Things To Do In Leeds: Dive Into The Dynamic Heart Of Yorkshire

BY  sagnika Mar 22, 2025

When you learn about these places, you realize they are made for solo travelers especially if you want to experience the full extent of it. Furthermore, when you are planning your solo trip to India, you must visit these places.   Try to be as open as possible to experiencing these places thus, meeting new people, making new acquaintances, and enjoying the journey. Also, try to learn the local tongue because it will help you connect with the people along with enjoying your trip.   Some of these places are the best places to visit in February, so you can plan accordingly.    Learn All About the Best Solo Trip in India Right Here!   If you love traveling and are planning to go on a solo trip in India, I have the perfect places for you. I have shared with you places depending on the type of traveler you are and what you look forward to when you travel solo to a place.   Most of these places that I have shared are suitable for solo traveling as well as quite popular. People from different countries visit these places additionally, even the local people travel to these places to enjoy and experience the beauty.   Nature Enthusiast Solo Traveler   If you are a nature lover, let me share with you some of the places you can visit for your solo trip in India. These places are the perfect example of nature at its best allowing humans to flourish amidst nature, experiencing the best of their life.   Darjeeling   Darjeeling is called the “Queen of the Hills” offering you some of the best views of the Himalayas. Nature is at its best here, which you can enjoy with leisure as the lifestyle there is quite relaxed as the locals are helpful and sweet-natured.   Let's not forget the tea plantation offering you some of the best tea in the world. You must get some when you visit. It is one of the most exotic places to travel in India.   Kasol   A perfect place for backpackers and nature lovers, Kasol is all but a huge landscape of lush greens and stunning scenery. Surrounded by hills, you will get many opportunities and stunning scenery. Kasol offers you an immersive experience that is unique for everyone!   Shillong   With gushing waterfalls, Shillong offers you one of the most majestic solo trips in India. Known as the “Scotland of the East”, Shillong is a place with majestic hills, showering the beautiful rays of sun on the Valley.   When you visit the place, you can enjoy a lot of elements including the pristine streams and deep gorges. The panoramic views of the hill create the perfect place for your nature attraction. Furthermore, you can go boating at the popular spot, the Umiam lake.   Beach Lover Solo Traveler   Beaches are the perfect place to be alone and unwind! So, let’s go on a solo trip in India to explore the beaches and enjoy the beautiful sunrises, sunsets, palm trees, wide expanse of water and so much more. If you are a national of India, you can visit the places to travel without a passport!   Pondicherry   If you are planning a solo trip in India, Pondicherry is one of the best options for you. Offering the unique combination of Indian and French culture, you will find Pondicherry as the best of both worlds.   Called the “French Riviera of the East” Pondicherry flaunts a serene atmosphere with beautiful beaches and colonial architecture. There are colorful houses with beautiful bougainvillea plants adorning the walls, a perfect spot for your solo trip picture, don’t you think?   Goa   Another place in India, Goa is a mixture of two cultures, Portuguese and Indian offers one of the best tourist experiences. As a solo traveler, it is one of the most popular destinations in India for its bustling nightlife, parties, serene beach life, delicious Goan delicacies and drinks.   Varkala   Known for its stunning sunsets, Varkala is in Kerala! When you are going on a solo trip in India, if you want cliffs, palm trees, and red sky, this is it for you. Whichever beaches you visit, you will see the red skies in the evening creating a beautiful view for you.   Additionally, if you are a spiritual person, Varkala for you is not just a cultural hub but also filled with temples. One such place is the pilgrimage site for Vishnu, Janardanaswamy Temple, and the Sivagiri Mutt monument for the social reformer, Sree Narayana Garu.   Culture Seeker Solo Traveler   India is a powerhouse of culture so if you are craving a cultural dose, these are the places for your solo trip in India. I have visited these places for their architecture, telling stories of the past, be it some ancient dynasty or the colonial transformations.   Hampi   A treasure trove, Hampi is a place in India that has several historical ruins speaking of the Indian culture. Visit this UNESCO World Heritage site situated along the Tungabhadra River to enjoy the immersive experience.   The capital of the Vijayanagara Empire, Hampi was abandoned in 1565, thus leaving ruins in its wake. As a history buff and diverse culture lover, I loved learning about the place, its palaces, temples and forts, most of them broken.   Varanasi   The spiritual city of India, Varanasi is the home of Shri Kashi Vishwanath, Lord Shiva where all goes to offer prayers. Often, people who are closer to death wish to visit the city to spend their last days of life.   With the ancient ghats and temples, you will experience some of the most beautiful and spiritual callings in your heart. You should not miss the mesmerizing Ganga aarti, a ceremony to worship the holy river Ganges. It is a grand affair with several priests worshipping using fire, incense sticks, flowers and other auspicious things.   Jaipur   When I went to Jaipur on a solo trip, my eyes took time to adjust to the vibrant hues of the place. Just like vibrant clothing, the culture is also vibrant as you will see people, quite funny and helpful. It is better to travel to these places with cash but if you do carry the best travel credit card, try to safeguard it!   The bustling markets offer different types of clothing along with the availability of delicious cuisine. Called the Pink City, Jaipur has historical palaces and forts, ancient stories of Kings and their practices, now shared by the people and the guides when you take a tour of the city.   Adventurer Solo Traveler   As an adventurer myself, solo traveling is one of the coolest experiences an individual can ever experience. So, what’s more? Check out these places that will bring the beauty of    Ladakh   Warm welcoming people in Ladakh offer you some of the best services to solo backpackers. If you are seeking peace and adventure together, let’s go to Ladakh with its winding roads, high-altitude passes, and snow-capped peaks.   The stunning landscapes will steal your breath away. As an adventurer, I am sure you will not be looking for leisure and luxury in Ladakh. Ultimately, it is perfect for a solo trip for mountain lovers!   Rishikesh   Known as the “yoga capital of India”, this is a popular destination for all who seek adventure and spiritual calling together. I would suggest going to Rishikesh if you have river rafting on your bucket list (approximately Rs. 600 to Rs. 2500 per person) and bungee jumping (approximately, Rs. 3700 per person).   For your spiritual calling, yoga retreats are there offering you panoramic views of the majestic Himalayas. Let's not forget the delicious local cuisine that is so affordable that your solo trip will be fun apart from being super affordable.   Manali   Are you too tired of your everyday corporate life? Want to escape to the hills soon? What better place than Manali for a solo trip? There are so many opportunities for a solo traveler in Manali, starting from river rafting, trekking and others.   As an adventurous explorer, you can go across several trails going zigzag in the Himalayas. Additionally, exploring the place will be perfect for your solo trip in India.   Let’s Go, Wanderer...   In conclusion, a solo trip in India encompasses various places, some of them better than others. You must visit the places described in this blog so that you can plan your trip accordingly. Plus, these places bring you some of the best memories in your life.   Comment below to let us know which of the locations in India is one of the best. Keep traveling and make memories while traveling solo.  Also read Top 10 Most Popular Paraguay Food That You Must Try. Top 13+ Famous Wonders Of India That You Must Visit.

BY  Sibashree Oct 11, 2025

Potter and Tioga Counties in Pennsylvania are the newest vacation hotspots in the USA in the fall season. The fifth position in the 2025 USA TODAY 10 Best Readers’ Choice Awards for Best Destination for Fall Colors has further brought this into the limelight.  Hiking the canyon rims, watching the stars at the Cherry Springs, live entertainment, and great local food make Potter and Tioga stand out.  On the other hand, USA Today has recently named Mackinac Island the Best Place to Visit for Fall. Since 2023, it has been placed in the top three destinations in the list of USA Today as one of the best places to travel in October in the USA.  Tim Hygh, the executive director of the Mackinac Island Tourism Bureau, has shared his thoughts with MLive.com. “Fall on Mackinac Island is a remarkable experience, from the tranquil atmosphere to the brilliant fall colors, and we are incredibly honored to receive this recognition.”  So, are you ready to enjoy the whiff of the fudge in the air in Mackinac Island? Or, do you want to explore more places to travel in October in the USA? Here is a complete travel guide. What Is The Leaf-Peeping Season In The USA? Why Is It So Special? With the leaves of the trees turning orange and golden yellow, and the earth getting covered with dry leaves, Autumn announces the season of Thanksgiving and Halloween.  Furthermore, it is the season of apple picking and pumpkin harvesting.  Mid-September to early November is the leaf peeping season in the USA. However, the peak season for the foliage color reaches different parts of the country at different times in the month.  Parts in the USALeaf Peeping Season West, the Aspen Groves in Colorado and Utah• Late September• Early OctoberMidwest• OctoberBlue Ridge Mountains and the Southern Part of America• Late OctoberNortheastern America, such as Vermont, Maine, and New Hampshire • October The Leaf Peeping Season In The USA In The Current Year  In the current year, the fall season has officially set in on 6th October. However, because of a pretty dry season since late July, the fall colors seem to be less visible in different parts of the country till now.  Furthermore, due to the “Urban Heat Island Effect,” the urban areas are likely to have less vibrant fall colors, and the ocean influences in the coastal areas will also impact and delay the change of foliage colors.  So, in the current year, we will have to wait till mid and late October for the leaf peeping season to reach its full glory. Even in the northeast, the drought stress since the end of August and a consistent temperature of around 80°F will delay the arrival of fall colors. Having said that, Hudson Valley, New Jersey, and some other locations in the northwestern region have already started showing mild colors. In addition, a wet beginning to summer and the long dry spell afterward have created a favorable condition for apple and pumpkin harvesting, two other major attractions of the fall season, along with the change of leaf colors.  Moreover, the species of the trees (Red Maple Trees offer red foliage and ash trees offer yellow foliage) and their locations impact the fall colors. Trees at higher elevations and near lakes and ponds show better colors.  What Are The Best Places To Visit In October In The USA?  Have you seen the painting, Four Seasons, by Egon Schiele? The 1917 painting beautifully captures the spirit of the fall season with the shades of golden yellow and red. The “Autumn” painting of Helmer Osslund is another amazing depiction of the season, where nature sheds the old and gets ready for the new.  Some places in the USA are nothing short of these iconic paintings in the fall season. Let’s find out what special they have in store for us.  1. New England Region Average Temperature: 3-17 °Celsius The New England Region covers states such as Vermont, New Hampshire, and Massachusetts.  The crisp air and silent roads with trees in golden, orange, and red shades make the region an ideal choice for autumn vacations.  Vermont Average Temperature: 5-15 °Celsius Vermont is the quintessential autumn destination you need to visit in the USA. The scenic drive along Route 100 and the views of the Green Mountains are breathtaking, with the leaves changing their colors.  You can also visit the apple orchards and pumpkin farms for a first-hand harvesting experience.  New Hampshire Average Temperature: 5-12 °Celsius Home to the White Mountains, New Hampshire is one of the best places to travel in October in the USA. You can explore the state parks and enjoy the iconic ride on the Mount Washington Cog Railway.  The small towns here are ideal for experiencing the autumn festivities.  Salem, Massachusetts Average Temperature: 6-18 °Celsius View this post on Instagram A post shared by Salem, Massachusetts (@destsalem) Known as the Witch City, Salem is associated with the Infamous Witch Trials of 1692. You can be a part of the month-long Haunted Happening Festivals in October in Salem. The festivities include ghost tours and parades.  Also, visit the Salem Witch Museum for a somber and eerie experience.  2. Great Smoky Mountains National Park, Bordering North Carolina And Tennessee Average Temperature: 9-21 °Celsius Great Smoky Mountains National Park offers the most amazing views of the fall foliage with its diverse elevation.  You can hike or go for scenic drives in the national park. You can even explore nearby small towns such as Pigeon Forge.  3. Aspen, Colorado Average Temperature: -1 to 13 °Celsius With the aspen trees turning golden yellow in October, Aspen looks beautiful, and the Rocky Mountains create the perfect backdrop.  Furthermore, the Maroon Bells in Colorado, one of the most photographed mountains in America, looks stunning with the changing colors of foliage.  4. Boston Average Temperature: 10-17 °Celsius Beacon Hill and Back Bay are some of the most popular neighborhoods in Boston to see autumn foliage.  Furthermore, visit the Boston Common and Public Garden to enjoy a beautiful urban landscape in autumn.  5. New Orleans Average Temperature: 20-25 °Celsius Known for its Voodoo culture, New Orleans is most alive in the Halloween Season. Take a tour of the local cemeteries and the French Quarter to soak in the eerie vibe.  6. Orlando, Florida Average Temperature: 18-29 °Celsius Be a part of the Halloween Horror Nights festival in Orlando. It is one of the scariest festivals in the USA, with scare zones, haunted houses, and live acts inspired by popular horror movies and TV shows.  7. Savannah, Georgia Average Temperature: 14-25 °Celsius One of the most haunted cities in America, Savannah is a must-visit in October. A tour of the historic district of the city is spooky. Also, you can enjoy the changing colors of autumn foliage.  8. San Francisco, California Average Temperature: 12-21 °Celsius Home to the notorious Alcatraz Island and prison, San Francisco is one of the most prominent locations for dark tourism in the USA.  Also, if you want to see autumn colors, you can visit Golden Gate Park.  9. Asheville, North Carolina  Average Temperature: 7-21 °Celsius View this post on Instagram A post shared by Visit Asheville | Asheville, North Carolina (@visitasheville) Asheville, in the Blue Ridge Mountains, is one of the most scenic locations in October. The trees in the mountains change their colors faster, and you can take a drive along the Blue Ridge Parkway to see the colors. Also, visit the Biltmore Estate, the largest private home in America.  10. Santa Fe, New Mexico Average Temperature: 4-14 °Celsius Santa Fe shows a beautiful fusion of Native American and Spanish culture. In October, you can be a part of the Santa Fe Harvest Festival and go hiking in the Sangre De Cristo Mountains.  The leaves of the aspen trees in the mountain trails turn golden yellow in the season.  11. New York City Average Temperature: 14-18 °Celsius Central Park is the epicenter of seeing fall colors in New York City. You can also be a part of the Halloween Parade in Greenwich Village, which is the largest in the country.  Otherwise, you can just chill at the outdoor cafes and enjoy the Broadway shows.  12. Leavenworth, Washington State Average Temperature: 7-18 °Celsius With the charm of a Bavarian-style village, Leavenworth is just another small town in the USA that turns magical in October.  The small town hosts an Oktoberfest. It is a German-style celebration with great food and music. Furthermore, the entire town is decked up in fall foliage, pumpkins, and everything autumn.  13. Lake Tahoe: California And Nevada Border Average Temperature: 10-21 °Celsius Surrounded by mountains, Lake Tahoe is one of the most serene places to travel in October in the USA. With the summer crowd gone, the foliage in the mountains and around the lake starts changing colors.  You can do kayaking and hiking here. Or, you can just relax by the lake for some tranquility.  14. Chicago Average Temperature: 4-21 °Celsius Chicago bustles with energy in October as it hosts many renowned festivals. It is the month of the Chicago International Film Festival and the Lincoln Park Autumn Harvest.  Also, with the nip in the air, it is the best time to try the signature deep-dish pizzas. 15. Zion National Park, Utah Average Temperature: 4-20 °Celsius Hike through the famous trails such as the Narrows and Angels Landing in Zion National Park and witness how the fall foliage creates a contrast against the red rock canyons in the park.  The views are dramatic, and with the summer crowd gone, the ambiance is peaceful.  16. Potter And Tioga Counties, Pennsylvania Average Temperature: 3-17 °Celsius View this post on Instagram A post shared by Visit Potter Tioga (@visitpottertioga) Blessed by the Appalachian Mountains, Potter and Tioga Counties have the most amazing forests and verdant hills. So, the autumn vistas here are quite dramatic.  Furthermore, the Pine Creek Gorge, or the Pennsylvania Grand Canyon, is at the epicenter of the autumn attractions here.  Moreover, you can do horse riding, hiking, or biking through the Pine Creek Rail Trail for an unforgettable experience.  17. Mackinac Island, Michigan  Average Temperature: 4-12 °Celsius View this post on Instagram A post shared by Mira (@lightbender_photo) Autumn on Mackinac Island is captivating. Enjoy a ride in the bikes or horse-drawn carriages to see the changing fall colors. It is famous for its car-free lifestyle.  Also, don’t forget a visit to the Mackinac Island State Park, famous for limestone arches, woods, and trails.  Visiting The Best Places To Travel In October In The USA: A 7-Day Itinerary  Are you in the USA this autumn? Try this 7-day itinerary to explore the best places to travel in October in the USA.  DaysLocationActivitiesDay 1Salem • Drive from Boston Logan Airport (BOS) to Salem• A Visit to the Witch House and Walking through the Historic StreetsDay 2Boston• Walking through the Freedom Trail and Exploring Places such as Boston Common, Paul Revere House, and Faneuil Hall.• A Visit to Boston Common and Enjoying a Boat Ride.• Walking through Beacon HillDay 3Boston to Vermont• Foliage Drive from Boston to Vermont for 4-5 Hours.• Stopping by the Woodstock Town to See Fall Colors. • Trying Maple Syrup at a Sugar House. Day 4Vermont and New England• Hiking in the Green Mountain National Forest for Foliage Views• Shopping at Vermont Country Store• Afternoon Drive in the BerkshiresDay 5Vermont to New York City• A Drive for Around 5 Hours• Exploring Central Park• Visiting the NYC Landmarks such as Rockefeller Center and Times SquareDay 6New York City• Visiting the Metropolitan • • Museum of Art and the Museum of Modern Art (MoMA)• Brooklyn Bridge Walk• Visiting the 9/11 MuseumDay 7Departing from New York City• Souvenir Shopping• Trying Classic Bagels• Airport Travel What Is The Cost Of A 7-Day Fall Vacation In October In The USA? Here is the estimated cost of a 7-day fall vacation in the USA in October. The budget range here is wide because I have considered budget, mid-budget, and high-end traveling and their various options.  Types of CostEstimated BudgetNotesAccommodation$600-2100• Hostels• Budget Inns• Boutique Hotels• B&BsTransportation$200-600• GasTolls• Parking• Subway• Rental CarTrainFood and Drink$350-1000• Quick• Service• Groceries• RestaurantsAttractions$150-450• Entry Fees• ToursTicketsTotal$1300-4150• (Excluding flight tickets to the USA) A Calendar Of October Festivities In The USA  In October, try being a part of these nationwide and local festivals.  Time of MonthFestivalsDetails2025 DatesEarly OctoberAlbuquerque International Balloon Fiesta• The Largest Hot Air Balloon Festival in the World• Location: Albuquerque, New Mexico4th to 12th October 2025First Two Full Weekends in OctoberNational Apple Harvest Festival• Visit Biglerville, Pennsylvania. 4th and 5th October and 11th to 12th October13th OctoberColumbus Day• A Federal Holiday Celebrating America’s Past13th OctoberMonth-Long ActivitiesSalem Haunted Happenings• Visit Salem, MassachusettsN/AMid-OctoberFall-Foliage Festivals• Visit Vermont, New Hampshire, and MarylandN/A31st OctoberHalloween• Nationwide Celebration with Themed Parties and Spooky Tours31st October Best Places To Travel In October In The USA: Frequently Asked Questions (FAQs) Here are the frequently asked questions and answers about the best places to travel in October in the USA.  1. What Is The #1 Place To Vacation In The US? New York City, the Yellowstone National Park, and Los Angeles are some of the most popular places for a vacation in the USA. However, if you want to enjoy a vibrant nightlife, you can visit Las Vegas or Reno. Also, Orlando is the place to be for theme park fun. 2. What Is The Cheapest Vacation Destination In The USA? Oklahoma City, known for its distinct cowboy culture, is one of the cheapest vacation destinations in the USA. You can visit the National Cowboy & Western Heritage Museum, the Oklahoma City Zoo, and the Oklahoma City National Memorial & Museum here. Furthermore, the cost of living in the city is way below the national average.  3. Where To Take Kids For Fun In The US? With the presence of Walt Disney World and Universal Orlando Resort, Orlando is the most coveted location for kids visiting the USA. However, if your little one loves nature and wilderness, Yellowstone National Park, Olympic National Park, and the Dry Tortugas National Park are some of the best places to be.  Read Also: Check the Best Warm Winter Destinations in USA! The Best Places to Visit in February in the USA in 2025! The Best Places To See Northern Lights In The USA: When And Where To Watch Aurora Borealis

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.