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Case Study · CRE Underwriting

I Built an AI to Underwrite CRE Deals in 10 Seconds. Here’s What It Caught on a Real AutoZone OM.

By Ryan Solberg·May 2026·6 min read

I’ve been a Florida CRE broker for 11 years. The most common mistake I see first-time commercial buyers make is the same one, over and over: they look at the cap rate, see a number that beats their savings account, and skip the math that actually matters.

So I built a free tool to do the math for them. You drop in any offering memorandum (PDF), and an AI reads the entire document, extracts the deal terms, and runs a full underwriting in about ten seconds — IRR, DSCR, cash-on-cash, equity multiple, and a letter-grade deal score. It lives at maxlifedevelopment.com/pdf-analyzer.

To show what it does, I dropped in a real OM I had on file: a $1.2M AutoZone ground lease in Orlando (801 S Goldenrod Rd, listed at a 5.04% cap rate). On paper, this looks like a great deal. NYSE-traded credit tenant. Absolute NNN structure. Zero landlord responsibilities. Twenty-year initial term with four 5-year renewals.

Here’s what the AI flagged in 6.7 seconds:

Investment Grade
DPass

IRR

3.86%

FAIL · target >12%

DSCR

0.86x

FAIL · target >1.25x

Cash-on-Cash

-1.17%

FAIL · negative

Equity Multiple

1.50x

FAIL · target >2.0x

The Negative Leverage Trap

The killer metric is the DSCR of 0.86x. Here’s what that means in plain English: the property generates $60,500 a year in net operating income. With a standard 25% down (= $300K equity) financed at today’s 6.75% interest over 30 years, the annual debt service is $70,049.

That’s right — your mortgage payment is $9,549 more per year than the property earns. Year one, you write a check out of your own pocket just to keep the deal alive. Year two, three, four — same thing, every month, until rent escalations kick in or you sell.

CRE professionals call this negative leverage: buying at a cap rate lowerthan your borrowing cost. It’s mathematically guaranteed to lose you money on a current-yield basis until rates fall, rents rise, or the market re-rates the asset upward — none of which you can control.

But the OM Looks Beautiful

And this is the trap. The offering memorandum for this AutoZone is 21 pages of glossy photos, demographic charts, drone shots of 41,000 vehicles per day on Goldenrod Road, and the words “corporate guarantee” and “NYSE-listed” in roughly twenty places. Nowhere in the document does it warn you that financing this at the asking price means losing money every month from day one.

The seller’s broker isn’t lying — the cap rate is mathematically real. They’re just selling you the story you want to hear: name-brand tenant, passive income, leave-it-alone asset. The math the AI surfaces is the math your accountant would tell you about three months after closing, when you call to ask why your bank account keeps going down.

What an AI Analyzer Actually Catches

The mechanics matter. The AI’s job isn’t to tell you whether to buy a deal — that’s your job, your CPA’s job, and your lender’s job. The AI’s job is to turn a 21-page PDF into the four numbers that matter before you spend a week of your life building a pro forma in Excel on a deal that was never going to pencil.

Here’s what it caught on this AutoZone in seconds:

  • 5.04% entrance cap is below today’s borrowing cost. Negative leverage from day one at any standard LTV.
  • Only ~3 years remain on the lease. The 20-year term started in 2009 and the “four 5-year renewals” are at AutoZone’s option, not yours. If they don’t exercise, you’re holding a vacant 7,008-SF box on a half-acre.
  • Year 1 cash flow is negative $9,549. That’s before any maintenance, vacancy, or surprises.
  • Equity multiple of 1.5x over a 10-year hold. Even if you held the full ten years and exited at the same cap rate, you’d 1.5x your money — versus an S&P index fund historically averaging ~2.6x over the same window with zero effort.

The Counter-Argument (And Why It Still Doesn’t Hold)

A sophisticated NNN buyer might say: “Sure, the cash-on-cash is bad, but I’m buying the dirt. In ten years this is a redevelopment play — out parcel near major intersection, BU-1A zoning, density of new rooftops in Orlando. I’ll tear it down and build a 5,000 SF medical retail building.”

Fair argument — but if that’s your thesis, you should be paying land value, not stabilized-NNN value. Run the same tool with the “land value at exit” assumption and the grade improves. But that’s a development bet, not a passive income bet, and it’s not what the OM is selling.

The Update: How This Deal Actually Closed

Here’s the part that matters — and a little transparency: this was my listing.I represented the seller. And I’ll be straight with you, the same way the analyzer is: the initial 5.04% asking cap was aspirational. The tool showed exactly why a financed buyer couldn’t make it work at that number — and the market agreed. Good brokers don’t let a listing sit on a price that won’t clear; they price it to where it actually trades and get it sold.

So we marketed it properly — professional drone and HDR photography, a full OM, outreach to the net-lease buyer pool — and dealt directly with the buyer, a licensed principal investor. We negotiated him up from an $857,000 opening all-cash offer to a $950,000 close in March 2026 — a 6.37% cap rateon the same $60,500 of NOI. That’s about $93,000 more for my seller, and a fast, clean close. The buyer got a price that actually pencils; the seller got a certain, on-time exit. That’s what honest analysis does — even on your own listing, it tells you where a deal really clears so you can get it done.

$950K
Sale Price
6.37%
Cap Rate
+$93K
Over Opening Offer
March 2026
Closed
AutoZone NNN property at 801 S Goldenrod Rd, Orlando — listed and sold by MaxLife Commercial at a 6.37% cap rate

801 S Goldenrod Rd, Orlando — our AutoZone listing, sold March 2026. See the full case study.

See the full case study →

Try It on Your Own Deal

The PDF Deal Analyzer is free. No signup. No email required (you can optionally drop your name and email if you want me to follow up personally). Drop any offering memorandum — NNN, multifamily, retail strip, industrial, medical office — and you’ll get the same analysis back in about ten seconds.

Free · No Signup

Run an OM Through the AI Analyzer

Drop any commercial offering memorandum. Get IRR, DSCR, cash-on-cash, equity multiple, and a letter-grade in about ten seconds.

Try the PDF Deal Analyzer →

A few notes

The numbers above use today’s defaults: 25% down, 6.75% interest, 30-year amortization, 10-year hold, 0.5% exit cap spread. All overrideable in the tool. If you’re an all-cash buyer or you’re putting 50% down, the math obviously changes — and the AI will recalculate.

For informational purposes only. Not investment, tax, legal, or accounting advice. AI-extracted figures should always be verified against the source document.

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