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BY  Sibashree Nov 12, 2025

There are three instances I clearly remember from our trip to the Great Barrier Island, New Zealand. The best thing about the Great Barrier Island wildlife tours is that they begin even before you board the ferry.  Here, I will start with some fun moments we had while exploring the wildlife of Great Barrier Island, then gradually discuss the details. So, let’s examine the rugged, predator-free paradise in New Zealand's Hauraki Gulf.  My Great Barrier Island Wildlife Tours: Some Stories That Have Stayed With Me With around 60% of the Great Barrier Island being a conservation area, the Aotea Great Barrier Island in New Zealand shines with sustainability certificates and its commitment to preserving the indigenous flora and the rare and endemic fauna of the island.  1. The Biosecurity Check  We were about to board the ferry to the Great Barrier Island. The Auckland Regional Council and the Ministry for Primary Industries (MPI) people did thorough biosecurity checks of our bags, and we had to clean our boots. Thus, they make a visitor part of the island's conservation effort.  This check is mandatory, and this is the reason the pāteke and kākā are thriving on the island. 2. The Dark Sky Sanctuary And The Great Barrier Island Wildlife Tours  Great Barrier Island’s designation as a Dark Sky Sanctuary has enhanced the wildlife tour experiences. We went out to see the Milky Way at night, and we stood quietly and listened to the sound of silence.  Suddenly, we were startled by the more-pork cry of the Ruru birds. Also, we saw the black petrels or Tākoketai coming back to their burrows.  3. Did I See A Chevron Skink? Did I Not? See, Chevron Skink also feels like a mythical species. These nocturnal species are the masters of camouflage. So, honestly, we did not see them with our naked eyes.  However, we could listen to the squeaks and grunts of the Chevron Skinks. It was thrilling knowing that we were walking through their only habitat in the world, which is protected by sanctuaries like Glenfern.  Why Is Aotea Great Barrier Island A Paradise For Wildlife Tours?  Afar, a US-based travel media brand, has named Aotea Great Barrier Island one of the top 25 off-the-beaten-track destinations in the world.  Aotea, Great Barrier Island in the Hauraki Gulf, is a designated dark sky sanctuary. So, it is ideal for spotting and listening to the nocturnal birds and animals.  Furthermore, the Department of Conservation (DOC) maintains 60% conservation land on the Aotea Great Barrier Island. As a result, it is the island of Firsts" and "Lasts.” It means that the island has birds such as North Island kākā and pāteke (brown teal), which are found nowhere else in the world.  In addition, the "Predator-Free" Secret of the Island is truly special. In the absence of stoats, possums, weasels, or deer, the rare and endemic species here have been able to thrive.  Along with all these endeavors, the Great Barrier Island has been successful in community-led conservation efforts, maintaining biodiversity and species protection. Here are the details.  1. Aotea Great Barrier Island Environmental Trust “The principle activities of the Trust are in protecting, enhancing, developing and maintaining habitats for New Zealand native and endemic species on Aotea Great Barrier Island, with a particular focus on pest management…” Founded in 2002, this trust has been an advocate for conservation policies, has coordinated many conservation efforts, and earned funding for local conservation projects.  2. Aotea Conservation Park  The 2,000-hectare Aotea Conservation Park with walking tracks, DOC huts, and campsites makes the island an ideal destination for exploring the wildlife.  3. Marine Conservation  The Aotea Great Barrier Environmental Trust’s Tai Timu Tai Pari” or “Sea Change” initiative aims to protect the marine ecosystem of the Hauraki Gulf. Furthermore, the Department of Conservation (DOC) has proposed to build a large marine conservation area in the northeast corner of the island.  In addition, beach clean-ups and educational programs have been effective local endeavors to preserve the marine life of the island.  4. Biodiversity And Species Protection  The island is a critical nesting ground for the black petrels. The Department of Conservation takes care of the nesting ground.  Furthermore, around 60% of the pāteke population in New Zealand is present on the Great Barrier Island. These birds are frequently spotted in places such as Kaitoke Wetlands.  You can visit the Kaitoke Wetlands just before dusk. Park at the end of the road, walk the flat boardwalk, and wait quietly by the main pond. You will almost certainly see and hear the rare pāteke (brown teal) as they come out to feed. Chevron skink, 13 different types of lizards, banded rail, and North Island Kaka are some other native species that exist on the Great Barrier Island.  What Are The Must-See Wildlife Attractions On The Aotea Great Barrier Island In New Zealand?  The Glenfern Sanctuary, Aotea Track, Kaitoke Hot Springs, and the coastal areas are ideal for spotting the unique and rich wildlife of the Great Barrier Island, New Zealand.  1. The Pāteke (Brown Teal) Pāteke is one of the rarest ducks in the world. The Great Barrier Island is a stronghold for these ducks, and you will find them in the Kaitoke Wetlands.  The Department of Conservation and Predator Free NZ Trust are two important bodies taking care of the conservation efforts to protect these birds. Habitat management and predator control are two main elements of protecting the Pāteke birds.  Now, you understand why biosecurity is so crucial for these adorable ducks on the Great Barrier Island.  2. The Black Petrel (Takoketai) This seabird breeds only on the Great Barrier and Little Barrier islands. They nest in burrows high in the mountains. The Glenfern Sanctuary protects a key colony of these birds.  However, the main breeding colony on Aotea is at Mount Hobson/Hirakimata. According to the Department of Conservation, around 900-1000 pairs of birds stay there.  These birds are featured on the IUCN Red List as a vulnerable species. Furthermore, they are identified as “Nationally Vulnerable” in New Zealand.  Moreover, there has been a conservation monitoring going on since 1995 to assess the population of these birds and how they are declining.  3. The Chevron Skink (Niho Taniwha) This large, rare lizard is found only on the Great Barrier and Little Barrier. It is almost like a mythical animal, and spotting it is very unlikely.  However, they mostly stay in the Stream-side forests. It is listed as nationally vulnerable by the Threat Classification System of the Department of Conservation.  The sightings of these lizards are so important that DOC asks you to report to the local office or call at +64 9 429 0044 whenever you spot one.  4. The North Island Kākā It is a large, intelligent, and noisy native parrot. It is famous for the loud "screech" and "chatter. I saw a few of them high in the forest canopy along the Mt Hobson track.  The Glenfern Sanctuary is another spot where you will find these parrots. The Great Barrier Island is an important habitat for these birds as it offers a predator-free environment.  5. Dolphins And Marine Life Aotea’s location on the edge of the Hauraki Gulf Marine Park, the national park of the sea, makes it rich in marine life. The Hauraki Gulf and the Great Barrier Island were both formed due to massive volcanic activity at the end of the Ice Age.  In 1769, James Cook named the island because of how it protected the Hauraki Gulf.  The water of the Hauraki Gulf Marine Park has 22 species of marine mammals. Bottlenose and common dolphins are often seen from the ferry or playing in bays like Okupu (Blind Bay) and Whangaparapara Harbour. You may even spot Bryde's whales there.  Furthermore, seabirds are important members of the Marine Park. Black petrels are, of course, the most common among them.  Coastal camping is the best outdoor experience if you want to explore the marine life of the Great Barrier Island, New Zealand. Here are some popular coastal campsites.  Akapoua Bay Campsite Near Port Fitzroy, Ideal for Spotting Pohutukawa Trees and Fishing Awana Beach Campsite, Ideal for Surfers Harataonga Campsite, Great for Swimming and Snorkeling Medlands Beach Campsite, Surfing and Picnic Spot  The Green Campsite at Whangaparapara Harbour, Ideal for a Serene Walk and as a Secluded Retreat Whangapoua Campsite, a Popular Surf-Break.  A Guide To Aotea Great Barrier Island Wildlife Tours: Species, Sanctuaries, And Different Types Of Wildlife Tours  During the wildlife tours, our primary concern was how to spot native birds on Great Barrier Island. Little did we know that we would hear them before actually seeing them flapping their wings.  We heard the screeching call of kākā as we were hiking through the Mount Hobson Track. Then, we saw a cloud of birds passing over our heads.  Nevertheless, it’s not just about the birds. Aotea, Great Barrier Island in New Zealand, is home to endless endemic species.  1. Specialist Day Tours & Sanctuary Visits The Glenfern Sanctuary of the Great Barrier Island is a haven for the endangered and rare species. It is an 83-acre regional park, and it functions as the “gateway to the 240-hectare Kotuku Peninsula of the north-west coastline of the Great Barrier Island.” Furthermore, the Glenfern Sanctuary Trust is committed to the preservation of the endangered flora and fauna and their habitats as you walk through the 2km loop track through a native bush to spot the birds and native species.  The black petrels and the ancient Kauri trees are the biggest highlights of this tour. The sanctuary remains open 7 days a week and from sunrise to sunset.  Moreover, you must hike through the Sanctuary and Loop Track to explore nature, wildlife, and the unique culture of the Great Barrier Island.  Sanctuary And Loop Track The Glefern Loop Track is one of the easiest Great Barrier Island hiking tracks. Here, you will have to walk along the Aotea stream and through the remnants of an ancient native bush.  The bush is protected by the Queen Elizabeth II National Trust of New Zealand, and it is rich in bird life. So, here, you will spot black petrels, Kaka, and Pāteke.  You can contact the regional office at 09 4290 091 to know about the further details.  2. The All-Inclusive Multi-Day Guided Walk If you want a more immersive wildlife experience, you must choose the all-inclusive multi-day guided walks. MoaTours and Go Great Barrier Island Tourism are two such services taking care of your accommodation, food, expert guides, and transport.  They focus on the best tracks, like the Aotea Track, Mt Hobson, and Kaitoke Wetlands. Furthermore, the guides are flora and fauna experts. For example, you can try the “Let’s Go Wild,” “The Aotea Track” package of the Great Barrier Island. Two of the main highlights of this tour are the wetlands and the unique wildlife.  It is a 3-day hiking experience, and the charge per person (adults) will be $541 (Standard Route) or $596 (The Windy Canyon Route).  MoaTours, on the other hand, organizes a 5-day Great Barrier Island small group tour, covering areas such as the Medlands Beach and Tryphena Harbour. The charges will be   $4,390 NZD for solo travelers and $3,890 NZD for twin travelers.  3. Self-Guided Great Barrier Island Wildlife Tours  The self-guided tours to explore the wildlife of the Great Barrier Island are ideal for an independent traveler. For example, you can go for the Glefern Sanctuary self-guided walks and learn about the biodiversity of the sanctuary, its conservation efforts, and more.  You can contact Steve, the manager of the sanctuary, at 0210826670 to be a part of these tours.  Furthermore, you can create your own Great Barrier Island wildlife tours by planning a visit to the Kaitoke Wetlands, Mt Hobson (Hirakimata) Track, Medlands Beach & Onetangi, and Windy Canyon.  How To Spot Native Birds On Great Barrier Island? A DIY Guide For Wildlife Tours  I have already mentioned the Glefern Sanctuary self-guided walks. Along with that, you can visit any of these areas for a perfect wildlife exploration on the Great Barrier Island.  1. Kaitoke Wetlands The Glefern Sanctuary offers a guided tour to the Kaitoke Hot Springs, located on the Mount Hobson Track. You can access the track from the Whangaparapara Road.  Furthermore, you will find a series of geothermal pools on the Kaitoke Hot Springs track. This area, maintained by the Department of Conservation (DoC), is a treasure hub for native birds.  Here, we had to walk through an easy boardwalk and gravel road to encounter pāteke and spotless crakes. And thanks to the new Kai swing bridge here, the route has now become wheelchair and buggy accessible.  Even when we were swimming in the geothermal pools, we could listen to the calls of the pātekes.  2. Mt Hobson (Hirakimata) Track The Peach Tree Track to Mount Hobson is the best route for spotting native birds and the wildlife of the Great Barrier Island. The route passes through regenerating forests, and these forests are home to a lot of native bird species, such as: Kākā Tūī: Tomtit (Miromiro) North Island Robin (Pītoitoi) Black Petrel (Takoketai) You can spot these birds in the dense native bush. Also, you can see them in large numbers near the high slopes and close to the summit. In addition, the 360-degree view of the island is a bonus you will love to count on.  3. Medlands Beach & Onetangi Medlands Beach and Onetangi are famous for coastal and nearshore wildlife like the paradise shelducks and little blue penguins.  Furthermore, wekas are common in these locations, and these are chosen as the reintroduction programs of the North Island brown kiwi.  4. Windy Canyon On the Windy Canyon hiking route, you will find conservation centers such as the Kiwi Park Queenstown. Here, you will find native species such as tuatara and Kiwi.  Furthermore, throughout the route, you will listen to the buzzing cicadas.  The Best Tips For Spotting The Birds On The Great Barrier Island  Dawn and dusk are the best hours of the day for spotting birds on the Great Barrier Island. “Dawn Chorus” is a real experience on the Great Barrier Island.  Once you reach the spot, be patient and wait quietly, as patience is a virtue for bird watching.  Keep your ears open. You'll hear the tūī's "click-whirr-gurgle" and the kākā's "screech" before you see them. Going nocturnal is a great trick for watching the native birds of the Great Barrier Island. That is why being a Dark Sky Sanctuary is crucial for the Aotea Great Barrier Island.  Carry a red-light torch and be alert about the "more-pork" call of the Ruru to spot the birds in the dark.  Talk to the staff of the hotel or the owner of the homestay you are staying in. They will have the best local tips about birdwatching on the Great Barrier Island.  How To Plan The Great Barrier Island Wildlife Tours?  There are three main aspects of planning Great Barrier Island wildlife tours. 1. How To Reach The Great Barrier Island? You can take a Barrier Air flight from Auckland to reach the Great Barrier Island in 45 minutes. You can even take the SeaLink ferry and complete a journey of 4.5 hours to reach the Great Barrier Island.  2. How To Move Around The Great Barrier Island? Renting a car or a bike is the most convenient option to move around the island. Furthermore, kayaking is an excellent way to explore the bays, caves, and diverse marine life of the island.  3. What Is The Best Time To Visit The Great Barrier Island Wildlife? From September to November, or the spring season, is the ideal time to visit the wildlife of Great Barrier Island. This is the nesting season for most birds on the island.  So, these months are the best for listening to the chorus of the dawn and the dusk.  Being A Responsible Tourist To Protect The Wildlife Of The Great Barrier Island Biosecurity is the most important aspect of the Great Barrier Island wildlife tours. The wildlife of the island is thriving as it is maintained as a sanctuary. So, by cooperating with the biosecurity checks at the DoC-approved facilities and cleaning stations, we have to be a part of the conservation effort.  The 3C policy of the biosecurity checks on the Great Barrier Island is: Check Clean Check We have to check our bags, gear, and shoes for pests (rats, mice, insects) and seeds before they leave the mainland.  Your Great Barrier Adventure Awaits The Aotea Great Barrier Island is a nature lover’s dream, with every nook awaiting a surprise with the native birds and their playful chirps. Furthermore, the Glenfern Sanctuary, Mount Hobson Track, and the wetlands on the Great Barrier Island, New Zealand, are a stronghold for rare and endemic birds and animals.  So, the birds are calling. Are you ready to answer? 

BY  Sibashree Oct 8, 2025

Brazil’s one of those places that just buzzes with energy — the colors, the music, the people, the food. It’s wild how every corner feels alive. And when it comes to eating out, this country doesn’t play around. Whether you live here or you’re just passing through with a hungry stomach and Google Maps open, finding a stylish restaurant (yep, “Rest P Ir Estilosa Perto”) is easier than ever. Let’s wander through some of the coolest Brazilian spots where flavor meets serious flair. 1. D.O.M – São Paulo View this post on Instagram A post shared by D.O.M. Gastronomia Brasileira (@d.o.m.restaurante) If São Paulo had a culinary capital, D.O.M would probably be it. Chef Alex Atala’s the brain behind this masterpiece — he’s the kind of guy who takes wild Amazonian herbs and somehow turns them into fine art on a plate. Everything here screams modern minimalism but never feels cold. Think sleek wood, calm lighting, and dishes that look too perfect to touch for a second — until you can’t help yourself. If “Rest P Ir Estilosa Perto” is your search, D.O.M sits at the top of that list, no doubt. 2. Maní – São Paulo View this post on Instagram A post shared by Maní Manioca (@manimanioca) Maní feels like a warm hug disguised as a restaurant. Chef Helena Rizzo has this magic way of blending traditional Brazilian comfort food with little bursts of innovation that make you raise an eyebrow (in a good way). The place isn’t stiff — it’s beautiful, but cozy, like you’re having dinner at that artsy friend’s house who always lights candles and plays soft music. The plates? Tiny masterpieces that somehow taste like home. 3. Fasano – Rio de Janeiro Now, Fasano in Rio… that’s a whole vibe. You’ve got the sound of waves rolling in from Ipanema, the smell of the ocean, and the low hum of soft chatter mixed with clinking glasses. It’s classy, no doubt about it — polished service, rich Italian-Brazilian flavors, and that timeless atmosphere that makes you wanna slow down, order dessert, and just stay a bit longer. Looking for “Rest P Ir Estilosa Perto” in Rio? This one’s hard to top. 4. Oro – Rio de Janeiro View this post on Instagram A post shared by Oro Restaurante (@oro_restaurante) Oro’s what happens when tradition and experimentation collide in the best possible way. Chef Felipe Bronze basically plays with fire — literally — using open flames and modern tricks to twist classic Brazilian dishes into something completely new. The space itself feels modern and alive, like a stage for his creativity. One bite, and you get why people call it a must-try. It’s stylish, yes, but it’s also kind of exciting — you can smell the innovation before the food even hits the table. 5. A Casa do Porco – São Paulo A Casa do Porco doesn’t take itself too seriously, and maybe that’s what makes it genius. This downtown São Paulo gem celebrates pork in all its glory — roasted, braised, smoked, you name it. It’s casual, it’s loud, it’s packed with energy. There’s art on the walls, laughter in the air, and plates that look good enough to photograph but taste even better. Locals love it, travelers rave about it, and let’s be honest — it’s a total flex on your feed. 6. Aprazível – Rio de Janeiro View this post on Instagram A post shared by TERRITÓRIO APRAZÍVEL (@aprazivel) Picture this: you’re sitting up in Santa Teresa, surrounded by trees, looking out over Rio’s skyline while the sky turns pink. That’s Aprazível. It’s got that effortlessly elegant charm — wooden tables, soft lights, the smell of grilled food floating in the air. The dishes are all classic Brazilian flavors, served with that little touch that says “we care.” It’s calm, romantic, and just the right amount of fancy without trying too hard. Locals treat it like a secret, even though it’s too good to keep quiet. 7. Tordesilhas – São Paulo Tordesilhas feels like a warm invitation to rediscover Brazil through food. It’s refined but never distant — more like a love letter to every region’s flavors, written with style. Inside, everything glows: the lighting, the wood, the warmth of people who genuinely want you to have a great meal. Dishes are rooted in tradition but plated with elegance. It’s a rare balance — comfort food that looks like art. Why Stylish Dining Matters in Brazil Here’s the thing: in Brazil, food’s never just food. It’s rhythm. It’s storytelling. The best restaurants here get that — they make you feel something before you even take a bite. The music, the décor, the energy — it all matters. A stylish spot isn’t about showing off; it’s about creating a vibe that hits you from the second you walk in. With so many trendy, creative restaurants popping up all over São Paulo and Rio, finding “Rest P Ir Estilosa Perto” has become almost too easy. Whether you’re chasing fine dining perfection or just want a cozy, camera-ready spot with killer food, Brazil’s got your table waiting. Conclusion Exploring Brazil’s dining scene feels a lot like falling in love — a little unexpected, sometimes bold, but always unforgettable. From D.O.M’s artistic plates to Aprazível’s dreamy hilltop dinners, each spot has its own way of mixing flavor and style. So next time you’re in Brazil and searching for Rest P Ir Estilosa Perto, trust your gut (literally). These places aren’t just restaurants — they’re little stories you get to taste. Read Also: Easiest Countries To Get Citizenship In 2025: Let’s Know The Names Rio de Janeiro Travel Guide: What Your Brazilian Real Gets You 8 Must-Visit Vacation Spots For Nature Lovers

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.