Rental managers in nightlife districts often absorb party damage discovered after checkout. Every reservation triggers ID verification, a risk score built from booking signals and a deposit pre-authorization, with high-risk stays held for human review before confirmation.
Typical results
100%
Stays with deposit secured
90 sec
To score a booking
4%
Bookings held for review
Figures reflect typical results for this kind of automation.
The challenge
The pattern was familiar: a local guest, booked same-day, one Saturday night, for an apartment that sleeps eight. By Sunday there were bottles, a broken table, and furious neighbors. Screening every booking manually was impossible at volume, deposits were collected inconsistently, and platform damage claims recovered a fraction of actual costs — months later, when they paid at all.
Before and after
Damage incidents
−64%Deposit coverage
5×Neighbor complaints
−75%The automation
We built a vetting flow that fires on every reservation. Booking signals — lead time, stay length, local address, group size, weekend one-nighters, profile age — feed a risk score within ninety seconds. Every guest gets an ID verification link and a deposit pre-authorization; confirmation and door codes wait until both clear. Stays scoring high are held and pushed to the manager with the reasons spelled out, approved or declined in one tap.
How it works
- 01
Booking lands
Every reservation from any platform triggers the vetting flow the moment it arrives.
- 02
Signals scored
Lead time, stay length, local address, group size, weekend one-nighters, and profile age combine into a risk score within ninety seconds.
- 03
ID and deposit
The guest receives an ID verification link and a deposit pre-authorization; confirmation waits until both clear.
- 04
Human review
High-risk stays are held and pushed to the manager with the reasons spelled out — approve or decline in one tap.
- 05
Clean check-in
Verified, deposit-secured guests receive their door codes automatically.
Starts from
- New reservation
- Booking risk signals
Delivers
- ID verification link
- Deposit pre-authorization
- High-risk holds for review
The impact
Damage incidents typically drop around 64 percent, from about eleven a year to four, and every stay carries a pre-authorized deposit, so remaining incidents are charged instantly instead of chased. Neighbor complaints fall from eight a quarter to two, and only about four percent of bookings need a human look.
Questions about this automation
Which booking signals feed the risk score?
The score combines lead time, stay length, whether the guest has a local address, group size compared with the apartment's capacity, weekend one-night stays and the age of the guest's profile. Each signal has a weight the manager can adjust, and the score is calculated within ninety seconds of the reservation arriving.
What does the guest have to do before check-in?
Every guest receives a link to verify their ID and a request to pre-authorize a security deposit on their card. Door codes and the final confirmation are sent only after both steps clear. The pre-authorization is released after checkout, or charged if damage is reported during the stay.
How are high-risk bookings reviewed?
Bookings above the risk threshold are held and sent to the manager with the reasons listed, such as a same-day local booking for eight guests. The manager approves or declines with one tap. This is a multi-step build, usually rolled out in stages, so the scoring weights can be tuned on real bookings.