Incorporating Artificial Intelligence into Marketing Efforts
By Kairbay Tumanov, MMH’21 and Anh Pham, ESSEC, IMHI’22
Artificial Intelligence (AI) has, over the last decade, rapidly evolved in relevance and utilization in hospitality digital marketing. How has it been used, and is our industry optimally capitalizing on the functionality?
Defined as “the theory and development of computer systems able to perform tasks normally requiring human intelligence, such as visual perception, speech recognition, decision-making, and translation between languages” (Oxford Dictionary), Artificial Intelligence is widely used in most industries; its use ranges from agriculture and farming to healthcare and medical imaging analysis (LABS, 2020).
Hospitality companies have incorporated various forms of AI among amenities and services (Revfine, 2020). Examples include chatbots, voice recognition technologies such as Alexa for Hospitality used by Marriott (Reid, 2018) for its ten brands (2019), or Tori that helps drive-thru customers to order (Belsito, 2020); robot concierges – Connie by Hilton (Johnson, 2019) and Mario by Marriott (Neild, 2016); direct messengers such as Ivy utilized by Caesars Entertainment Las Vegas Resorts, Holiday Inn, Hilton Garden Inn, and W Hotels properties (Go Moment Ivy 2020). Ivy performs guest check-in/out and monitors their satisfaction by chatting with customers over the phone (Rao, 2018). Other potential uses for AI in marketing can also incorporate:
Data Analysis: It is essential that no implementation would be realized before this analysis process, which engages three main steps: learning from the past, analyzing the current market, and predicting the future (Udacity, 2020). Machine Learning, a subset of AI, has facilitated this process by using given data as input and predicts possible outcomes.
Also, analyzing data from historic and new-issued surveys and customer behavior is crucial to promote an existing product. This process of market research requires considerable work with high accuracy (Udacity, 2020). AI can optimize this work using existing archived data combined with new own experience data to generate further analysis. AI can also help the user in writing reports in making assumptions and judgments on the given input (Udacity, 2020).
Content Creation: Producing the right content at the right time for the right customer and learning their behavior patterns are incredibly vital in hospitality. How can AI help in website development, advertisement, social media content creation and, therefore, connect and engage with audiences? Although algorithms still cannot fully replace the human element, content creation through the use of AI does exist, enabling copy that is more detailed, better reviewed, and with a higher level of accuracy for researching (Smarty, 2019).
Once data is collected, AI features analyze customer insight from their historical movements and predict their next moves. At this point, personalized messaging is generated to adapt to customer’s needs or for customer’s orders in the case of a voice recognition feature.
Mass messaging is the rudiment of the past because most of it would be irrelevant to different audience segments. As a result, consumers might switch to another brand if they do not get personalized communication from a company or brand. Moreover, AI constantly improves algorithms through learning, understanding what consumers care about and what they want to read, giving marketers or writers ideas for future content. Creating the right content for an audience allows companies to communicate consistently with people, reach new potential customers, and build customer loyalty. Therefore, this tool is prioritized, especially in the time of crisis.
According to Salesforce, an American cloud-based software company, in 2020, the global pandemic revealed and boosted personalized messaging to a new level (Blitzer, 2020). Every customer is unique, and marketers should project personalization. Although personalized proposals need correcting, we can’t deny their efficiency in marketing by targeting the right audience with the right message. It helps reduce human engagement, lower human resources, and advertising costs by optimizing the process. As a result, this incredible tool would help marketers achieve an even higher ROI (Knippel, 2020).
Product Recommendations: AI tools allow product recommendations based on previously generated user purchases similar to advertising but with a more “surgical” approach. For instance, if the user browsed a hotel website for destinations and services the company offers, AI algorithms based on the user’s social media profiles, location, purchase history, and even weather conditions can make relevant recommendations.
Chatbots: Chatbots are the illustration of the most extensive use of AI in hospitality. According to the Humley 2018 study, more than two-thirds of Americans would most likely use chatbots to improve their online travel experience (Hertzfeld, 2018). The benefits of chatbots are almost endless: they provide front-customer service in the forms of direct messaging, online chats, and language processing, which are extremely useful while responding to expected customers’ questions. One of the best examples of using AI is the chatbot used by Expedia Group. Suppose the customer needs to cancel the booking, check the status of the rewards, or even get the airline credit. In that case, the chatbot can proceed independently without real agent intrusion, eliminating the waiting time and solving common user problems (WiT, 2019).
Customer Relationship Management: Many businesses try to integrate AI into their CRM (customer relationship management) tools for several reasons. Machine algorithms help convert a significant volume of unstructured data as photo, video/audio files, or anything else that cannot be arranged to a particular structure (spreadsheet or column row database) to structured data with common characteristics (Marr, 2019). Moreover, after conversion, it helps to give thoughtful and deep insights into the business. Secondly, AI provides the opportunity to work with business processes and relationships that are becoming more complicated with increasing transactions (Dilmegani, 2021). According to Xant, a sales engagement platform, sales representatives spend over half of the time managing CRM effectively. AI can automate these processes and give more valuable insights (IS CRM DEAD? 2020).
Social Listening, Sentiment Analysis, and Improved User Experience: Brand recognition has become more important as a crucial foundation for attracting new customers. In today’s digital era, this work of stimulating brand recognition becomes even more challenging, along with the expansion of social media platforms. By listening to customer responses to brand images, AI can analyze their sentiment to determine their level of satisfaction on a platform-cross scale or over the Internet. It also keeps track of important keywords and competitors or suggests the most sustainable social media networks that fit the targeted segmentations. From this point, AI can take CRM not only to structure data but rather to the next level by detecting unsatisfied and satisfied customers and propose an adapted approach. It can also determine non-active customers and stimulate their action by different advertising models that fit their purchase behavior.
Dynamic Pricing: For revenue management, there are three prominent “techniques” widely used: Overbooking, Inventory Allocation, and Dynamic Pricing. By analyzing historical patterns on date-before-arrival bookings, pick-up, and cancellations, AI technologies can suggest the level on which a hotel should use overbooking to avoid wasted inventory without overlooking possible harm to customer experience and the hotel’s risk of breaking a contract. It can also propose the most beneficial set of accepted demand that generates its highest revenue over a period by considering the length of stay and average daily rate (HotelQuest, 2017).
Another application of revenue management is “rate fences.” In terms of revenue management, rate fences correspond to different price ranges that are most acceptable by each customer segmentation. These fences relate to different elements such as physical fences, origins of transaction, controlled inventories, and especially customers’ characteristics (age group, gender, social status, preference, and level of interest, etc…) By proposing different prices, an enterprise can optimize its capacity and reduce costs on wasted products. AI studies customers’ preferences and suggests rate fences for these segmentations (HotelQuest, 2017).
AI Concerns: Why isn’t AI widely used more widely in the lodging sector? According to James Spellos, former Adjunct Professor at New York University, owner of Meeting-U, and Vice-President of Digital Media for Rock and Wrap it Up, “Hospitality is still in its infancy of leveraging many AI tools. However, COVID-19 boosted the growth of using technologies, at a very accelerated pace.”
Secondly, Spellos sees the bias of AI and its potentially negative impact. The data-input process, which requires a human element, is easily biased and affected either by AI itself or by human-being. If the AI system receives data having similar patterns, it will assume based merely on these elements similarly, as humans might affect the data-input process by adding their own general knowledge that might not always be widely applied to different segmentations. Moreover, AI is still in the initial “raw” stage of its development needs some time to develop and grow exponentially. That said, marketers should pay attention since they are the ones who have control over it.
Spellos also believes that AI is not yet widely used in hospitality, especially by event planning and management, because businesses want to see the “wow” effect, the economy of scales, budget, staffing, and benefits upfront before initial purchase and use. However, brands including MGM Resorts, Accor, Marriott, and Hilton, have already employed AI for different purposes, and individually and collectively, they possess a considerable volume of data collected over time. Consequently, AI is becoming a competitive tool, a “marketing weapon,” and this trend will grow faster with the improvement of algorithms and considering the challenges such as privacy concerns.
Michel Goetschmann, Professor of Travel Industry Strategy at the ESSEC Business School in Paris, France, reiterates that AI can never replace people. Although AI seems to be a handy tool in every aspect of today’s life and business, particularly in digital marketing, there are still obstacles in applying it in the hospitality and tourism industries: hospitality and tourism are highly people-centric and require human engagement, not only in correcting content but also in understanding people’s needs and learning new markets. Thus, AI in hospitality is far less widespread than in more technical industries such as finance or analytics.
“The year of COVID has only emphasized the importance of human contact,” shares Goetschmann. “I believe that from now on, travelers will be longing for more cultural and emotional experiences instead of visiting popular sites and famous tourist destinations as before. Thanks to digitalization and especially the Internet and live stream techniques, people can now admire monuments and picturesque nature from far away. Therefore, human aspects are more involved, and travelers are touched with emotions. In this highly human-centric hospitality industry, digitalization, including AI, is good but not enough. There must be human engagement, creating the emotional message and touching customers’ souls.” Spellos also shares the opinion that society must start a conversation about the constraints of using AI, such as the user’s data privacy.
Dmitry Lipkin, Strategic Marketing Advisor for Open City, a leading customer ordering AI company that recently launched a voice recognition assistant named “Tori,” that’s being used for drive-thru orders, believes technologies like Tori are efficient, fast, and extremely accurate, are helping restaurants run a more profitable, operationally efficient business with consistent quality. The AI assistant is never sick or tired, and is open for dialogue 24/7. Indeed, technologies will never completely replace people in hospitality, but their application will help improve the overall operational efficiency. “We are not taking jobs from people. We are helping businesses automate some of their processes, thereby, allowing their employees to focus on other priorities and aspects of the business.” Moreover, he reminds us that there is always a backup, a “bridge” when AI needs to involve human interaction to address complexities or details that only humans can address and resolve.
Lipkin points out that sometimes customers do not even realize they just placed an order using Tori. It shows what progress AI technologies have achieved. He believes that more people will start using AI and ultimately getting a better service and experience, compared to using previous drive thru methods, further validating that AI is here to stay.
Technology is an integral part of our everyday lives, and the pandemic accelerated the need. Undoubtedly, AI is a beneficial tool for marketers, but it is not a panacea. It should be used in conjunction with other marketing tools leading to the best possible results. As Spellos says, “AI is the smartphone of 20 years ago. Nobody thought then how much people would rely on the tool, and now nobody can imagine life without it.”
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Key Features and Benefits:
1. Financial Transparency:
SAP FICO ensures unparalleled financial transparency by centralizing financial data and automating transaction processes. Real-time reporting allows stakeholders to make informed decisions based on up-to-date financial information.
2. Regulatory Compliance:
In the ever-changing landscape of financial regulations, SAP FICO helps organizations stay compliant. The module provides robust tools for managing tax, legal reporting, and adherence to international accounting standards.
3. Streamlined Financial Processes:
Automation is at the heart of SAP FICO, streamlining financial processes such as invoicing, payment, and reporting. This not only reduces the likelihood of errors but also improves the efficiency of financial operations.
4. Strategic Decision-Making:
By providing detailed insights into costs, revenues, and profitability, SAP FICO empowers businesses to make strategic decisions. Whether it’s cost-cutting measures or investment strategies, the module offers valuable data for informed choices.
Best Practices for SAP FICO Implementation:
Successful SAP FICO implementation requires a strategic approach. Here are some best practices to ensure a smooth deployment:
Comprehensive Training:
Provide in-depth training to finance and accounting teams to maximize their proficiency in using SAP FICO functionalities.
Data Migration and Cleansing:
Conduct thorough data migration and cleansing to ensure accuracy and consistency in financial data.
Customization for Business Needs:
Tailor SAP FICO to align with specific business processes, ensuring seamless integration and optimal functionality.
Continuous Monitoring and Updates:
Regularly monitor the system for any discrepancies or updates, ensuring ongoing accuracy and compliance.
Conclusion:
In conclusion, SAP FICO stands as a powerhouse in the world of financial management and accounting. Its integration of finance and controlling functions provides organizations with the tools needed to achieve financial excellence. By embracing SAP FICO, businesses can enhance transparency, ensure regulatory compliance, streamline financial processes, and make informed, strategic decisions. Successful implementation involves comprehensive training, meticulous data management, customization, and continuous monitoring, ultimately leading to a robust financial management system that propels organizations toward success in today’s dynamic business environment.
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Understanding SAP FICO:
SAP FICO integrates financial accounting (FI) and controlling (CO) processes, providing a holistic solution for managing financial transactions, reporting, and analytics. Let’s explore the key components that make SAP FICO an indispensable tool for businesses.
Financial Accounting (FI):
At the core of SAP FICO is financial accounting, which manages the company’s financial transactions. This includes functions such as accounts payable, accounts receivable, asset accounting, and general ledger accounting. The module ensures accuracy, transparency, and compliance in financial processes.
Controlling (CO):
SAP FICO’s controlling module complements financial accounting by providing tools for performance measurement, cost tracking, and internal reporting. CO enables businesses to analyze costs, track budget adherence, and make informed decisions based on comprehensive financial data.
Integrated Financial Processes:
One of the strengths of SAP FICO is its seamless integration of financial processes. From recording financial transactions to generating financial statements, the module provides a unified platform, eliminating data silos and enhancing cross-functional collaboration.
Real-Time Reporting and Analytics:
SAP FICO empowers organizations with real-time reporting and analytics capabilities. Decision-makers can access up-to-the-minute financial insights, enabling agile responses to market changes and business challenges.
Compliance and Risk Management:
In an era of increasing regulatory scrutiny, SAP FICO plays a crucial role in ensuring compliance with financial standards and regulations. The module includes features for risk management, helping organizations identify and mitigate financial risks.
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SAP FICO integrates financial accounting (FI) and controlling (CO) processes, providing a holistic solution for managing financial transactions, reporting, and analytics. Let’s explore the key components that make SAP FICO an indispensable tool for businesses.
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Encryption and Data Protection:
Employ encryption mechanisms to safeguard sensitive data stored within the SAP system and during data transmission. Utilize encryption protocols such as SSL/TLS for secure communication channels and implement encryption at rest for databases and backups.
Patch Management and System Updates:
Stay vigilant about software vulnerabilities and apply timely patches and updates provided by SAP to address security vulnerabilities and enhance system resilience. Establish a robust patch management process to ensure that critical patches are promptly applied without disrupting system operations.
Secure Configuration Settings:
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Implement intrusion detection systems (IDS) and security monitoring tools to detect suspicious activities and potential security breaches in real-time. Monitor system logs, user activities, and network traffic patterns to identify anomalous behavior indicative of unauthorized access or malicious intent.
Regular Security Audits and Assessments:
Conduct periodic security audits and assessments of the SAP BASIS environment to evaluate the effectiveness of security controls and identify areas for improvement. Engage third-party security firms or internal audit teams to perform comprehensive assessments and penetration testing exercises.
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Key Components of SuccessFactors Security:
Role-Based Access Control (RBAC): RBAC enables organizations to define access privileges based on job roles and responsibilities, ensuring that users only have access to the functionalities and data necessary for performing their duties within SuccessFactors. By implementing granular access controls, organizations can minimize the risk of unauthorized data exposure or misuse.
Data Encryption: Encrypting sensitive data at rest and in transit within the SuccessFactors environment adds an extra layer of protection against unauthorized access or interception. By leveraging encryption technologies, such as SSL/TLS for data transmission and encryption algorithms for data storage, organizations can safeguard employee information from potential security threats.
User Authentication: Implementing strong authentication mechanisms, such as single sign-on (SSO) or multi-factor authentication (MFA), helps verify the identities of users accessing the SuccessFactors platform. By requiring users to provide multiple forms of verification, such as passwords, biometrics, or one-time passcodes, organizations can mitigate the risk of unauthorized access due to compromised credentials.
Audit Logging and Monitoring: Comprehensive audit logging capabilities within SuccessFactors enable organizations to track and record user activities, system changes, and access attempts in real-time. By monitoring audit logs for suspicious behavior or unauthorized access attempts, organizations can detect security incidents promptly and initiate timely response measures.
Compliance Management: SuccessFactors offers built-in compliance features to help organizations adhere to regulatory requirements, industry standards, and internal policies governing HR data security. By configuring compliance settings, conducting regular audits, and implementing security controls, organizations can demonstrate compliance with regulations such as GDPR, CCPA, or SOC 2.
Best Practices for SuccessFactors Security:
Conduct Regular Security Assessments: Performing periodic security assessments, including vulnerability scans and penetration tests, helps identify and remediate potential weaknesses within the SuccessFactors environment before they can be exploited by malicious actors.
Provide Ongoing Security Training: Educating employees about security best practices, data handling procedures, and the importance of safeguarding HR information enhances security awareness and promotes a culture of security within the organization.
Stay Updated with Security Patches: Regularly applying software patches and updates issued by SuccessFactors helps address known security vulnerabilities and ensures the platform is fortified against emerging threats. By staying abreast of security advisories and release notes, organizations can proactively mitigate security risks.
Enforce Least Privilege Principle: Adhering to the principle of least privilege, organizations should restrict access to SuccessFactors functionalities and data based on job roles and responsibilities. By granting users only the permissions necessary for their tasks, organizations can minimize the risk of data exposure or unauthorized actions.
Implement Data Loss Prevention (DLP) Measures: Deploying DLP technologies and policies within the SuccessFactors environment helps prevent the unauthorized transmission or leakage of sensitive HR data. By monitoring data flows, enforcing encryption, and implementing data classification policies, organizations can protect employee information from inadvertent or malicious disclosure.
Conclusion:
As organizations continue to leverage SuccessFactors for driving HR transformation and empowering their workforce, securing sensitive employee data becomes a top priority. By implementing robust security measures, adhering to best practices, and fostering a culture of security awareness, organizations can safeguard the confidentiality, integrity, and availability of HR information within the SuccessFactors ecosystem.
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Medical billing is a critical aspect of the healthcare industry, involving the process of submitting and following up on claims with health insurance companies to receive payment for services rendered by healthcare providers. Here’s an overview of the key components and processes involved in medical billing:
Patient Registration and Insurance Verification: The medical billing process begins when a patient schedules an appointment with a healthcare provider. During registration, the patient’s demographic information, insurance details, and medical history are collected. Insurance verification is essential to ensure coverage and determine the patient’s financial responsibility.
Documentation of Services: Healthcare providers document the services provided to the patient during the visit, including diagnoses, treatments, procedures, and medications administered. Accurate and detailed documentation is crucial for billing and coding purposes.
Medical Coding: Medical coders assign alphanumeric codes to the services and procedures documented by healthcare providers. These codes, such as ICD-10 (International Classification of Diseases, 10th Revision) for diagnoses and CPT (Current Procedural Terminology) for procedures, ensure standardization and accuracy in billing.
Claim Submission: Once the services are coded, medical billers compile the information into claims and submit them to the patient’s insurance company electronically or via mail. Claims include details such as patient information, provider details, dates of service, diagnosis and procedure codes, and the billed amount.
Adjudication and Payment Processing: Upon receiving the claim, the insurance company reviews it for accuracy and completeness. This process, known as adjudication, involves verifying the patient’s coverage, the medical necessity of services, and compliance with insurance policies. Once approved, the insurance company reimburses the healthcare provider for the covered services based on the contracted rates.
Denials and Appeals: In cases where claims are denied, either partially or entirely, medical billers investigate the reason for the denial and may appeal the decision with additional documentation or clarification. Timely and thorough follow-up is essential to resolve denials and ensure timely payment.
Patient Billing and Collections: After insurance payment, if any patient responsibility remains, such as deductibles, copayments, or coinsurance, medical billers generate patient statements and send them for payment. They may also assist patients in understanding their bills, setting up payment plans, or applying for financial assistance if needed. Timely collection of patient payments is crucial to maintaining the financial health of the healthcare practice.
Revenue Cycle Management: Medical billing is part of the broader revenue cycle management process, which encompasses all administrative and clinical functions related to capturing revenue for healthcare services. Effective revenue cycle management maximizes revenue, reduces denials, and improves cash flow for healthcare providers.
Overall, medical billing plays a vital role in the financial viability of healthcare practices, ensuring accurate reimbursement for services provided while navigating complex insurance regulations and policies. Efficient and compliant medical billing practices are essential for maintaining the sustainability of healthcare organizations and delivering quality patient care.
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