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H - Travel Booking from SEA to SFO

One of the most illustrative consumer use cases for autonomous agents like OpenAI Operator is travel booking , a task that seems simple at a glance but reveals deep complexity upon closer inspection. Let’s take the example of a user based in Seattle planning a mid-month trip to San Francisco. This task spans multiple sub-steps across different applications , from checking calendar availability, booking flights and hotels, to aligning car rentals , each layered with user-specific constraints like schedule, preferences, loyalty programs, and budget. The information is scattered across web and desktop interfaces, making this a perfect candidate for end-to-end automation powered by agents.

Core Step

Information & Application

Nuance / Constraints

Identify optimal travel dates

App: Calendar (Web/Desktop) , Email, Notes

Info: Days/Availability

Constraints from existing meetings & schedule

Distance from user’s home address to airport

Personal preferences on travel times

Select flight options

App: Travel portals (Google Flights, Expedia, etc.)

Budgetary constraints

Loyalty programs & airline preferences

Preferred airport & proximity to home

Book hotel stay

App: Hotel sites (Booking.com, Hotels.com)

Location near meeting site

Check-in/out aligned with flights

Room type preferences & constraints

Reserve rental car

App: Rental services (Hertz, Avis, etc.)

Pickup/dropoff synced with flights

Car type, Budget, Company policy

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Prompt: I am traveling from Seattle to the Bay Area, planning to travel from May 14th - 18th, 2025. I need to book a flight, a rental car and hotels.

Accommodation: I want to stay close to Peninsula or Palo Alto, but don’t mind staying in San Francisco either, however parking a car can be tough there which is why I prefer it less. I am cost conscious here, and so don’t mind staying a bit far too, to stay under the $200 per day budget.

Flight: I need to book a flight after work (5:00 PM) from Seattle to San Francisco on Wednesday, May 14th, that gets my to San Francisco or nearby airports such as Oakland or San Jose. I typically prefer flights that aren’t too late and so don’t mind leaving a little earlier from office either. For return flight, I typically fly back on Sunday evenings between 3 PM & 9 PM in a way that gets me back before midnight to Seattle, so I have time to rest and get ready for the next week.

Rental Car: I typically prefer Avis rental cars but if you cannot get those, I wouldn’t mind going through Turo either, based on price and availability. I typically try to pick up the car close to the airport or at the airport (thus Avis as a choice) and return it back prior to going to the airport.

Show me options for each one by one and piece them together in the right combinations to tell me the trade off from price, comfort / amenities & proximity to where my business meetings would be (Around Palo Alto & San Francisco). Be as comprehensive as you can.

UX - Information Exchange

Leveraged the following global level customization as well as system level prompts

Customization Settings: I am generally a budget conscious customer who is generally traveling for networking and business trips, and so ease of travel and time saving is important but it has to be traded off with price. I like being given a few options, trade offs between price, timing and comfort and like to make my own decisions. I live in [NAME OF PLACE] currently, am [AGE] and work in tech. Ask me as many clarifying questions before you go off on a task and execute so you have all the right information but make sure you think through the steps and gather all the right information.

Booking.com Personalization: I typically like looking for hotels under $200 a night, and don't mind staying slightly far away. You can ask me for my credit card information and fill forms / do the booking on my behalf

Priceline & Expedia Personalizaton: I typically prefer flights under $500 round trip for domestic travel, and don't go above that unless there are no other options. I am fine with flying economy / basic economy and don't carry a lot of luggae

Turo Personalization: I typically prefer cars under $50 per day of base far and typically like lightweight, fuel efficient sedans or SUVs. Since I am tall, I prefer SUVs but don't mind a sedan if the price trade off is correct

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