This Halloween, Airbnb is deploying artificial intelligence to proactively prevent unauthorized parties. The short-term rental giant is utilizing machine learning technology across the U.S. and Canada to identify and block bookings with a high risk of party disturbances, aiming to ensure a safer experience for hosts and neighbors.
Key Takeaways
- Airbnb is using AI to detect potential party risks.
- The technology analyzes booking patterns, reservation length, and proximity to the guest’s location.
- This initiative marks the fifth year of Airbnb’s anti-Halloween party protections.
- A permanent global ban on parties was implemented in 2022.
AI-Powered Party Prevention
Airbnb’s "anti-party" technology employs machine learning algorithms to scrutinize booking details. Factors such as the duration of the reservation, the distance between the guest’s registered location and the rental property, the type of property, and the timing of the booking, particularly last-minute requests, are analyzed. This sophisticated approach aims to identify reservations that exhibit characteristics commonly associated with disruptive gatherings.
A History of Anti-Party Measures
This year’s deployment of AI technology is part of an ongoing effort by Airbnb to curb party incidents. For the past five years, the company has implemented specific protections around Halloween. Last year alone, these measures prevented approximately 38,000 individuals from booking homes in the U.S. and 6,300 in Canada. The company escalated its commitment in 2022 by instituting a permanent global ban on parties, a move that followed several shooting incidents at Airbnb properties. Prior to this, a temporary ban was in place during the COVID-19 pandemic in 2020.
Declining Party Allegations
Airbnb reported a decrease in party-related incidents, noting that in 2024, fewer than approximately 0.035 percent of worldwide stays resulted in an allegation of a party, compared to 2023. This suggests a positive trend in the effectiveness of their enforcement strategies.
Warning Against Third-Party Bookings
In addition to its AI measures, Airbnb is reminding users about its policy against third-party bookings. The company is cautioning parents, grandparents, and other adults against using their accounts to book stays for others who will not be present. Such bookings are prohibited on the platform and can lead to consequences for the account holder.
Sources

Founder Dinis Guarda
IntelligentHQ Your New Business Network.
IntelligentHQ is a Business network and an expert source for finance, capital markets and intelligence for thousands of global business professionals, startups, and companies.
We exist at the point of intersection between technology, social media, finance and innovation.
IntelligentHQ leverages innovation and scale of social digital technology, analytics, news, and distribution to create an unparalleled, full digital medium and social business networks spectrum.
IntelligentHQ is working hard, to become a trusted, and indispensable source of business news and analytics, within financial services and its associated supply chains and ecosystems