3 min | |
| Closing thoughts for investors | 5 min |
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