Nomadic Spirit is a weekly newsletter for travelers who care as much about the why as the where.
In this issue
This issue closes our three-part series on AI and travel. In The Dispatch, we make the case for letting the tools build the trip and then making it yours, in the planning and in the hours once you arrive. A Chosen Place goes to Lisbon, where pushing the machine past its first answer trades a generic five-day list for the real fado of Mouraria. The Vantage takes up algorithmic overtourism, the way the same few models keep sending everyone to the same crowded places, and why human expertise still matters. And Further Afield gathers five worth your time, from Carminho’s Tiny Desk concert to Fodor’s No List and Time Out’s answer to it.
Dispatch
Where Travel and Life Intersect
Make Your Next Trip Yours. Not Everyone’s.
Left to its defaults, AI plans the same trip for everyone. The questions you ask turn it into yours.
Ask ChatGPT to plan a two-week trip in Italy, and it will give you a perfectly good trip. It also gave that trip to the hundred people who asked before you. Left alone, the tool reaches for the most written-about version of a place: the hotels with the marketing budgets and the restaurants every list already names. It feels personal because you typed the prompt. The output is the same.
Use it as a researcher
No better tool fixes this. The change is in what you ask the tool to do. Let it build the trip, then make it yours. Building is the part AI does well, and faster than you could: a workable two-week shape with the train times and the opening hours, in seconds. Making it yours is on you, and the tool will not do it unless you ask. A guide tells you where to go. A researcher hands you what is known and leaves the decision to you. You want the researcher.
This is the third and final part of a short series on AI and travel. The first two made the case for caution, what the tools get wrong, and why your itinerary comes back looking like everyone else’s. You can find both Issues 11 and 12 at mynomadicspirit.com. This one is about what they get right, and it shows up in two places: the planning and the hours you spend once you are there.
Before you go
Start with the build, then go to work on it. The first draft will be solid and generic, and the questions that close that gap are ones the tool will never think to ask itself.
Ask it to find the flaws in its own plan. The same tool that called the itinerary wonderful will, pressed for problems, tell you the Vatican needs more than forty minutes, and the day it gave to three hill towns is really a day for one.
Then make it specific. The tool defaults to the timeless version of a city, the one with the most photographs, so push it toward the day you will be there. Tell it you land in Florence on a Monday and ask what is closed and what the city does anyway. The Uffizi and the Accademia both close on Mondays, and the first draft will not warn you. Ask, and you get the Monday version, the churches and the climb to Piazzale Michelangelo, the morning worth having when the galleries are dark.
One more question earns its keep. “What would someone who has lived here twenty years cut from this, and what is missing entirely?” You will not get a local out of it. The plan still comes back less like everyone else’s. Use ChatGPT, Claude, or Gemini, where you can push back and forth. The dedicated planners like Mindtrip and Layla are quicker, but they give you less room to argue, and the arguing is the part that pays.
On the ground
Now the camera does the research, and the rest is knowing which tool to reach for.
• See it. Photograph a dish, a monument, a plaque you cannot read, and send it to ChatGPT or Gemini with six words on the end: and why does it matter here. The first half names the thing. The second half gives you the story behind it.
• Museums. Download Bloomberg Connects before you go. It is free, it covers more than a thousand institutions, including the Met, MoMA, and the Guggenheim, and it does the work of the rented audio guide you used to queue for.
• Menus and signs. Google Lens reads them in real time. In East Asia, where Lens still struggles, Waygo works offline.
• Conversation. Google Translate’s conversation mode does the job. Lay the phone flat and take turns. Apple Translate is built into newer iPhones, and Pocketalk is a dedicated device for travelers who would rather not hold up a phone at all.
• When things go wrong. A closed museum or a missed connection needs current information. Perplexity is free and shows its sources, and the search modes in ChatGPT and Gemini do the same. The plain chatbot will tell you, with great confidence, what was true two years ago.
All of it works the same way. You hand the tool the questions with known answers: the transit time, the visa rule, the word on the menu, and the name of the thing in front of you. It hands you back the afternoon, the conversation you would have walked past, the dish you now know to order, and the reason it is on the table.
A Chosen Place
Destinations worth traveling for — and understanding once you arrive
Lisbon, Portugal
The Lisbon You Have to Ask For
“The traveller sees what he sees; the tripper sees what he has come to see.” — G.K. Chesterton
Chesterton, the English essayist, wrote that in 1936, about guidebooks and group tours. It fits an AI trip even better. The tripper takes what he’s handed. The difference now is you can push back, and if you push hard, the tool gives you a lot more than the list.
Ask AI for five days in Lisbon, and you can guess what comes back. Belém and the monastery, the castle, Tram 28, a fado dinner in Alfama, lunch at the Time Out Market, and a day in Sintra. Tell it to make the trip less touristy, and it adds a viewpoint or a wine bar and shuffles the order. You get the same week back.
Push, though, and it changes. Ask where people go to hear fado instead of where the tour groups go, and it sends you to Mouraria.
Mouraria is the old Moorish quarter behind the castle, and it’s where fado started. Forget the Alfama fado houses that fill with tour groups at eight and empty by ten. The real thing started up here, in the taverns, where a tavern keeper’s daughter named Maria Severa began singing in the 1840s. She sang for sailors and for a nobleman who loved her, and she died at twenty-six. People still call her the first great fado singer. There’s a block of carved stone on her old street, and the house where she lived still has fado most nights.
Fado means fate. A guitar plays, the singer closes her eyes, and the room goes quiet. She’s singing about saudade, a word that doesn’t quite translate, somewhere between longing and missing something you maybe never had. It’s the most Portuguese feeling there is, and you feel it strongest in Lisbon.
The same trick fills in the rest. Ask what’s only worth catching on certain days and you find the Feira da Ladra, the flea market that takes over the square behind the National Pantheon on Tuesdays and Saturdays, with roots in the 1200s. Ask where to eat lunch off the tourist track, and it’s a tasca, one dish chalked on a board, cheaper than a coffee at the Time Out Market. Tram 28, you ride at eight in the morning, before the crowds, while it’s still locals heading to work.
The tool can dig all of that up for you now. It’ll even hand you the address of the tavern. But it can’t go in and hear it for you.
The Vantage
What the travel industry is getting right — and wrong — for Nomadic Spirit readers.
The Industry Is Betting You’ll Take Everyone’s Trip. Don’t.
We already have an overtourism problem. Whole cities are fighting back, with visitor caps, day-tripper fees, and in Barcelona, residents spraying tourists with water pistols. Now the travel industry is handing the planning over to AI, and the early signs are that it makes the crowding worse.
The worry is not unique to travel. From the Pope to the classroom, the warning is the same: lean on AI too hard, and it starts doing your thinking for you. Travel’s version has a name now. Algorithmic overtourism.
The industry is betting big on the tools. Last year, by one McKinsey count, 45% of venture funding in travel went to AI-built startups. Booking Holdings set aside around $700 million for 2026, much of it for generative AI. Travelers are following. Among Americans over fifty, the share using AI to find travel deals doubled in a year, from 8% to 16%.
The same question, the same answer
When millions of people ask the same few models the same question, they get the same few answers. Recommendation engines run on popularity bias: they push what is already popular and bury the rest. Researchers fed fifty trip requests to ChatGPT, and the suggestions landed on the same short list of famous places, the ones already drowning. The quieter alternatives surfaced only when someone asked for them by name. International arrivals passed their pre-pandemic peak last year. Venice receives 30 million visitors a year, compared with fewer than 50,000 residents. The model does not know the bridge is full. It keeps sending people to it.
Use it, don’t obey it
Like every field wrestling with AI, travel has to stay in charge. The answer is to push the tools past their first generic answer, rather than taking it, as we have argued throughout the series, to address all the issues and to put human expertise back in the picture. AI will find you a flight in four seconds, so that stopped being worth paying for. What is worth paying for is what a model trained on the open internet cannot give you: someone who has been there. Two in five travelers still use a human advisor for part of their trip, and the best of them are no longer order-takers.
Use AI. Just use it to build the trip that is yours.
Further Afield
Reading worth your time.
Carminho: Tiny Desk Concert
NPR Music
If you want to feel what the Chosen Place is about, watch this. The Lisbon fadista sings five songs behind a desk at NPR, and the room goes still inside the first verse. Twenty minutes, no tourist dinner required.
How AI Is Reshaping Travel
The Points Guy
The Points Guy walks through where AI has already worked its way into the trip, from planning to pricing to upgrades, and where it still trips up. A level-headed look at what the tools do well and what to watch for.
The Travel Agent Is Back
Yahoo Finance
After two decades of do-it-yourself booking, more travelers are hiring human advisers again, and not just retirees. One industry survey found a third of advisers say most of their clients are first-timers. The Vantage’s argument, out in the wild.
The No List 2026
Fodor’s Travel
Fodor’s annual list of places to reconsider rather than boycott, the ones where the crowds have overrun the streets. Antarctica, Montmartre, and Mexico City made this year’s cut. Worth a look before you let anything, human or machine, talk you into the obvious.
Where to Go Instead
Time Out
The constructive answer to the No List. Time Out’s pick of the world’s most underrated places for 2026, with not a Bali, an Amalfi, or an Amsterdam in sight. The kind of trip you get when you stop asking the machine for the obvious.
“To awaken quite alone in a strange town is one of the pleasantest sensations in the world.”
— Freya Stark, Baghdad Sketches
