Forensic AI for Rental Property Compliance

The patented AI engine that finds what others miss. Deckard Technologies scans 15 million+ listings across 10,000+ rental websites daily, then cross-references every finding against parcel records, permit databases, and public data, so your jurisdiction has a complete, legally defensible picture of its rental market.

See Forensic AI in Action
Explore Our Platform

FORENSIC AI

What Is Forensic AI?

The only patented AI engine built specifically for government rental property oversight. Unlike basic web scrapers, Forensic AI cross-references listing data against parcel records, permit databases, and ownership registries, then validates every finding with 50+ in-house data analysts. The result is a complete, audit-ready record of every rental property in your jurisdiction: continuously updated, legally defensible, and built to hold up in enforcement.

Over 500 jurisdictions worldwide rely on it as the factual foundation for their compliance programs.

Forensic AI property data dashboard showing rental property mapping
Forensic AI mobile view

How Forensic AI Works

Four stages from raw listing data to enforceable compliance action.

THE VISIBILITY GAP

Why Standard Web Scrapers Leave Revenue on the Table

Most jurisdictions that struggle with short-term rental compliance share the same diagnosis: their tools see the major platforms. The other 9,900+ sites where unregistered operators list stay completely dark. About a third of rental activity happens on regional platforms, direct-booking pages, and social listings that never appear in a standard scrape, meaning the compliance rate is set not by the ordinance but by a data ceiling nobody put there deliberately.

Forensic AI removes that ceiling. It monitors the complete rental web, ties every listing to a parcel and owner, and validates the data before your team acts on it. The difference between a 60% compliance rate and a 95% one is rarely the strength of the ordinance. It is the quality of the evidence behind it.

Forensic AI rental market coverage showing 10,000+ websites monitored
Forensic AI mobile view

CAPABILITIES

Forensic AI Powers Every Rentalscape Product

One patented engine. Complete visibility across your entire rental market.

Short-Term Rental Discovery

STR Compliance

Scans 15 million+ listings across 10,000+ rental websites daily. Ties each listing to a specific parcel number and owner, identifying unregistered short-term rentals — including those on niche, regional, and direct-booking sites that competitors miss entirely. Finds up to 35% more properties than manual methods.

Learn about Rentalscape STR →

Long-Term Rental Matching

LTR Compliance

Cross-references long-term rental listings across a wide range of online platforms and data sources against parcel records, utility data, and permit registries. Surfaces unregistered landlords operating outside local oversight — the properties that never appear on any official list.

Learn about Rentalscape LTR →

Forensic Validation

Human-in-the-Loop Quality

50+ in-house data analysts review every AI finding before any notice is sent. This human validation layer builds an evidence chain that supports enforcement actions, legal proceedings, and audit-ready reporting — the quality standard that makes Forensic AI defensible, not just discoverable.

Proven Outcomes Across 500+ Jurisdictions

Forensic AI turns invisible rental activity into enforceable compliance — and measurable revenue.

0
+

Rental websites monitored daily for new listings and activity changes

0
%

More properties identified than manual methods or basic web scrapers

0
%

Average increase in short-term rental tax collection by Deckard clients

FEATURES

Discover the Features that Power Rentalscape's STR Solution

1. Discovery

The engine scans continuously. Forensic AI monitors 15 million+ listings across 10,000+ rental websites, capturing every active listing (price, availability, calendar, photos, and host details) in real time. It detects the same property listed under different names across multiple platforms, and identifies new listings within hours of posting.

2. Cross-Reference

Listings become addresses, owners, and records. Every listing is matched against parcel records, property assessment databases, permit registries, and ownership data. The AI resolves ambiguities (approximate locations, disguised addresses, shared hosts) to produce a definitive parcel-level record with identified ownership.

3. Validation

Human analysts confirm what the AI found. 50+ in-house data analysts review every AI finding before it enters the compliance workflow. A government sending a notice to a property owner needs that finding to be right, and provably so. That review is what makes the record enforceable, not just exportable.

4. Action

Your team acts on verified data. Validated records flow into Rentalscape’s compliance workflow: automated owner outreach, permit tracking, short-term rental tax collection, and 24/7 complaint management. Governments move from reactive enforcement to a continuous, data-driven compliance program. Learn more about Deckard Technologies.

“Rentalscape STR has been a game-changer for our compliance program. The platform’s ability to identify properties we never would have found manually, and validate them before we act, has fundamentally changed how we approach short-term rental oversight.”

Stephen Rucker

Housing Manager, City of Sandusky, OH

dr_ruckus

COMPLIANCE

Enterprise-grade security and compliance

Deckard is committed to protecting customer data and meeting the security requirements of government agencies. Our platform is designed with enterprise-grade controls and independently verified compliance standards.

Group 45
soc_2_certified

Frequently Asked Questions

How Forensic AI works, what it covers, and what it means for your jurisdiction.

Got more questions?
Get in Touch

Deckard Technologies’ Forensic AI goes beyond collecting data: it investigates it. The engine cross-references listing data against parcel records, property ownership databases, permit registries, and third-party sources to build a legally defensible record. Every finding is then reviewed by one of 50+ in-house data analysts before any government action is taken, ensuring accuracy and audit readiness that no automated scraper can match.

Forensic AI powers all three of Deckard Technologies’ Rentalscape products: Rentalscape STR for short-term rental compliance, Rentalscape LTR for long-term rental identification and registration, and Foreclosurescape for vacant and foreclosed property management. This makes Deckard the only GovTech platform that applies a single, patented AI engine across the full spectrum of residential property governance.

By identifying properties operating without registration or failing to remit short-term rental taxes (called transient occupancy tax, hotel occupancy tax, or a local equivalent depending on the jurisdiction), Forensic AI closes the revenue gap that manual processes miss. Jurisdictions using Deckard’s platform have increased short-term rental tax collection by an average of 40% and achieved compliance rates up to 95%.

Yes. Deckard Technologies has been granted 3 U.S. patents covering its Forensic AI processes for rental property discovery and compliance. These patents cover the proprietary methods by which the engine identifies, cross-references, and validates rental listings against public and third-party records: the investigative logic that no competitor can replicate.

Deckard’s Rentalscape platform, powered by Forensic AI, can be deployed in weeks rather than months. Its ready-to-use infrastructure and pre-integrated monitoring systems mean jurisdictions get immediate visibility into their rental market without lengthy implementation cycles. Many clients see their first compliance and revenue impact within the first 30 days of go-live. Contact us to discuss your specific timeline.

See how Rentalscape maps your jurisdiction’s data.
Book a Demo
CASE STUDIES

See Forensic AI results in jurisdictions like yours.

How Rentalscape Brought Order to a 900+ Short-Term Rental Market
Case Study

How Rentalscape Brought Order to a 900+ Short-Term Rental Market

→ Read more
How the City of Naples Reduced Short-Term Rental (STR) Violations
Case Study

How the City of Naples Reduced Short-Term Rental (STR) Violations

→ Read more
Cathedral City improves safety with the Inspection Portal
Short-Term Rentals

Cathedral City improves safety with the Inspection Portal

→ Read more

READY TO SEE IT IN ACTION?

Give your jurisdiction complete visibility into every rental property — and the tools to act on it.

Get in Touch
Book a Demo