Dark Tourism in India Exploring Shadows and Must-Visit Sites

Sep 30, 2024

Last Updated on: Nov 24, 2025

Travel Guides

India is leading the dark tourism scenario With an expected CAGR of 5.1% (2024-2034),. Dark tourism in India thrives as it is the land of history and heritage. Also, travel a few miles, and you will get to know folklore or common myths related to paranormal activities. 

So, dark tourism in India takes you to places associated with human tragedy or something that raises our curiosity. Endless warfare and the rule of various dynasties have drenched its soil in blood from time immemorial. Further, superstitions and oppressive customs in various parts of the country have caused human casualties that can give you a chill down your spine. 

However, dark tourism in India or any part of the world is not just about people’s fascination with the macabre or its inclination to encounter the grey zone. Many dark tourism sites like the Cellular Jail in the Andaman and Nicobar Islands or Jallianwala Bagh tell the tales of a collective past

So, these are often popular destinations for educational tourism or excursions. With endless stories and mysteries spread in every corner, India will spoil you with the choices of dark tourism spots. Here is a list of places you just can’t miss!

Dark Tourism In India: These Are The Places You Need To Visit 

Dark Tourism In India

For me, dark tourism in India is like communicating with the past. These places and the remnants there convey a message that can trigger our moral emotions such as empathy, gratitude, disgust, or sadness. Further, these moral emotions can change our perspective about ourselves, various communities, and society. 

Moreover, curiosity is present in people’s love for the occult. Some categories of dark tourism, such as ghost tourism, thana tourism, and disaster tourism, especially urge many to get into the shadows. We absolutely agree with Karan Anand, the Head of Relationships at Cox & Kings.

Dark Tourism In India

So, which places does dark tourism in India take us to? Here is a curated list!

1. Port Blair Cellular Jail | Kala Pani | The Prison Of Death

Port Blair Cellular Jail Kala Pani The Prison Of Death

Location: Andaman and Nicobar Islands 

One of the most prominent witnesses of British atrocities in the country, the Port Blair Cellular Jail tops almost all the lists of dark tourism in India. 

The British government made a hell of concrete in 1906 in the form of a prison, and it was almost impossible to escape or come out of it. 

Vinayak Damodar Savarkar, a freedom fighter in India, was the only person who had escaped the Port Blair Cellular Jail. 

The British Raj sent convicts with the highest punishment to this jail. Once, this jail housed as many as 80000 prisoners, and among them, at least a few hundred were the freedom fighters. The freedom fighters received the “Kalapani ki Saza” to lead a life of isolation. 

Constructed in the shape of a starfish, the Port Blair Cellular Jail is witness to inhuman tortures and genocides. Along with the atrocities of the British Raj, it has also seen the genocides operated by the Japanese. 

Port Blair Cellular Jail

When at the Cellular Jail, don’t forget to attend the “Light & Sound” show in the evening. It is like time travel, giving you goosebumps. 

2. Jallianwala Bagh

Jallianwala Bagh

Location: Amritsar City, Punjab

The 13th of April 1919 saw one of the worst examples of British acts of barbarity in India. Innocent people had gathered at Jallianwala Bagh in Amritsar City to peacefully protest against British rule.

Jalianwala Bagh was blocked from all sides, and Brigadier-General Dyer ordered his men to open fire at these innocent and unarmed people. The 1650 rounds of firing continued for 10-15 minutes, taking the lives of more than 500 people

Today, when you visit Jallianwala Bagh, you can see many bullet holes struck in the structures there. In 1951, a memorial was built here to pay respect to the Indian revolutionaries. Further, in 2019, the inauguration of the Yaad-e-Jallian Museum took place. The museum depicts the most authentic account of the massacre. 

A century later, in 2019, an official acknowledgment of “regret” came from British Prime Minister Theresa May on the Jalianwala Bagh massacre. This substantiates how grave and gruesome the act of mass killing was. 

3. Roopkund Lake 

Roopkund Lake 

Location: Uttarakhand

Located at a 5000-meter altitude, Roopkund Lake is one of the most popular trekking destinations in Uttarakhand, India. 

However, you can see hundreds of human skeletons near the lake, named  the “Lake of Skull.” 

Researchers have found that around 200 pilgrims died of heavy snowfall in the place in the 9th century. So, there are so many skeletons around the lake. Roopkund Lake is also known as the “Mystery Lake,” and there are stories about the pilgrims getting turned into stones or the Goddess getting angry

However, Veena Mushrif-Tripathy, a member of the 2004 investigation and a professor of archaeology at Deccan College in Pune, mentioned that the theory of the pilgrims was reasonable as there were no traces of weapons. 

4. Shaniwar Wada

Shaniwar Wada

Location: Pune, Maharashtra

Shaniwar Wada, built in 1732 by Bajirao I, is a historically significant fort and stands out for its architectural excellence. This fort was once the seat of the Maratha Peshwas. This fort became a tourist attraction after the 2015 magnum opus of Sanjay Leela Bhansali, Bajirao Mastani.

However, Shaniwar Wada is a favorite dark tourism in India destination because of a popular ghost story or folklore associated with it. Narayanrao, the son of Bajirao I, was killed by his uncle Raghunathrao in 1773 in this fort.

Since then, people have experienced paranormal activities in the fort. Many have claimed to have encountered the dead prince. 

5. Kuldhara 

Kuldhara 

Location: Jaisalmer, Rajasthan

How about visiting a village abandoned by its people around 200 years ago? Kuldhara, the cursed village of Jaisalmer, was the residence of the Paliwal Brahmins. They left the village because of water scarcity and the high taxes imposed by Diwan.

Another story is about Salim Singh, the local prime minister, who wanted to marry the daughter of the village head. The villagers did not agree to his demands and vacated the place overnight. They also cursed the place, saying that no one could settle there. 

Further, some even associate the overnight evacuation with paranormal activities. Whatever the reason, many people have tried but failed to spend a night in this village.

Today, abandoned houses, temples, and other architecture speak of excellence, craftsmanship, and intrigue. It is also a favorite destination for movie-makers and photographers today. Films like “Agent Vinod” are shot here. Moreover, the village is now a “Protected Monument of the State Archaelogy Department.” 

Kuldha

6. Dumas Beach

Dumas Beach

Location: Surat, Gujarat

Dumas Beach is one of the most haunted places in Gujarat. With its black sand and paranormal activities, this beach transforms into a hellish spot as the Moon shows up. 

The beach was earlier a cremation ground. The black color of the sand comes from the ashes of those corpses.

While we could not see the moving orbs or any prominent paranormal activity, I felt eerie at the beach. Also, I can’t explain, but there is something very depressing about this beach. It feels like you can hear the whispers of the lost here, and someone will suddenly appear in the shadows

There have been reports of many tourists going missing from Dumas Beach. Also, one day, local people discovered the corpse of a man at the beach. His tongue was popping out. 
To date, no explanation has been found behind these tragic incidents. 

7. Bhangarh Fort

Bhangarh Fort

In the Aravallis, the Bhangarh fort has the remains of a deserted marketplace, Havelis, and temples. The architectural excellence of the fort is beyond question, and it speaks of a prosperous past. 

However, Bhangarh Fort is the most haunted place in India. It has stories and myths enough to scare you to bits. 

Bhangarh Fort Story: 1

The Archaeological Survey of India has banned entering or staying in the Bhangarh Fort after the Sunset. According to the local people, no one entering the fort at night has been able to come out alive. The fort becomes a site of paranormal activities in the darkness. 

Bhangarh Fort Story: 2

Guru Balu Nath used to meditate at this place. When Raja Madho Singh visited him with a request to build a fort here, he agreed on one condition. He asked the king to promise that the shadow of the fort would not touch him. Despite the king’s promise, it did not happen.

Furious, the hermit cursed the castle and the village. 

Bhangarh Fort Story: 3

No house in the area has a roof. People believe that the roofs of those houses were destroyed due to the curse of the hermit. All attempts to rebuild the roofs went in vain. Many of those roofs also collapsed, causing human casualties. 

Bhangarh Fort Story: 4 (Accidents And Deaths)

Three people once decided to stay in Bhangarh Fort at night. They had a powerful torch, but one group member fell into a well.

The two others rescued him and took him to the nearby hospital. However, they met with a fatal accident on the way to the hospital and lost their lives. 

Do you want to explore more sites that are suitable for dark tourism in India? Visit the Taj Palace Hotel in Mumbai, Union Carbide Factory, Bhopal, Sites Of Indus Valley Civilization, Savoy Hotel, Mussoorie, and Gandhi Smriti, Delhi. 

Listen to hushed murmurs and the stories these places have to share to make a journey to the past! 

Also read

Share on Social Media

Meet Sibashree Bhattacharya, a travel enthusiast who has a decade-long experience in transcending virtual barriers with her words! Her deep love for travel is apparent from her travel escapades to the mountain, often taking her readers on a journey, her words acting as Portkey! Fun fact: Sibashree loves to dive deep into the history of the places she is about to visit, making her travels even more wholesome. If you were wondering how her articles are not short of time travel, this answers it!

Leave a Reply

Your email address will not be published. Required fields are marked *

title-img Related

READ MORE is cabo san lucas safe

Is Cabo San Lucas Safe? – Let’s Find Out!

BY  sagnika Jun 26, 2023

Are you considering making travel plans to visit Cabo San Lucas? The ultimate destination for adventurers can be dangerous because of the harsh weather and increasing crime rates. Want to know is cabo san lucas safe? Cabo San Lucas is 20 meters above sea level, while the geographical location is 22.88 degrees North and 109.90 degrees West. Thomas Ritchie founded the place in 1828. The climate of Cabo is a tropical thorn forest. However, there is a certain desert terrain spread. A critical icon can be found in the area, The Arch. In Spanish, "El Arco" is the natural stone arch that is well known worldwide and a symbol of Cabo San Lucas. Read the article to learn more about it. Also Read: How To Find The Best Ontario Cocaine Rehab Center? Is Cabo San Lucas Safe? Let's Find Out! Cabo San Lucas is situated in Mexico with picturesque beaches. It is a popular tourist destination rich in culture and boasting sumptuous local food. Almost 2.8 million travelers visit Cabo annually, and there are repeat visitors. The coastal life experience that Cabo San Lucas offers is quite beautiful at a meager price as compared to many other popular tourist destinations. The place is more alluring than other beach destinations, and the good annul the bad regarding tourism. The question arises Cabo San Lucas is safe because in recent times. The country of Mexico is going through a crisis of cartel warfare and drug-related violence. The U.S. government has issued a warning regarding the travel advisories in Mexico, and Cabo has been excluded. Cabo is a popular tourist spot and is considered safe for visitors. Yet some issues might put tourists at risk in recent times. Where Is Cabo San Lucas Situated? Cabo San Lucas is situated in the Baja California peninsula on the West Coast of Mexico at the southern tip. The overall positioning of the place is in the southeast of California, USA. Tourism In Cabo San Lucas The tropical weather in Cabo is perfect for visitors. The white sandy beaches and glistening blue waters create the perfect backdrop for tourists walking barefoot. Thousands of tourists frequent Cabo every month. There are certain things that you need to consider when you are traveling to Cabo, such as you should only buy bottled water, always staying in groups, and don't dress up too flashy. As a visitor, you must know that there are no lifeguards. Hence, you should always have local contacts who can help you. You must book with trusted sources for accommodations. How To Reach Cabo San Lucas? The time to reach Cabo San Lucas by flight from New York, Vancouver, Canada, and Chicago is 5 hours, while from Seattle and Atlanta, it takes 4 hours. Traveling from San Francisco to Cabo will take 3 hours, while from Dallas and Los Angeles, your flight will be two and a half hours long. Crime In Cabo Certain crimes are active in Cabo, and Interpol is working hard to prevent them. The Interior is performing criminal investigations and spearheading spontaneous crackdowns to stop crime. The concerns that are identified in Cabo are as follows: Drug Use and Sale Gang Activity Carjacking Scams Robbery Homicide Pickpocketing The total population of Cabo is 202,694, and most crimes are happening against the locals. The crimes are severe, so the authorities are taking a solid stand to curb the crime. The crime rate has increased to 80.29% in 2023. Thus, safety is a concern. The vibrant sceneries, nightlife, and natives are the attraction of Cabo, yet visitors might feel reluctant due to safety issues. Considering Cabo is right on the edge of the coastline, it is easy for drugs to pass from Mexico to other countries. It does contribute to more gang violence and drug-related crime in Cabo. It would be best if you stayed away from the coastal regions late at night as tourists and visitors. There is a higher risk of getting mugged. Venturing into tourist habited places such as shopping centers, tourist attractions, bars, and restaurants is a better idea to enjoy your trip. The most convenient transportation choices are Uber, Lyft, and Shuttle. Safety Concerns Cabo has topped the list of scams and frauds, making it difficult for the authorities. Before and after the peak season, the issues further increase. In 2022, at least 800 reported cases of fraud and scams. Kidnapping is another concern where the perpetrators ask for money after abducting loved ones. In Cabo, there are risks of tourists getting kidnapped in vehicles that pretend to be taxis but are not. The tourist destination ranks third in the statistics of kidnapping. The municipality of Cabo San Lucas has a negative image regarding managing crimes for locals and visitors. The center of Cabo has the best hotels, attractions, beaches, and accommodations where crime is controlled. Unfortunately, the back alleys and the side roads are not so safe. Los Cangrejos And Las palmas The neighborhood has some safety concerns, which are pretty high for crimes and theft. People are constantly falling victim. Santa Rosa In San Jose del Cabo Armed robbery, vehicle robbery, and assault crimes are common in Santa Rosa. Visitors must be careful of hot spots. This location has accommodations and tourist attractions, making it straightforward for visitors to fall victim. It would be best if you kept the windows of the cars locked. You must continue on the way if any strangers are asking for help or a lift. The reported crimes in this location are based on gas stealing. The neighborhood around the airport is primarily rural, which is considered dangerous. City Center The area is crowded, making it the perfect place for mugging and pickpocketing. Every day, twenty crimes are reported. Therefore, visitors must avoid congested areas. There is a high chance of losing your belongings because stealing is common. Conclusion Please read the article to learn the answer to is cabo san lucas safe and why you should be careful before you visit it. Comment below regarding your traveling preferences and whether you would like to visit Cabo someday. Read Also: How Safe Is Morocco For Travel? Is Spirit Airlines Safe? Get Your Answer Here! FAQ About Staying Safe With Holiday Royal Vacation Club

READ MORE I Keep My Child Occupied When Traveling

How Do I Keep My Child Occupied When Traveling? 

BY  Abdul Aziz Feb 2, 2024

Ah, summer vibes mean vacays, road trips, and the classic "Are we there yet?" soundtrack. But let's face it, keeping kiddos entertained during long car rides is no easy feat. The struggle is real! And we all know too well that screen time takeover – not the best road trip memo. Why miss out on the fun? Road adventures are a golden chance for your little explorers to dive into new activities, discover cool stuff, and dive into some classic road trip games. Because let's be real, they won't remember the drive if their eyes are glued to a screen. Time to make those miles memorable. I mean, if you're living in a place for a few days, I think you might be Looking for soccer camps all around. However, if you can’t find something as such, we would suggest you go through the following tips instead. Tip – 1: Make The Entire Thing A Game  Picture this: you're on a classic car ride, cruising down the road. Now, you've got your go-to games like I Spy, Car Bingo, and The License Plate Game. But when those start feeling a bit too familiar, it's time to turn up the fun with some karaoke action! Now, I get it, not everyone's a singing superstar, so let's mix it up. Try this game called Karaoke Masters: create a playlist of tunes everyone knows before you hit the road. Play just a few seconds of a song, and let the kids guess what it is. Throw in some rather goofy ones like "Old McDonald Had a Farm" or "John Jacob Jingleheimer Schmidt" for extra laughs. Trust me, it's a road trip game-changer! Note: Ever tried those travel trays for road trips with the kids? I swear by them! They’ll give the little ones a handy flat space for coloring, drawing, or whatever keeps them busy. Plus, no more stuff rolling off with that raised edge. And get this – there's even a cup holder and pockets for snacks. Safety-wise, the edges are soft and padded, just in case. Perfect for meals on the move too! We've been using them for years, and they've been a game-changer. 2: Give Them A Surprise Box  So, on every road trip, my kids get super pumped about this amazing thing we call the "surprise box." It's basically just old lunchboxes I snagged at a garage sale. Now, the magic happens when I fill them up with all sorts of fun stuff I’ve found on the – garage sales, Dollar Tree, clearance aisles, you name it. And let me tell you, it's a big hit! The best part? Everything inside is brand new to them, making each little toy or activity way more exciting. I toss in some snacks and sweet treats for good measure, too. Now, if you really want to milk the suspense or use it as a reward for some stellar behavior, you can get creative. Maybe make a bunch of small surprise bags to open at specific times or pit stops. Think Legos, Hotwheels cars, fidget toys, smaller-sized dolls - you name it. Dollar Tree is like a goldmine for budget-friendly goodies. Happy travels! 3: Let Them Listen To An Amazing Story  Switch up your pre-trip routine this summer! Instead of downloading movies, go for podcasts – like movies for your ears! Check out NPR's Wow in the World, their first podcast for kids. It's not just for your little ones; the whole family can enjoy it. Discover the mysteries of why shoelaces never stay tied, the secrets of astronauts' bathroom breaks in space, and how saying "thank you’ can boost your health. It's a fun way to learn together! 4: Play Mobile Games Or With Toys  When you've got a whole bunch of time ahead of the children, make the most of their iPad love! There are cool games that are not just fun but also educational. If your little one enjoys coloring, grab 123 Color: Talking Coloring Book – it's like coloring without the mess of crayons. Plus, there are world maps for some on-the-go geography lessons. And for the older ones, Minecraft Pocket Edition is a big hit! When the road trip gets bumpy, go back to the good old days! Try card games, Mad Libs, and even the classic Etch A Sketch. Travel-sized board games like Clue, Trouble, and Scrabble are perfect for the ride. Don't forget Bingo! And hey, let your little one bring along their favorite toys – it's not just fun, it's like a piece of home on the road! 5: Make Memories As You Go  Ever wish you could relive those awesome family trips without spending hours on photo albums? Well, here's a cool idea: get the kids involved! Let one kid be the photo guru, another the daily journal keeper, and a third the memento collector – think souvenirs, coasters, and random cool stuff. Pack some instant cameras, paper, markers, crayons, glue, and tape. Every night, before crashing, let the kids create a page of memories from the day. When you're back home, make it a massive deal with a family night dedicated to flipping through their masterpiece. Trust me, it's a trip down memory lane you won't want to miss! 6: Reward Their Good Behavior  You know, sometimes a little bribery can work wonders. Are kids not cooperating? Try throwing in a sweet deal. If they can keep the complaints to a minimum for the next hour, promise them a pitstop at the ice cream stand. Want some quality time with mom or Dad by the pool? Well, leaving the siblings alone might just do the trick. And if you can manage a whine-free morning, congrats – you get to decide where to eat for lunch or which attraction to hit up first. But, let's not forget the other side of the coin. If kicking the back of Dad's seat is your thing despite being told to stop, sorry buddy, but the hotel game room is off-limits that night. Tough love, you know? 7: Let The Children Have A Say Have you ever noticed how kids can turn a simple car ride into a full-blown protest when they're not into it? Well, here's a trick to avoid whining and complaining to get them involved in the trip plans! Imagine this: instead of dragging them along, let them take the wheel (figuratively, of course). For the little ones, just give them a few hours of power. They get to decide when and where to stop and for how long. Yeah, it might mean hitting up every random spot on the way, but hey, it's a small price for some peace and quiet, right? And it's not just about pit stops. Let them call the shots on what to do during their reign on the road. Maybe a quick detour to a quirky roadside attraction or a pit stop at a diner for a milkshake. Let their imagination run wild. Now, if you've got some older kids, turn the planning up a notch. Give them the keys to the whole day. Let them map out the route, plan all the stops, and come up with a theme for the day. It's like a little road trip takeover by the mini road trip experts. Plus, they can create the ultimate playlist for the journey. So next time you're hitting the road, remember, hand over the reins to the little road trip planners, and you might just avoid the dreaded backseat rebellion. Happy travels! Read Also: Journey To Joy: Unleash The Potential Of Your Road Trip With These Tips Record-Breaking Holiday Travel Anticipated As TSA Prepares For Busy Season! The Italian Train Group FS Will Launch A New “Night Train Like Hotel”: Rome To Dolomites

READ MORE AI in member engagement

How AI Is Revolutionizing Member Engagement In Corporate Travel: Enhancing Interaction And Personalization

BY  Anindita Dey Oct 29, 2025

I was going through a recent report of Ernst & Young (EY). It was about how generative AI is changing the tourism industry.  The report features data from the recent WiT Singapore conference. It said that around 60% of the travelers from the Asia Pacific use AI tools to research and book travel destinations.  Furthermore, many airlines, hotel chains, and travel booking platforms are using AI for better data management, analysis, and revenue management. Moreover, the use of AI is offering a customized experience with UX (user experience) highlights, such as voice-based interfaces and personalized itineraries.  Thanks to these efficient virtual assistants, the ease of travel booking and personalization of itineraries, AI is also improving member engagement in corporate travel. There is a reason why names such as Kayak, United Airlines, and Concur Travel are using AI for travel booking, information updates, and more.  Hi, in today’s blog, we will talk about the role of AI in member engagement in corporate travel.   Why Is AI In Member Engagement Crucial For Corporate Travel?  From creating a personalized visual identity with an efficient profile picture-making tool, such as PFP maker, to offering real-time support and updates, AI is boosting member engagement in corporate travel.  1. Real-Time Travel Updates Chatbots and virtual assistants are changing the way we used to follow up on our travel bookings and itineraries. They offer real-time support and updates.  Furthermore, a travel booking platform with AI uses predictive analytics to enhance your booking choices. Also, the automated expense reporting eliminates all paperwork. In addition, an AI-powered fraud detection mechanism helps to identify unauthorized expenses. Thus, it ensures compliance with corporate travel policies.  2. Data Analysis To Avoid Delays And Disruptions   The machine learning algorithms of a travel booking or management system can identify cost-saving opportunities by analyzing large amounts of data.  Furthermore, machine learning boosts member engagement by identifying preferred travel modes and patterns. Also, machine learning keeps you informed about anticipated delays, suggesting alternative routes and the best flight and hotel options in this scenario.  Thus, AI accomplishes two tasks at once. It boosts the operational efficiency of the travel organizer and improves the experience of the traveler.  3. Personalized Travel Recommendations  We all have our travel preferences. AI analyzes the data and our travel search patterns to create personalized travel recommendations. AI also takes cues from the previous booking and specific corporate travel policies of a company.  Thus, AI helps save time on the process of finding and booking hotels, airlines, or trains. Moreover, AI improves employee satisfaction with cost-effectiveness. So, the employer and the employee are both in a win-win situation.  4. The Use Of AI Makes Travel More Sustainable  Did you know that AI can analyze carbon footprint? By analyzing carbon footprint, AI offers recommendations for environmentally friendly travel choices. Thus, it supports corporates to achieve their specific CSR goals.  Also, companies can use these AI insights to optimize their travel budget and reduce environmental impact to make their travel experience more efficient.  5. Policy Enforcement  Every business has a policy or a set of guidelines regarding corporate travel. AI can assess those policies, and it considers the same policies for completing travel booking and management.  In other words, an AI-integrated system ensures that the booking agrees with the specific corporate travel policies. This is effective for compliance and cost-effectiveness.  However, this compliance is not just limited to the policies of a specific company. An AI system knows the changing policies, travel advisories, latest occurrences, and announcements of a place.  Also, there can be wildlife conservation norms or sustainable tourism guidelines. Breaking any of these can lead to severe legal implications.  When you are choosing a particular place, AI will share all these updates so that your travel experience is hassle-free.  What Are The Drawbacks Of Using AI In Member Engagement For Corporate Travel?  I have already mentioned that data assessment and analytics are important aspects of the use of AI in corporate travel management. However, what if the data is incorrect? In reality, there have been instances where incorrect data has put the traveler and the travel company in a spot.  In this context, I must share the example of the Air Canada case in 2022. Jake Moffatt, a passenger, was assured by the chatbot that if he booked a full-fare flight for his grandmother’s funeral, he would be eligible to get a bereavement fare once the trip was over.  However, the claim was wrong and Air Canada refused to pay the bereavement fee. So, Jake Moffatt took the legal way.  Despite Air Canada trying to defend its position and establish the chatbot as a separate legal entity, the British Columbia Civil Resolution Tribunal held Air Canada accountable for the false dissemination of information.  So, Moffatt got a compensation of $812.02 from Air Canada. The BBC has also quoted the written response of the tribunal member, Christopher Rivers.  “It should be obvious to Air Canada that it is responsible for all the information on its website. It makes no difference whether the information comes from a static page or a chatbot.”  This incident highlights how any information mistake or “customer hallucination” caused by AI tools will make the concerned company accountable.  Good Data Hygiene And Avoiding Silos: The Future Of Using AI In Corporate Travel Management  A corporate travel booking or management company needs to be particular about good data hygiene. That is why you have to ensure that duplicates are eliminated, formats are standardized, and formatting is accurate.  When the data is well-structured and clean, a travel management company can offer the best and most accurate travel policies, cost forecasts, and a better travel experience.  Data silos are another challenge in using AI in corporate .. The problem occurs when data is kept in disconnected and separate stores. When data is fragmented, AI cannot offer a comprehensive view of anything.  So, the spending estimates and travel patterns will eventually go wrong. So, the use or incorporation of data needs to be integrated for a comprehensive result of the search or query of a traveler.