Airbnb listing alerts
Your agent searches Airbnb for your trip on a schedule, opens every new listing, checks what the filters can't, and alerts you only on the stays that match.
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Find me an Airbnb in city from check-in to check-out for guests, with bedrooms and beds and a kitchen, under budget a night. Search around the address I go to every day, rank the well-rated homes by door-to-door public transport time arriving by time on a weekday, read their lowest-rated reviews for noise, and give me the best ones with the price, the travel time and a Google Maps link to each route.

You have to be somewhere every morning, at an office, a campus or a client site, and you need a place to stay for a few days or a few weeks. The best stay is not the nearest on the map: it is the one with a short, simple trip to that door, a quiet street, the beds you need and a fair price.
Airbnb cannot answer that question. Its filters cover price, rooms, beds and amenities, and its map limits the area, but nothing sorts or filters by the time from a home to an address you name. Each home is shown at an approximate location until you book, and Airbnb's filter counts beds without saying what they are.
Google Maps knows the travel time, but for one trip at a time: comparing 30 homes means 30 searches with the same arrival time. And whether a street is quiet is in neither filter: it is in the reviews, often in the low-rated ones and in other languages.
Your AI agent searches Airbnb inside a map area around your address, with your dates, guests, rooms and budget, and keeps the well-rated homes. It asks Google Maps for the door-to-door time from each one, arriving by your start time on a weekday of your stay, all at once. It reads the lowest-rated reviews of the fastest homes for noise and other complaints, checks the sleeping arrangement room by room, and ranks what is left.
For a four-night stay near an office in Munich, a search of the city returned 340 homes and a 3 km box around the office returned 32. The commutes of the well-rated ones ran from 10 to 28 minutes, and the reviews left out a home on a busy road, one above a bar and one with a windowless basement bedroom.
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