AI Is Now Finding Unregistered Vacation Rentals in Florida — Here’s What That Means for You

Slug: /ai-finding-unregistered-vacation-rentals-florida/  |  Category: AI in Tax Enforcement, Vacation Rentals, Before an Audit

For years, a short-term rental that stayed off the county’s radar was mostly a matter of luck. Manual code enforcement meant a real person had to stumble onto a listing, and with thousands of properties scattered across dozens of platforms, a lot of hosts simply never came up on anyone’s list. That’s no longer the case. Florida counties are now using AI-driven platforms that scan Airbnb, Vrbo, Booking.com, and smaller regional sites around the clock, matching every listing they find against property records, aerial imagery, and public data to identify who’s operating and who isn’t registered.

If you own or manage a vacation rental in Florida, the honor-system era of quietly running an unregistered listing is ending, and it’s ending faster than most owners realize.

What’s Actually Changed

The company driving most of this in Florida is Deckard Technologies, whose Rentalscape platform is now used by county tax collectors and code enforcement offices across the state. The results speak for themselves: Marion County’s registered short-term rental accounts more than doubled in under a year, growing from roughly 500 to over 1,250, after the county started using automated listing detection instead of manual searches. Monroe County identified enough previously hidden rental inventory to recover more than $800,000 in unpaid taxes in under a year, without needing any cooperation from the rental platforms themselves.

This isn’t a pilot program anymore. It’s a standard tool in a growing number of Florida jurisdictions, and the trend is toward more counties adopting it, not fewer.

Why This Catches More Owners Than You’d Expect

Most hosts think about the 30-day rule — stay under 30 days, and it’s a short-term rental subject to registration and tax. But Florida’s Tourist Development Tax, under Florida Statute §125.0104, actually applies to any rental of six months or less, up to 179 nights. That’s a much wider window than most owners, and even some property managers, have in mind.

That gap matters because a lot of detection tools were originally built around the 30-day threshold. A property rented out for two or three months at a time — a common pattern during Florida’s snowbird season — can sit in a blind spot that neither the platform’s default reporting nor an owner’s own assumptions ever flag as taxable. AI-driven enforcement tools are increasingly built to catch exactly this kind of seasonal rental, not just the classic weekend Airbnb.

It’s Not Just Local Registration — It’s a Sales Tax Issue Too

Here’s the part that surprises a lot of owners: getting flagged for an unregistered rental at the county level often opens the door to a state-level sales and use tax exposure as well. Florida’s Tourist Development Tax and the state’s transient rental sales tax frequently get scrutinized together, because the same rental activity that triggers one usually triggers the other. An owner who assumed a booking platform was handling all of it can end up finding out, only after a county notice arrives, that state sales tax was never properly remitted either.

Whether a listing platform collects and remits Florida sales tax and county-level Tourist Development Tax on an owner’s behalf depends on the specific platform and the specific county’s agreements — it is not automatic or universal across Florida. Assuming it’s handled is one of the most common and costly mistakes I see.

What Owners and Managers Should Do Now

  • Confirm your local registration is current in every county where you operate — not just the county where the property is located, but any local tourist tax registration required.
  • Check whether your booking platform is actually remitting both state sales tax and county Tourist Development Tax on your behalf, in writing — don’t rely on assumption.
  • Review any rentals that run 30 to 179 nights specifically, since these are the ones most likely to have been treated as exempt from short-term rules when they weren’t.
  • If you manage multiple properties or work through a property management company, confirm each property is registered individually — enforcement tools match at the property level, not the portfolio level.
  • If you haven’t been collecting and remitting properly, address it proactively. Coming forward before a county notice or an FDOR audit changes the conversation entirely.

The Bottom Line

AI-driven enforcement has closed a gap that a lot of Florida vacation rental owners have quietly relied on for years. Counties are finding unregistered properties faster, with less effort, and at greater scale than manual enforcement ever allowed — and what starts as a local registration issue often turns into a state sales tax exposure once it’s examined closely. If you operate a short-term or seasonal rental in Florida and you’re not certain your registration and tax filings would hold up to this kind of review, that’s exactly the gap a Pre-Audit Readiness Review is built to close before a notice arrives.

About the Author

Orlando Monteagudo is a former Florida Department of Revenue auditor with more than 30 years of experience in auditing, tax compliance, and financial investigations. His career includes serving as a Revenue Agent with the Internal Revenue Service, an Auditor with Deloitte & Touche, and a Florida Department of Revenue auditor conducting complex Sales & Use Tax and Reemployment Tax audits across Florida. He now represents businesses before, during, and after Florida DOR audits, bringing the insider’s perspective of someone who has sat on both sides of the table.

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