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I got AI to plan my holiday – then local guides ripped apart its suggestions

The appeal of getting a free, quick, well-structured travel plan is easy to see, and something that is causing travel agents another Covid-sized thing to worry about

Places that don’t exist. Events on the wrong day. Attractions miles apart.

Holiday itineraries designed by AI appear helpful and comprehensive, but are actually riddled with mistakes and old information that could ruin your holiday, analysis of them has found.

More and more people are turning to large language models (LLMs) to plan their trips away. One study puts the number of people who have turned to a bot for holiday inspiration at 40%.

The appeal of getting a free, quick, well-structured travel plan is easy to see, and it’s another Covid-sized thing travel agents have to worry about.

But how good are the robots at the delicate art of holiday planning?

I asked the four biggest LLMs to design weekend break itineries for four destinations, and then called on local experts in those places to assess their work. This is what we found.

Grok

Jonnie Fielding, a London tour guide since 2011 with 227,000 followers on Instagram, says the itinerary is “pretty good” if not “generic”, with some glaring issues.

Grok’s suggestions of a walk through Westminster is good, but better if you have a guide point out the smaller details, such as “gas lamps, torch snuffers, fire protection badges”.

The alternative river cruise and London Eye are solid bets for first-timers in the city, but other aspects of the itinerary are less well thought through.

Jonnie argues that the itinerary is far too busy. “I’m a big fan of spending some time people watching. Soaking things in rather than rushing around, and because of the amount in this itinerary, visits to The Tower of London or Westminster Abbey are really rushed,” he said.

The biggest mistake is including the Changing the Guard, which starts at 10:43am at St James’s Palace and doesn’t run on Saturdays.

He concluded: “I know this is a generic itinerary for first-time visitors, but I think London has so much more to offer. Loads of small museums, house museums, places of interest for all interests. They would also leave, not really knowing London.”

Claude

Although Claude breaks the itinerary down into activities and eating, offering the reader a little more freedom, its work left Jay Allen from Unseen Japan incredibly cold.

“Overall, this itinerary lacks any context, history, and rich cultural detail that our customers love hearing about on our tours,” Jay says.

The itinerary is full of old information. For example, Tsukiji is no longer the location of a wholesale fish market. It moved to Toyosu several years ago.

“Why did the original market arise in Tsukiji in the first place? None of this rich detail and historic background is included. Even if it were, this info would be drawn from general public sources, not from the rich background that our tour guides – most of whom have degrees in Japanese Studies or years working as journalists in Japan – can provide,” Jay adds.

The Saturday covers little ground and is too geographically spread out, missing “so much rich detail of the Tsukiji/Asakusa shitamachi area”, according to Jay.

Many suggested destinations are “trite”, “well known” or just “commercial”, such as the Starbucks in Shibuya Scramble. “You can get a much better view of the scramble, eg, from the bar at the top of the Magnet building – and you’d be fighting fewer crowds,” Jay notes.

“If you look at the second day, the itinerary gives you no suggestions of cool art galleries and small, uniquely Japan clothing shops to stop (such as the Ura-Harajuku area off the Main Street, where independent fashion still reigns), nor does it tell you about the less-crowded Brahms’ Path that runs alongside the packed Takeshita Street.”

The restaurant recommendations “are the same five places everyone else is going” and are hard to get tables at, as opposed to the real gems that require “a basic working knowledge of Japanese”.

Jay concludes: “Claude is giving you the wisdom of the crowds. That can be helpful in some cases. In this case, it equates to a bland, ordinary vacation that will likely prove an exercise in frustration for most travelers.”

Google AI

Amy Siegal, a luxury travel advisor based in NYC, praised Google AI for highlighting some “iconic spots”, but argued that only “a human expert knows the ins and outs of these places – what time of day to go where, and in which order they’d work best.”

On day one, Amy suggests arriving at TKTS earlier in the day to have more choice of shows and seats, and to avoid the line.

Saturday’s itinerary has too much “darting around”. She suggests it could be arranged more smoothly, with more interesting food options chosen.

Sunday is packed full of landmarks and history, which is good, but the order is wrong. “I would incorporate some lesser-known landmarks and eateries,” Amy added.

ChatGPT

Vicky Reeves, who is the director of The Real Algarve villa company, applauded ChatGPT for picking out some “amazing places” in its “very good overview,” but argued it failed to consider flow, how much is possible to fit in, and the weather.

“Understanding seasonality is important because this itinerary would feel very different in August compared to November and that is something an agent or guide would pick up on. I also think it’s a bit ambitious and that’s really down to a lack of practical knowledge and insight,” Vicky explained.

“For example, the plan suggests exploring Lagos, visiting Ponta da Piedade and potentially heading to Sagres before flying home. That’s fine if you’ve got a late return flight, but an agent or guide would check to make sure that everything was possible without adding stress or risking your flight home. Benagil is also another good example. It’s one of the Algarve’s most iconic attractions, but during peak season, travel times and parking can be difficult, and tours often need booking well in advance, which isn’t really considered at all.

“The AI did pick out some amazing places, but I do think it’s missing a personal feel. It doesn’t suggest any hidden beaches or lesser-known spots because that’s much harder for AI to uncover. That insight can really make all the difference in making a trip feel unique.”

In conclusion

What is most striking about the itineraries is how comprehensive and well thought out they seem – particularly Claude’s – but how riddled with issues they are once a closer look has been taken.

ChatGPT suggesting an event that doesn’t take place on the requested day is a rookie mistake that could disrupt a trip, while Claude not realising a famous fish market has moved is similarly clumsy.

All the AIs seem too ambitious when it comes to the number of activities and the distance between each.

Certainly, the bots are great if you’re looking for a broad overview of a place, but they lack the precision you’d want to fully rely on its suggestions, and the depth of knowledge a local guide can provide that can bring a place to life.



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Mauritania’s female Islamic guides: Leading the fight against ‘extremism’ | News

Nouakchott, Mauritania – Across a vast stretch of the Sahel and West Africa, armed groups are expanding their reach, military governments are replacing fragile democracies, and “counterterrorism” efforts continue to contend with armed violence, often rooted in poverty and challenging living conditions.

While the Sahel has become synonymous with instability, tucked between the region and the Atlantic coast sits Mauritania, a country that has somehow managed to douse the flame. The explanation for this resilience often begins with a woman in a headscarf sitting across from a young man or a woman in a prison cell, talking about God.

Mauritania’s mourchidates are female Islamic spiritual guides, trained, certified, and deployed by the state under the Ministry of Islamic Affairs since 2021. They are not a new phenomenon, as the programme has its roots in Morocco.

Morocco’s mourchidates were introduced after the 2003 Casablanca bombings, a series of coordinated attacks in the Moroccan city that killed dozens and injured hundreds, as part of a broader religious reform.

Youssra Biare, a Moroccan researcher, states: “Morocco’s mourchidates offer one of the most established examples of women’s religious leadership as a tool for peace-building and preventing violent ‘extremism’.”

Since the programme’s launch in 2006, Morocco’s mourchidates have received formal theological and social training, which enables them to provide religious guidance and family counselling.

“Beyond their role in countering extremist narratives, they address the social and emotional factors that can make young people vulnerable to radicalisation,” Biare told Al Jazeera.

“For countries such as Mauritania, the Moroccan model demonstrates how investing in well-trained female religious leaders can strengthen community trust, promote moderate religious discourse, and create culturally grounded approaches to youth de-radicalisation and social cohesion.”

The mourchidates operate across schools, youth centres, mosques, hospitals, and, critically, prisons. They provide religious counsel grounded in mainstream Islamic scholarship, challenge the theological justifications that armed groups use, and offer a credible alternative to their narratives.

What makes the programme distinctive is the involvement of women with dedicated religious scholarship. More than social workers with a passing familiarity with Islamic texts, the mourchidates are trained in Quranic interpretation, Islamic jurisprudence, and the history of theological thought.

When they sit with detainees convinced that violence is a religious obligation, they can engage on their own terms and dismantle those arguments point by point.

Prison as a battleground for ideas

Prisons have long been recognised globally as sites of radicalisation, where recruitment networks operate. Mauritania, however, has pursued a different approach. Inside its prisons, mourchidates engage detainees linked to armed groups operating in the Sahel region, including those convicted of planning or participating in attacks across Mauritania, as well as those joining radicalised groups in neighbouring countries.

Their work goes beyond pastoral care to critically engage prison populations on an ideological level. They sit with these people over extended periods, building trust and addressing the theological arguments that justified violence, such as the belief that attacks on civilians could be sanctioned in the name of religion.

By patiently challenging these interpretations and offering alternative readings of Islamic texts, the mourchidates gradually open space for detainees to reconsider their choices.

De-radicalisation, when it works, tends to be built on relationships. The mourchidates, through their close ties to communities, are often well-placed to build these relationships in ways that male guards, military officials, or even male religious scholars are not always able to.

Mauritanian Mourshidat (female guides)
Mauritania stands out as a rare island of stability in West Africa’s fight against radicalism due to its use of female Islamic guides [Michelle Cattani/AFP]

A significant portion of what mourchidates do is preventive, operating in community spaces to reach young people before they become vulnerable to recruitment. Armed groups exploit unemployment, marginalisation, and legitimate grievances to draw young men and women to their cause, often using the language of faith.

Countering this radicalisation requires a coherent narrative more than a militaristic approach, and that is precisely what the mourchidates provide.

“One of the strengths of the Mauritanian model is that it understood early on that violent extremism cannot be addressed through security responses alone,” Aminata Dia, a Mauritanian founding member of Elles Du Sahel Network and the executive director of the nonprofit Malaama, told Al Jazeera.

“The country invested in prevention, religious dialogue and community trust-building, particularly through the mourchidates programme,” she said.

Yahia Elhoussein, a scholar who runs a maourchidate school in Nouakchott, told Al Jazeera that this approach works due to its credibility.

“The mourchidates were deployed by the Ministry of Islamic Affairs to different parts of the country, where they educated young people on the true teachings of Islam, such as tolerance, charity, and accountability, playing an important role in de-radicalisation without any use of force,” Elhoussein said.

Why Mauritania stands apart

The results, while difficult to quantify, are reflected in Mauritania’s regional trajectory. The country has not been immune to threats from armed groups, enduring attacks in the mid-to-late 2000s that pushed it to reassess its approach.

What followed was a comprehensive strategy combining intelligence, community engagement, religious reform, and programmes like the mourchidates. Since then, Mauritania has largely avoided the scale of attacks that have devastated its neighbours, such as Mali and Burkina Faso.

Security analysts point to Mauritania as a case study for a preventive model, investing in conditions that make radicalisation less likely rather than responding solely to violence. The mourchidates are central to that model.

Mauritanian Mourshidat (female guides)
Trained women volunteers travel throughout the country to homes, markets, mosques, prisons, and schools to raise awareness among the most vulnerable [Michelle Cattani/AFP]

None of this suggests that Mauritania has solved the problem, or that its approach is without limitations. The country faces governance challenges, while the broader Sahel region continues to experience expanding armed violence, poverty, displacement, and weak state presence, pressures that no single programme can fully address.

Critics note that the reach of the mourchidates, while meaningful, remains constrained by resources and scale.

There are also questions about how replicable this model is elsewhere. Morocco’s version has been partially adapted in other Muslim-majority countries, but conditions in Mauritania, a deeply religious society, such as respected female scholarship, credible state authority, and political will, make it unique.

In Burkina Faso, Mali, and Niger, replicating this model would require rebuilding trust between the state and the community, which appears to have eroded.

At a time when international counterterrorism policy in the Sahel is dominated by military presence, drone strikes, and external interventions, Mauritania’s experience offers a different lesson. Some of the most effective tools for preventing violent activism are not found in special forces and military operations but in trained women, armed with knowledge and patience.

“Mauritania’s mourchidates prove that community-based approaches can be more effective than any other approach,” said Elhoussein.

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