{"id":38198,"date":"2026-11-11T11:10:20","date_gmt":"2026-11-11T03:10:20","guid":{"rendered":"https:\/\/aiportek.com\/?p=38198"},"modified":"2026-11-11T11:10:24","modified_gmt":"2026-11-11T03:10:24","slug":"generative-ai-data-privacy-pdpo-compliance-guide","status":"publish","type":"post","link":"https:\/\/aiportek.com\/en\/generative-ai-data-privacy-pdpo-compliance-guide\/","title":{"rendered":"[Hongke Solutions] Generative AI and Hong Kong PDPO Privacy Compliance Guidelines"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"38198\" class=\"elementor elementor-38198\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-303a47ec elementor-section-stretched elementor-section-full_width elementor-section-height-min-height elementor-section-content-middle elementor-section-height-default elementor-section-items-middle\" data-id=\"303a47ec\" data-element_type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-27d5e225\" data-id=\"27d5e225\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-4e369ae3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4e369ae3\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-6555484e\" data-id=\"6555484e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-397ef20e elementor-widget elementor-widget-heading\" data-id=\"397ef20e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Hongke's latest articles<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-4b5c0d9b elementor-absolute elementor-widget elementor-widget-heading\" data-id=\"4b5c0d9b\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">HongKe<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6d18033c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6d18033c\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1f96cecf\" data-id=\"1f96cecf\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f8d8197 elementor-widget elementor-widget-heading\" data-id=\"f8d8197\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Add your title text here<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-18d8549 elementor-widget elementor-widget-heading\" data-id=\"18d8549\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">I. Introduction: Strategic Changes at the Data Layer under the Critical Infrastructure Legislation<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-4b0e7b4e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4b0e7b4e\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-7a4b7cfc\" data-id=\"7a4b7cfc\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-79a3214 elementor-widget elementor-widget-heading\" data-id=\"79a3214\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">[Hongke Solutions] How Can Businesses Reduce the Risk of Personal Data Breaches When Using Generative AI? 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margin-bottom: 8px !important;\r\n  }\r\n  .custom-wp-article h4.custom-wp-h4 {\r\n    font-size: 16px;\r\n  }\r\n  .custom-wp-article p,\r\n  .custom-wp-article .custom-wp-p,\r\n  .custom-wp-list li {\r\n    font-size: 15px;\r\n    margin-bottom: 10px !important;\r\n  }\r\n  .custom-wp-grid-2,\r\n  .custom-wp-grid-3,\r\n  .custom-wp-step-grid {\r\n    grid-template-columns: 1fr;\r\n  }\r\n}\r\n<\/style>\r\n\r\n<div class=\"custom-wp-article\">\r\n\r\n  <!-- \u5f15\u8a00 \/ Lead Paragraph -->\r\n  <div class=\"custom-wp-lead\">\r\n    Generative AI is becoming deeply integrated into the day-to-day operations of businesses: Employees frequently use AI tools to organize meeting minutes, summarize document content, translate business emails, write market reports, analyze customer feedback, and even assist with contract terms, job applicant resumes, and customer complaint cases. While these applications can significantly improve work efficiency, they also give rise to cybersecurity and data privacy risks that are all too easily overlooked: in order to obtain more accurate answers, employees often proactively provide AI tools with more comprehensive background information. When customer names, contact information, identification documents, medical records, financial data, employee resumes, or internal corporate confidential documents are uploaded to unauthorized or unevaluated AI platforms, organizations completely lose control over this core sensitive data.\r\n  <\/div>\r\n\r\n  <!-- \u4f01\u696d\u98a8\u96aa\u6838\u5fc3\u63d0\u554f\u5361\u7247 Box -->\r\n  <div class=\"custom-wp-highlight-box\">\r\n    <p class=\"custom-wp-p\" style=\"font-weight: 500; color: var(--wp-color-primary); font-size: 18px;\">\r\n      The real data security risk isn\u2019t whether \u201cemployees are using AI,\u201d but whether corporate management and the IT department have a clear understanding of the following six key points:\r\n    <\/p>\r\n    <ul class=\"custom-wp-list\">\r\n      <li>What generative AI tools are employees currently using?<\/li>\r\n      <li>In which specific areas of work has the use of AI-assisted tools been approved?<\/li>\r\n      <li>What types of corporate data and confidential information should never be fed into AI?<\/li>\r\n      <li>How are input and output data stored, processed, and retained?<\/li>\r\n      <li>Who is responsible for reviewing and verifying the accuracy of AI-generated content?<\/li>\r\n      <li>In the event of a data transmission error or data breach, to which person in charge or team should employees report immediately?<\/li>\r\n    <\/ul>\r\n    <p class=\"custom-wp-p\" style=\"margin-bottom: 0 !important;\">\r\n      Therefore, to effectively mitigate the risk of personal data breaches posed by generative AI, companies must not rely solely on a vague statement such as \u201cDo not upload sensitive data.\u201d Companies need to integrate policies, technical controls, employee training, oversight mechanisms, and incident response.\r\n    <\/p>\r\n  <\/div>\r\n\r\n  <!-- \u7b2c\u4e00\u677f\u584a\uff1a\u98a8\u96aa\u6210\u56e0\u5206\u6790 -->\r\n  <h2 class=\"custom-wp-h2\">Why Does Generative AI Increase the Risk of Personal Data Breaches for Businesses?<\/h2>\r\n  <p class=\"custom-wp-p\">\r\n    Traditional data breaches often result from mistakenly sent emails, improperly shared files, compromised accounts, or lost devices. Generative AI further amplifies this risk, as employees can copy large amounts of data to external platforms in a matter of seconds\u2014and may not even realize they\u2019ve just transferred data.\r\n  <\/p>\r\n  <p class=\"custom-wp-p\" style=\"font-weight: 500; color: var(--wp-color-primary);\">The following are some of the more common risk scenarios faced by businesses:<\/p>\r\n\r\n  <div class=\"custom-wp-card-grid custom-wp-grid-2\">\r\n    <div class=\"custom-wp-card\">\r\n      <span class=\"custom-wp-card-num\">1<\/span>\r\n      <h3 class=\"custom-wp-h3\">To get a more accurate answer, enter more data.<\/h3>\r\n      <p class=\"custom-wp-p\">\r\n        Employees may upload entire customer complaint records, employee resumes, medical reports, contracts, or meeting minutes to an AI tool simply to have the system generate a summary or a response.\r\n      <\/p>\r\n      <p class=\"custom-wp-p\" style=\"margin-bottom: 0 !important;\">\r\n        Even if employees have no malicious intent, this practice may still go beyond the original purpose of data collection and use, and may also violate the company\u2019s internal policies on confidentiality, data classification, or the handling of customer data.\r\n      <\/p>\r\n    <\/div>\r\n\r\n    <div class=\"custom-wp-card\">\r\n      <span class=\"custom-wp-card-num\">2<\/span>\r\n      <h3 class=\"custom-wp-h3\">Using public AI tools that have not been evaluated by the company<\/h3>\r\n      <p class=\"custom-wp-p\">\r\n        Different AI services may have varying security arrangements regarding the retention period for input data, the purpose of model training, manual review, subprocessors, server locations, and deletion methods.\r\n      <\/p>\r\n      <p class=\"custom-wp-p\" style=\"margin-bottom: 0 !important;\">\r\n        When employees register for free accounts on their own, it is often difficult for companies to uniformly configure security settings, manage access permissions, maintain activity logs, or reclaim accounts after an employee leaves the company.\r\n      <\/p>\r\n    <\/div>\r\n\r\n    <div class=\"custom-wp-card\">\r\n      <span class=\"custom-wp-card-num\">3<\/span>\r\n      <h3 class=\"custom-wp-h3\">AI Cheat Has Obtained Excessive System Privileges<\/h3>\r\n      <p class=\"custom-wp-p\" style=\"margin-bottom: 0 !important;\">\r\n        Some AI tools require access to email accounts, cloud storage, customer relationship management (CRM) systems, meeting platforms, or corporate knowledge bases. If the scope of authorization is too broad, a single misconfiguration could grant the tool access to a large amount of data unrelated to the current task.\r\n      <\/p>\r\n    <\/div>\r\n\r\n    <div class=\"custom-wp-card\">\r\n      <span class=\"custom-wp-card-num\">4<\/span>\r\n      <h3 class=\"custom-wp-h3\">AI Output Leaks or Accidentally Discloses Personal Information<\/h3>\r\n      <p class=\"custom-wp-p\" style=\"margin-bottom: 0 !important;\">\r\n        Even if the input process is controlled, the output may still contain personal information that should not be disclosed, or it may erroneously combine different pieces of information. If employees send the results to clients, colleagues, or the public without reviewing them first, this could lead to accidental disclosure, inaccurate information, or misuse of data.\r\n      <\/p>\r\n    <\/div>\r\n  <\/div>\r\n\r\n  <div class=\"custom-wp-card\" style=\"margin-bottom: 16px;\">\r\n    <span class=\"custom-wp-card-num\">5<\/span>\r\n    <h3 class=\"custom-wp-h3\">Employees are unable to determine what constitutes personal information<\/h3>\r\n    <p class=\"custom-wp-p\">\r\n      While names and ID numbers are relatively easy to identify, personal information may also be found in email addresses, phone numbers, photos, voice recordings, IP addresses, customer numbers, location data, performance evaluations, and business records that can indirectly identify an individual.\r\n    <\/p>\r\n    <p class=\"custom-wp-p\" style=\"margin-bottom: 0 !important;\">\r\n      If training merely tells employees \u201cnot to enter sensitive information\u201d without providing examples relevant to their actual work, employees will still find it difficult to determine where the line is drawn.\r\n    <\/p>\r\n  <\/div>\r\n\r\n  <!-- \u7b2c\u4e8c\u677f\u584a\uff1a\u9999\u6e2f PDPO \u5408\u898f\u8981\u6c42 -->\r\n  <h2 class=\"custom-wp-h2\">What Does Hong Kong\u2019s PDPO Mean for Businesses?<\/h2>\r\n  <p class=\"custom-wp-p\">\r\n    Hong Kong\u2019s Personal Data (Privacy) Ordinance (PDPO) does not prohibit businesses from using generative AI, nor does it require businesses to adopt any specific AI product. What businesses need to focus on is whether they consistently comply with the applicable data protection principles when collecting, using, storing, and safeguarding personal data.\r\n  <\/p>\r\n\r\n  <div class=\"custom-wp-highlight-box\">\r\n    <p class=\"custom-wp-p\" style=\"font-weight: 500; color: var(--wp-color-primary); font-size: 18px;\">\r\n      Several of these principles are particularly relevant to the use of generative AI in business:\r\n    <\/p>\r\n    <ul class=\"custom-wp-list\" style=\"margin-bottom: 0 !important;\">\r\n      <li><strong>Purpose and Proportionality of Data Collection:<\/strong>Organizations should clearly specify the purpose for processing the relevant personal data and avoid collecting or entering data beyond what is actually necessary.<\/li>\r\n      <li><strong>Data Accuracy and Retention Period:<\/strong>Organizations should take reasonable measures to ensure the accuracy of data and avoid retaining it for longer than is necessary.<\/li>\r\n      <li><strong>Purpose of the data:<\/strong>Personal data generally should not be used for new purposes unrelated to the original purpose of collection without explicit consent.<\/li>\r\n      <li><strong>Data Security:<\/strong>Organizations should take all reasonable measures to prevent unauthorized or accidental access to, processing, deletion, loss, or use of personal data.<\/li>\r\n    <\/ul>\r\n  <\/div>\r\n\r\n  <p class=\"custom-wp-p\">\r\n    In 2025, the Office of the Privacy Commissioner for Personal Data in Hong Kong issued the \u201cChecklist of Guidelines on Employees\u2019 Use of Generative AI,\u201d recommending that organizations establish clear internal policies covering areas such as authorized tools, permitted uses, input data, output processing, equipment, users, security settings, incident reporting, employee training, and consequences for noncompliance.\r\n  <\/p>\r\n  <p class=\"custom-wp-p\">\r\n    This means that companies cannot simply purchase an AI tool and then leave the responsibility entirely to their employees. Organizations still need to understand how the tool processes data and mitigate risks through policies, contracts, permissions, training, and oversight.\r\n  <\/p>\r\n\r\n  <!-- \u7b2c\u4e09\u677f\u584a\uff1a9 \u5927\u5be6\u52d9\u964d\u4f4e\u98a8\u96aa\u65b9\u6cd5 -->\r\n  <h2 class=\"custom-wp-h2\">Practical Methods for Reducing the Risk of Personal Data Leaks in Generative AI<\/h2>\r\n\r\n  <h3 class=\"custom-wp-h3\">Method 1: First, understand how employees are actually using the system<\/h3>\r\n  <p class=\"custom-wp-p\">\r\n    Before formulating policies, companies should first understand actual usage patterns within the organization, rather than assuming that employees are not using AI. They can use surveys, departmental interviews, application inventories, and access logs to determine:\r\n  <\/p>\r\n  <ul class=\"custom-wp-list\">\r\n    <li>What generative AI tools are employees using?;<\/li>\r\n    <li>Use a free personal account or a business account;<\/li>\r\n    <li>Which departments use it most frequently;<\/li>\r\n    <li>What types of data are typically entered;<\/li>\r\n    <li>Will the AI output be used for internal reference or published externally?;<\/li>\r\n    <li>Is the tool connected to email, cloud storage, or other business systems?<\/li>\r\n  <\/ul>\r\n  <p class=\"custom-wp-p\">\r\n    The purpose of the investigation is not to hold employees accountable immediately, but to identify \u201cshadow AI\u201d\u2014that is, AI tools that employees are already using for work without corporate approval. Companies can create a list of tools based on actual risks and categorize AI applications as follows:<strong>Approved for Use<\/strong>,<strong>May only be used in specific situations<\/strong>,<strong>Requires prior review<\/strong>as well as<strong>Prohibited<\/strong>. This classification should be updated regularly, as the features, terms, and data processing methods of AI tools are subject to change at any time.\r\n  <\/p>\r\n\r\n  <h3 class=\"custom-wp-h3\">Method 2: Specify Which Data Should Not Be Entered Into the AI<\/h3>\r\n  <p class=\"custom-wp-p\">\r\n    An effective AI policy must provide specific examples rather than simply stating, \u201cDo not enter confidential or sensitive data.\u201d Companies can establish input rules based on data categories:\r\n  <\/p>\r\n\r\n  <div class=\"custom-wp-grid-3\">\r\n    <div class=\"custom-wp-card\">\r\n      <span class=\"custom-wp-badge custom-wp-badge-accent\">Generally Available Data<\/span>\r\n      <p class=\"custom-wp-p\" style=\"font-size: 15px;\">After confirming that there is no personal information, confidential information, or copyright restrictions, you may consider using it for:<\/p>\r\n      <ul class=\"custom-wp-list\" style=\"font-size: 14px; padding-left: 18px; margin-bottom: 0 !important;\">\r\n        <li>Summary of Public Information;<\/li>\r\n        <li>General Copy Draft;<\/li>\r\n        <li>Examples that do not involve real people;<\/li>\r\n        <li>Publicly available market data;<\/li>\r\n        <li>Statistical data that has been approved and anonymized.<\/li>\r\n      <\/ul>\r\n    <\/div>\r\n\r\n    <div class=\"custom-wp-card\">\r\n      <span class=\"custom-wp-badge custom-wp-badge-primary\">Data requiring review or special handling<\/span>\r\n      <p class=\"custom-wp-p\" style=\"font-size: 15px;\">Depending on the tool, its intended use, and the protective measures in place, the following information may require approval from the department head, the privacy officer, or the compliance team:<\/p>\r\n      <ul class=\"custom-wp-list\" style=\"font-size: 14px; padding-left: 18px; margin-bottom: 0 !important;\">\r\n        <li>Internal Policies and Procedures;<\/li>\r\n        <li>Business documents that have not yet been made public;<\/li>\r\n        <li>Customer feedback with personally identifiable information removed;<\/li>\r\n        <li>Data that has been anonymized or pseudonymized;<\/li>\r\n        <li>Information subject to contractual confidentiality provisions.<\/li>\r\n      <\/ul>\r\n    <\/div>\r\n\r\n    <div class=\"custom-wp-card\" style=\"border-color: #feb2b2;\">\r\n      <span class=\"custom-wp-badge\" style=\"background: #fff5f5; color: #c53030;\">As a general rule, data should not be entered into public AI tools.<\/span>\r\n      <p class=\"custom-wp-p\" style=\"font-size: 15px;\">Strictly restrict the use of public AI tools:<\/p>\r\n      <ul class=\"custom-wp-list\" style=\"font-size: 14px; padding-left: 18px; margin-bottom: 0 !important;\">\r\n        <li>Personal information of customers, employees, job applicants, or suppliers;<\/li>\r\n        <li>ID number, passport, bank account, and payment information;<\/li>\r\n        <li>Medical, insurance, and biometric data;<\/li>\r\n        <li>Client lists, personal contact information, and transaction records;<\/li>\r\n        <li>Passwords, API keys, access tokens, and system configurations;<\/li>\r\n        <li>Confidential contracts, financial information, source code, and trade secrets;<\/li>\r\n        <li>Content protected by attorney-client privilege or other confidentiality obligations.<\/li>\r\n      <\/ul>\r\n    <\/div>\r\n  <\/div>\r\n\r\n  <p class=\"custom-wp-p\">\r\n    If a business truly needs to use personal data, it should first assess the necessity of doing so and consider deleting irrelevant fields, using codes, anonymizing the data, or reducing the level of detail. It is important to note that simply deleting a name does not necessarily constitute anonymization. If the remaining data can still be combined with other information to identify a specific individual, it may still qualify as personal data.\r\n  <\/p>\r\n\r\n  <h3 class=\"custom-wp-h3\">Method 3: Evaluate AI tools, rather than focusing solely on the brand<\/h3>\r\n  <p class=\"custom-wp-p\">\r\n    Just because a brand is well-known doesn\u2019t mean that all of its versions, configurations, and usage methods are suitable for processing personal data. Before approving AI tools, companies should at least understand:\r\n  <\/p>\r\n  <ul class=\"custom-wp-list\">\r\n    <li>Will the input data be used to train or improve the model;<\/li>\r\n    <li>Is it possible to disable prompts or content sharing?;<\/li>\r\n    <li>How long will the data be retained? Can users delete their history?<\/li>\r\n    <li>Where is the data stored and processed? Which subprocessors have access to the data?<\/li>\r\n    <li>Does it offer enterprise accounts and unified identity management? Does it support multi-factor authentication and role-based permissions?;<\/li>\r\n    <li>Does it provide operation logs, audit trails, and data export capabilities?;<\/li>\r\n    <li>How to delete or return data after the service ends;<\/li>\r\n    <li>How do suppliers notify customers in the event of a data incident?<\/li>\r\n  <\/ul>\r\n  <p class=\"custom-wp-p\">\r\n    The Office of the Privacy Commissioner notes that commercial licensed versions may offer more privacy and security controls, but businesses still need to review the actual terms and settings and should not assume that risks have been addressed simply because a product is labeled as an \u201cEnterprise Edition.\u201d If a service provider processes personal data on behalf of an organization, the organization should also consider measures\u2014through contracts or other means\u2014to prevent data from being retained longer than necessary and to prevent unauthorized or accidental access, processing, deletion, loss, or use.\r\n  <\/p>\r\n\r\n  <h3 class=\"custom-wp-h3\">Method 4: Limit Permissions to What Is Necessary for Business Operations<\/h3>\r\n  <p class=\"custom-wp-p\">\r\n    If generative AI tools are connected to enterprise systems, the risks may be far greater than those associated with standalone web-based chat tools. Companies should adopt the principle of least privilege:\r\n  <\/p>\r\n  <ul class=\"custom-wp-list\">\r\n    <li>Tools are available only to employees who have a legitimate work-related need for them;<\/li>\r\n    <li>Authorize only the data sources necessary to complete the task;<\/li>\r\n    <li>Avoid granting AI tools default access to your entire email inbox, cloud storage, or customer database;<\/li>\r\n    <li>Distinguish between regular users, content administrators, and system administrators;<\/li>\r\n    <li>Implement additional reviews for high-risk operations;<\/li>\r\n    <li>Promptly adjust access permissions when employees change positions or leave the company;<\/li>\r\n    <li>Regularly check accounts and connections that have not been used for a long time;<\/li>\r\n    <li>Enable multi-factor authentication for enterprise accounts and prohibit multiple users from sharing the same AI account;<\/li>\r\n    <li>If the tool supports options such as deleting chat history, restricting content used for model training, preventing public sharing, or setting data retention periods, organizations should configure these settings based on risk and maintain records of the relevant decisions.<\/li>\r\n  <\/ul>\r\n\r\n  <h3 class=\"custom-wp-h3\">Method 5: Require that AI output undergo human review<\/h3>\r\n  <p class=\"custom-wp-p\">\r\n    Risks to personal data arise not only from input but also from output. Generative AI may produce content that is inaccurate, outdated, biased, or entirely fictional. If the output involves personal evaluations, hiring, loans, insurance, medical care, disciplinary actions, or customer decisions, it may have real-world consequences for individuals if not reviewed by a human.\r\n  <\/p>\r\n  <p class=\"custom-wp-p\">Companies should make it clear that:<\/p>\r\n  <ul class=\"custom-wp-list\">\r\n    <li>Which outputs can only be saved as drafts;<\/li>\r\n    <li>What types of content must have their sources verified;<\/li>\r\n    <li>Who is responsible for verifying the accuracy of the facts;<\/li>\r\n    <li>Which uses require review by legal, compliance, or professional staff;<\/li>\r\n    <li>When is it necessary to indicate that content was generated with the help of AI;<\/li>\r\n    <li>Which decisions should not be left entirely to AI to make automatically;<\/li>\r\n    <li>How to report output that involves discrimination, bias, or incorrect personal information.<\/li>\r\n  <\/ul>\r\n  <p class=\"custom-wp-p\">\r\n    \"Manual review\" should not be merely a perfunctory click-through confirmation. Reviewers should possess sufficient business knowledge and have the authority to reject unreliable AI results.\r\n  <\/p>\r\n\r\n  <h3 class=\"custom-wp-h3\">Method 6: Translate Policies into Guidelines That Employees Can Follow<\/h3>\r\n  <p class=\"custom-wp-p\">\r\n    Many AI policies fail to be effective not because their content is incorrect, but because they are too abstract. What employees really need to know is: \u201cWhat tools can I use? For which tasks can I use them? What data should not be entered? Can I upload files? Can I connect to my corporate email or cloud storage? Who needs to review AI-generated content? Who should I contact if misinformation is disseminated? What are the consequences of violating these policies?\u201d Companies can provide scenario-based examples tailored to different roles:\r\n  <\/p>\r\n\r\n  <div class=\"custom-wp-grid-2\">\r\n    <div class=\"custom-wp-card\">\r\n      <h4 class=\"custom-wp-h4\" style=\"color: var(--wp-color-sec-2);\">Human Resources Department<\/h4>\r\n      <p class=\"custom-wp-p\" style=\"font-size: 15px; margin-bottom: 0 !important;\">\r\n        Do not upload complete resumes, interview records, compensation information, or disciplinary records to public AI tools. When you need to draft a job description, use examples that do not contain real personal information.\r\n      <\/p>\r\n    <\/div>\r\n\r\n    <div class=\"custom-wp-card\">\r\n      <h4 class=\"custom-wp-h4\" style=\"color: var(--wp-color-sec-2);\">Finance and Accounting Department<\/h4>\r\n      <p class=\"custom-wp-p\" style=\"font-size: 15px; margin-bottom: 0 !important;\">\r\n        Do not enter customer bank account information, invoice details, payment records, or non-public financial data. When analyzing templates or writing general instructions, use fictitious or fully de-identified data.\r\n      <\/p>\r\n    <\/div>\r\n\r\n    <div class=\"custom-wp-card\">\r\n      <h4 class=\"custom-wp-h4\" style=\"color: var(--wp-color-sec-2);\">Customer Service Department<\/h4>\r\n      <p class=\"custom-wp-p\" style=\"font-size: 15px; margin-bottom: 0 !important;\">\r\n        Do not copy the entire complaint record directly into an AI tool. First, remove names, contact information, account numbers, and other information that could identify the customer, and confirm that this use has been approved.\r\n      <\/p>\r\n    <\/div>\r\n\r\n    <div class=\"custom-wp-card\">\r\n      <h4 class=\"custom-wp-h4\" style=\"color: var(--wp-color-sec-2);\">Marketing and Sales Department<\/h4>\r\n      <p class=\"custom-wp-p\" style=\"font-size: 15px; margin-bottom: 0 !important;\">\r\n        Do not use customer lists to train content-generation tools without first evaluating them, and do not treat personal data obtained from public sources as something that can be used freely for marketing or analysis.\r\n      <\/p>\r\n    <\/div>\r\n  <\/div>\r\n\r\n  <div class=\"custom-wp-card\" style=\"margin-bottom: 16px;\">\r\n    <h4 class=\"custom-wp-h4\" style=\"color: var(--wp-color-sec-2);\">Management<\/h4>\r\n    <p class=\"custom-wp-p\" style=\"font-size: 15px; margin-bottom: 0 !important;\">\r\n      Do not upload unpublished documents regarding mergers and acquisitions, investments, personnel changes, or business strategies to unauthorized platforms. Information handled by management typically has a broader impact and requires stricter review and protection.\r\n    <\/p>\r\n  <\/div>\r\n\r\n  <h3 class=\"custom-wp-h3\">Method 7: Implement ongoing training rather than simply issuing a one-time policy<\/h3>\r\n  <p class=\"custom-wp-p\">\r\n    Simply having employees confirm that they have read the policy does not mean they will be able to make the right decisions in their actual work. Effective training should include:\r\n  <\/p>\r\n  <ul class=\"custom-wp-list\">\r\n    <li>What constitutes personal information;<\/li>\r\n    <li>What is the difference between public AI and enterprise AI tools?;<\/li>\r\n    <li>How to minimize and anonymize data;<\/li>\r\n    <li>Common examples of incorrect input;<\/li>\r\n    <li>AI Tool Permissions and Plugin Risks;<\/li>\r\n    <li>How to Verify AI Output;<\/li>\r\n    <li>How to report a misinformation incident;<\/li>\r\n    <li>Real-life examples of what is and isn't allowed in different positions.<\/li>\r\n  <\/ul>\r\n  <p class=\"custom-wp-p\">\r\n    Companies can continuously reinforce relevant requirements through short courses, scenario-based quizzes, case studies, and regular reminders. When policies or tools change, training should be updated immediately rather than waiting for the next annual session. The focus of training is not to prevent employees from using AI, but to ensure they understand when and how to use it, and when they must stop and seek assistance.\r\n  <\/p>\r\n\r\n  <h3 class=\"custom-wp-h3\">Method 8: Establish a Clear Incident Reporting Mechanism<\/h3>\r\n  <p class=\"custom-wp-p\">\r\n    If an employee enters personal data into the wrong AI tool, the most dangerous reaction is not to report it, but to conceal it out of fear of punishment. Companies should establish easy-to-use reporting channels and clearly define the situations in which employees are required to report such incidents, such as:\r\n  <\/p>\r\n  <ul class=\"custom-wp-list\">\r\n    <li>Importing personal data without authorization;<\/li>\r\n    <li>Uploading confidential documents to the wrong platform;<\/li>\r\n    <li>The AI output contained personal information that should not be disclosed;<\/li>\r\n    <li>You discover that someone else is using your account;<\/li>\r\n    <li>Abnormal sharing or permission settings in AI tools;<\/li>\r\n    <li>Received a suspicious AI app authorization request;<\/li>\r\n    <li>The generated content may violate the law or internal policies.<\/li>\r\n  <\/ul>\r\n  <p class=\"custom-wp-p\">\r\n    The incident response team should determine in advance: how to suspend the relevant accounts or connections; how to preserve necessary records; whether suppliers can be required to delete the data they have entered; which individuals and data categories are involved; whether the data has been downloaded, shared, or further used; whether management, customers, the Office of the Privacy Commissioner, or other agencies need to be notified; and how to revise policies, access permissions, and training to prevent a recurrence of the incident. The incident reporting mechanism should aim to quickly mitigate risks rather than assign blame as a first priority.\r\n  <\/p>\r\n\r\n  <h3 class=\"custom-wp-h3\">Method 9: Check periodically to see if the policy is still in effect<\/h3>\r\n  <p class=\"custom-wp-p\">\r\n    Generative AI tools evolve rapidly. Tools that were originally designed solely for text generation may later gain new capabilities such as file uploads, voice recording, screen reading, enterprise search, or automated task execution. Organizations should, at a minimum, periodically check:\r\n  <\/p>\r\n  <ul class=\"custom-wp-list\">\r\n    <li>Is the list of approved tools still in effect;<\/li>\r\n    <li>Have the Supplier Terms and Privacy Policy changed?;<\/li>\r\n    <li>Does the new feature expand data access;<\/li>\r\n    <li>Are employees adopting new usage patterns?;<\/li>\r\n    <li>Are there any unapproved AI tools?;<\/li>\r\n    <li>Which departments handle the majority of incidents and inquiries?;<\/li>\r\n    <li>Does the training content still reflect actual risks?;<\/li>\r\n    <li>Are the permissions, logs, and retention periods reasonable?<\/li>\r\n  <\/ul>\r\n  <p class=\"custom-wp-p\">\r\n    For higher-risk uses\u2014such as handling medical, financial, children\u2019s, employee, or large-scale customer data\u2014the frequency of inspections and audit requirements should be increased accordingly.\r\n  <\/p>\r\n\r\n  <!-- \u7b2c\u56db\u677f\u584a\uff1a\u4f01\u696d AI \u653f\u7b56\u5341\u8981\u7d20 -->\r\n  <h2 class=\"custom-wp-h2\">What Should a Practical Generative AI Policy Include?<\/h2>\r\n  <p class=\"custom-wp-p\">\r\n    Companies can organize their internal policies into the following ten sections:\r\n  <\/p>\r\n\r\n  <div class=\"custom-wp-highlight-box\">\r\n    <ol class=\"custom-wp-list\" style=\"margin-bottom: 0 !important;\">\r\n      <li><strong>Policy Objectives and Eligible Personnel:<\/strong>Clarify the policy background and the scope of all employees to whom it applies.<\/li>\r\n      <li><strong>Approved and Prohibited AI Tools:<\/strong>Provide a clear list of tools that have been evaluated and those that have been banned.<\/li>\r\n      <li><strong>Work scenarios where the use of AI is permitted:<\/strong>Specify the specific job categories for which the use of AI-assisted tools is permitted.<\/li>\r\n      <li><strong>Data that can and cannot be entered:<\/strong>Provide clear guidelines and examples of specific scenarios.<\/li>\r\n      <li><strong>Data Anonymization and Data Minimization Requirements:<\/strong>Describes the standards for de-identification prior to uploading data.<\/li>\r\n      <li><strong>Accounts, Devices, Permissions, and Security Settings:<\/strong>Define MFA, SSO, and least privilege settings.<\/li>\r\n      <li><strong>Rules for Reviewing and Using AI-Generated Content:<\/strong>Establish a \"human-in-the-loop\" process and annotation guidelines.<\/li>\r\n      <li><strong>Procedure for Reporting Accidents and Abnormal Situations:<\/strong>Establish a non-punitive, rapid reporting channel and standard operating procedures (SOPs) for handling incidents.<\/li>\r\n      <li><strong>Training, Inquiries, and Employee Feedback Channels:<\/strong>Provides access to ongoing training courses and information security consulting services.<\/li>\r\n      <li><strong>Consequences of Violations, Review Frequency, and Responsible Parties:<\/strong>Clarify supervisory responsibilities, establish a regular review mechanism, and define accountability for violations.<\/li>\r\n    <\/ol>\r\n  <\/div>\r\n  <p class=\"custom-wp-p\">\r\n    Policies should not be developed solely by the IT department. A comprehensive working group typically needs to include representatives from information security, privacy, legal, compliance, human resources, procurement, and the business units that actually use AI.\r\n  <\/p>\r\n\r\n  <!-- \u7b2c\u4e94\u677f\u584a\uff1aKnowBe4 \u89e3\u6c7a\u65b9\u6848\u6574\u5408 -->\r\n  <h2 class=\"custom-wp-h2\">What aspects can KnowBe4 support?<\/h2>\r\n  <p class=\"custom-wp-p\">\r\n    Reducing the risk of personal data leaks in generative AI requires a combination of policy, technology, and human resource management.<strong>KnowBe4 Security Awareness Training Platform<\/strong>It can assist companies with aspects related to employee education, policy communication, and behavioral improvement, but it cannot replace DLP, access controls, AI gateways, legal assessments, or a comprehensive PDPO compliance program.\r\n  <\/p>\r\n\r\n  <div class=\"custom-wp-card-grid custom-wp-grid-2\">\r\n    <div class=\"custom-wp-card\">\r\n      <h3 class=\"custom-wp-h3\">Rolling Out AI Security and Privacy Training Across Different Departments<\/h3>\r\n      <p class=\"custom-wp-p\" style=\"font-size: 15px; margin-bottom: 0 !important;\">\r\n        Through the KnowBe4 platform, companies can automatically assign specialized training courses\u2014covering AI data security, personal data privacy, and social engineering defense\u2014to employees across different departments, roles, and risk levels.\r\n      <\/p>\r\n    <\/div>\r\n\r\n    <div class=\"custom-wp-card\">\r\n      <h3 class=\"custom-wp-h3\">Upload your company's AI usage policy<\/h3>\r\n      <p class=\"custom-wp-p\" style=\"font-size: 15px; margin-bottom: 0 !important;\">\r\n        Companies can upload their generative AI usage policies to the KnowBe4 platform, require employees to read and electronically sign them to confirm their understanding, and the system will automatically generate a compliance audit trail.\r\n      <\/p>\r\n    <\/div>\r\n\r\n    <div class=\"custom-wp-card\">\r\n      <h3 class=\"custom-wp-h3\">Create a Quiz for Internal Policies<\/h3>\r\n      <p class=\"custom-wp-p\" style=\"font-size: 15px; margin-bottom: 0 !important;\">\r\n        Develop scenario-based tests to support internal AI policies and assess whether employees understand the key requirements and incident reporting procedures.\r\n      <\/p>\r\n    <\/div>\r\n\r\n    <div class=\"custom-wp-card\">\r\n      <h3 class=\"custom-wp-h3\">Create groups based on department, position, and risk<\/h3>\r\n      <p class=\"custom-wp-p\" style=\"font-size: 15px; margin-bottom: 0 !important;\">\r\n        Use KnowBe4\u2019s custom content feature to schedule follow-up content for employees who haven\u2019t completed training or are underperforming, and use reports to view training completion rates, quiz results, and risk trends.\r\n      <\/p>\r\n    <\/div>\r\n  <\/div>\r\n\r\n  <p class=\"custom-wp-p\" style=\"background: #f8fafc; padding: 18px; border-radius: 8px; border: 15px solid #f8fafc; margin-top: 15px;\">\r\n    <strong>Security Tip:<\/strong>The KnowBe4 security awareness training platform does not automatically scan all content that employees enter into public AI tools, nor can it prevent the upload of personal data on its own. Organizations must still implement appropriate technical controls based on risk and, when deploying training and risk scoring features, properly manage employee data, access permissions, retention periods, and internal communications.\r\n  <\/p>\r\n\r\n  <!-- \u7b2c\u516d\u677f\u584a\uff1a\u56db\u6b65\u8d70\u884c\u52d5\u6846\u67b6 -->\r\n  <h2 class=\"custom-wp-h2\">Companies can start with these four steps<\/h2>\r\n  <p class=\"custom-wp-p\">\r\n    If an organization has not yet established a generative AI management framework, it can take the following steps:\r\n  <\/p>\r\n\r\n  <div class=\"custom-wp-step-grid\">\r\n    <div class=\"custom-wp-step-card\">\r\n      <span class=\"custom-wp-card-num\">1<\/span>\r\n      <h4 class=\"custom-wp-h4\" style=\"color: var(--wp-color-accent);\">Step 1: List the tools<\/h4>\r\n      <p class=\"custom-wp-p\" style=\"font-size: 14px; margin-bottom: 0 !important;\">\r\n        Find out which AI tools are being used in each department, and distinguish between approved, pending evaluation, and prohibited services.\r\n      <\/p>\r\n    <\/div>\r\n\r\n    <div class=\"custom-wp-step-card\">\r\n      <span class=\"custom-wp-card-num\">2<\/span>\r\n      <h4 class=\"custom-wp-h4\" style=\"color: var(--wp-color-accent);\">Step 2: Establish Data Boundaries<\/h4>\r\n      <p class=\"custom-wp-p\" style=\"font-size: 14px; margin-bottom: 0 !important;\">\r\n        Determine whether customer information, employee information, account records, contracts, financial data, and trade secrets may be entered, and what de-identification measures are required.\r\n      <\/p>\r\n    <\/div>\r\n\r\n    <div class=\"custom-wp-step-card\">\r\n      <span class=\"custom-wp-card-num\">3<\/span>\r\n      <h4 class=\"custom-wp-h4\" style=\"color: var(--wp-color-accent);\">Step 3: Issue Clear Guidelines and Conduct Training<\/h4>\r\n      <p class=\"custom-wp-p\" style=\"font-size: 14px; margin-bottom: 0 !important;\">\r\n        First, make sure employees clearly understand \u201cwhat they can and cannot do, and who to turn to if they make a mistake,\u201d and then gradually refine the governance system to make it more detailed.\r\n      <\/p>\r\n    <\/div>\r\n\r\n    <div class=\"custom-wp-step-card\">\r\n      <span class=\"custom-wp-card-num\">4<\/span>\r\n      <h4 class=\"custom-wp-h4\" style=\"color: var(--wp-color-accent);\">Step 4: Establish a Reporting and Review Mechanism<\/h4>\r\n      <p class=\"custom-wp-p\" style=\"font-size: 14px; margin-bottom: 0 !important;\">\r\n        Record incidents, employee inquiries, and exception approvals, and continuously adjust the list of tools, permissions, and training content based on actual usage.\r\n      <\/p>\r\n    <\/div>\r\n  <\/div>\r\n\r\n  <!-- \u7d50\u8a9e -->\r\n  <h2 class=\"custom-wp-h2\">Conclusion<\/h2>\r\n  <p class=\"custom-wp-p\">\r\n    The risks to personal data posed by generative AI often do not stem from complex technical attacks, but rather from a seemingly ordinary action: employees entering excessive amounts of data into unsuitable tools in an effort to improve efficiency.\r\n  <\/p>\r\n  <p class=\"custom-wp-p\">\r\n    A complete ban on AI may not be realistic, and leaving employees to make their own judgments is equally undesirable. A more feasible approach is to provide employees with approved tools, clear data boundaries, easy-to-understand operating guidelines, and reporting channels they can use immediately if problems arise.\r\n  <\/p>\r\n  <p class=\"custom-wp-p\" style=\"font-weight: 500; color: var(--wp-color-primary); font-size: 18px; margin-bottom: 0 !important;\">\r\n    What companies truly need to establish is not a static \u201cAI blacklist,\u201d but a management mechanism that can be continuously adjusted in response to changes in tools, business operations, and risks: understanding how employees use AI, controlling what data AI can access, ensuring that outputs are properly reviewed, and making sure every employee understands their responsibilities. This is the foundation for companies to enhance the efficiency of AI applications while reducing the risk of personal data breaches.\r\n  <\/p>\r\n\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-45ed7c8 elementor-widget elementor-widget-button\" data-id=\"45ed7c8\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/aiportek.com\/knowbe4\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Go to KnowBe4 Product Page<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-9049411 e-flex e-con-boxed e-con e-parent\" data-id=\"9049411\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cfcf4de e-flex e-con-boxed e-con e-parent\" data-id=\"cfcf4de\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dbc1b58 elementor-widget elementor-widget-heading\" data-id=\"dbc1b58\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-xl\">Other Articles<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-74adc8f elementor-posts--align-left elementor-grid-3 elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-posts--thumbnail-top elementor-card-shadow-yes elementor-posts__hover-gradient elementor-widget elementor-widget-posts\" data-id=\"74adc8f\" data-element_type=\"widget\" data-settings=\"{&quot;cards_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:100,&quot;sizes&quot;:[]},&quot;cards_columns&quot;:&quot;3&quot;,&quot;cards_columns_tablet&quot;:&quot;2&quot;,&quot;cards_columns_mobile&quot;:&quot;1&quot;,&quot;cards_row_gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;cards_row_gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.cards\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-cards elementor-grid\" role=\"list\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-38210 post type-post status-publish format-standard has-post-thumbnail hentry category-18 tag-gnss tag-67\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/aiportek.com\/en\/gnss-simulator-testing-solution\/\" tabindex=\"-1\" target=\"_blank\"><div class=\"elementor-post__thumbnail\"><img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"449\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/11\/640.jpg\" class=\"attachment-full size-full wp-image-38215\" alt=\"\u986f\u793a\u970d\u723e\u6728\u8332\u6d77\u5cfd GNSS \u5e72\u64fe\u4e8b\u4ef6\u4e2d\uff0c\u8239\u8236\u4f4d\u7f6e\u8df3\u8b8a\u8207\u5713\u5708\u7570\u5e38\u822a\u8de1\u7684\u885b\u661f\u5730\u5716\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/11\/640.jpg 800w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/11\/640-300x168.jpg 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/11\/640-768x431.jpg 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/11\/640-18x10.jpg 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/11\/640-600x337.jpg 600w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__badge\">Hongke Case<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/aiportek.com\/en\/gnss-simulator-testing-solution\/\" target=\"&quot;_blank&quot;\">\n\t\t\t\t[Hongke Solutions] GNSS Simulators Respond to the Strait of Hormuz Incident\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>An In-Depth Analysis of the 2026 Strait of Hormuz GNSS Jamming and Spoofing Incident and the Mechanisms Underlying Satellite Navigation Signal Vulnerabilities. This article details how Hongke\u2019s GNSS simulator testing solutions precisely replicate extreme electromagnetic suppression, relay, and generative spoofing attack scenarios in the laboratory, helping engineers evaluate receiver anti-jamming performance and comprehensively empowering the safety verification of high-precision positioning and navigation for autonomous vehicles, drones, and robotic systems.<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/aiportek.com\/en\/gnss-simulator-testing-solution\/\" aria-label=\"Read more about \u3010\u8679\u79d1\u65b9\u6848\u3011GNSS\u6a21\u64ec\u5668\u61c9\u5c0d\u970d\u723e\u6728\u8332\u6d77\u5cfd\u4e8b\u4ef6\" tabindex=\"-1\" target=\"_blank\">\n\t\t\tRead more\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tHongKeTechnology\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tNovember 12, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-38198 post type-post status-publish format-standard has-post-thumbnail hentry category-12 tag-knowbe4 tag-36\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/aiportek.com\/en\/generative-ai-data-privacy-pdpo-compliance-guide\/\" tabindex=\"-1\" target=\"_blank\"><div class=\"elementor-post__thumbnail\"><img decoding=\"async\" width=\"1920\" height=\"1076\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/10\/code-8779051_1920.webp\" class=\"attachment-full size-full wp-image-37757\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/10\/code-8779051_1920.webp 1920w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/10\/code-8779051_1920-300x168.webp 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/10\/code-8779051_1920-1024x574.webp 1024w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/10\/code-8779051_1920-768x430.webp 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/10\/code-8779051_1920-1536x861.webp 1536w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/10\/code-8779051_1920-18x10.webp 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/10\/code-8779051_1920-600x336.webp 600w\" sizes=\"(max-width: 1920px) 100vw, 1920px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__badge\">Hongke Dry Goods<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/aiportek.com\/en\/generative-ai-data-privacy-pdpo-compliance-guide\/\" target=\"&quot;_blank&quot;\">\n\t\t\t\t[Hongke Solutions] Generative AI and Hong Kong PDPO Privacy Compliance Guidelines\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>An in-depth analysis of the data security and personal data privacy risks posed by corporate employees\u2019 use of generative AI tools such as ChatGPT. Drawing on Hong Kong\u2019s Personal Data (Privacy) Ordinance (PDPO) and guidelines from the Office of the Privacy Commissioner, this article presents nine practical risk mitigation strategies and KnowBe4\u2019s security awareness training solutions to help B2B technology companies establish robust AI governance mechanisms.<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/aiportek.com\/en\/generative-ai-data-privacy-pdpo-compliance-guide\/\" aria-label=\"Read more about [Hongke Solutions] Generative AI and Hong Kong\u2019s PDPO Privacy Compliance Guidelines\" tabindex=\"-1\" target=\"_blank\">\n\t\t\tRead more\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tHongKeTechnology\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tNovember 11, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-38178 post type-post status-publish format-standard has-post-thumbnail hentry category-18 tag-peak tag-38\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/aiportek.com\/en\/pcan-router-pro-fd-heavy-truck-eol-testing-case-study\/\" tabindex=\"-1\" target=\"_blank\"><div class=\"elementor-post__thumbnail\"><img decoding=\"async\" width=\"600\" height=\"336\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/11\/pcan-router-pro-fd.jpg\" class=\"attachment-full size-full wp-image-38182\" alt=\"\u8679\u79d1 PCAN-Router Pro FD 6 \u901a\u9053 CAN FD \u7368\u7acb\u5f0f\u6578\u64da\u8a18\u9304\u5100\u8207\u8def\u7531\u5668\u786c\u9ad4\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/11\/pcan-router-pro-fd.jpg 600w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/11\/pcan-router-pro-fd-300x168.jpg 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/11\/pcan-router-pro-fd-18x10.jpg 18w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__badge\">Hongke Case<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/aiportek.com\/en\/pcan-router-pro-fd-heavy-truck-eol-testing-case-study\/\" target=\"&quot;_blank&quot;\">\n\t\t\t\t[Hongke Case Study] 40-metric-ton Heavy-Duty Truck EOL Testing: PCAN-Router Pro FD Bus Monitoring\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>An in-depth analysis of how a German commercial vehicle manufacturer adopted Hongke\u2019s PCAN-Router Pro FD standalone data logger to address the challenges of high CAN FD load, data loss, and timestamp discrepancies during end-of-line (EOL) testing of 40-metric-ton heavy-duty trucks. The solution supports 6-channel parallel operation, microsecond-level RTC timestamps, and automatic triggering, enabling stable 24\/7 operation.<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/aiportek.com\/en\/pcan-router-pro-fd-heavy-truck-eol-testing-case-study\/\" aria-label=\"Read more about [Hongke Case Study] 40-metric-ton Heavy-Duty Truck EOL Testing: PCAN-Router Pro FD Bus Monitoring\" tabindex=\"-1\" target=\"_blank\">\n\t\t\tRead more\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tHongKeTechnology\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tNovember 9, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t<div class=\"e-load-more-anchor\" data-page=\"1\" data-max-page=\"40\" data-next-page=\"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/38198\/page\/2\/\"><\/div>\n\t\t\t\t<nav class=\"elementor-pagination\" aria-label=\"Pagination\">\n\t\t\t<span class=\"page-numbers prev\">\"<\/span>\n<span aria-current=\"page\" class=\"page-numbers current\"><span class=\"elementor-screen-only\">Page<\/span>1<\/span>\n<a class=\"page-numbers\" href=\"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/38198\/page\/2\/\"><span class=\"elementor-screen-only\">Page<\/span>2<\/a>\n<a class=\"page-numbers\" href=\"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/38198\/page\/3\/\"><span class=\"elementor-screen-only\">Page<\/span>3<\/a>\n<span class=\"page-numbers dots\">...<\/span>\n<a class=\"page-numbers\" href=\"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/38198\/page\/5\/\"><span class=\"elementor-screen-only\">Page<\/span>5<\/a>\n<a class=\"page-numbers next\" href=\"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/38198\/page\/2\/\">\"<\/a>\t\t<\/nav>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>An in-depth analysis of the data security and personal data privacy risks posed by corporate employees\u2019 use of generative AI tools such as ChatGPT. Drawing on Hong Kong\u2019s Personal Data (Privacy) Ordinance (PDPO) and guidelines from the Office of the Privacy Commissioner, this article presents nine practical risk mitigation strategies and KnowBe4\u2019s security awareness training solutions to help B2B technology companies establish robust AI governance mechanisms.<\/p>","protected":false},"author":1,"featured_media":37757,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"footnotes":""},"categories":[12],"tags":[50,36],"class_list":["post-38198","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-12","tag-knowbe4","tag-36"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.3 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u6df1\u5165\u89e3\u6790\u5fb7\u570b\u5546\u7528\u8eca\u88fd\u9020\u5546\u5982\u4f55\u63a1\u7528\u8679\u79d1 PCAN-Router Pro FD \u7368\u7acb\u5f0f\u6578\u64da\u8a18\u9304\u5100\uff0c\u89e3\u6c7a 40 \u5678\u91cd\u5361 EOL \u4e0b\u7dda\u6e2c\u8a66\u4e2d CAN FD \u9ad8\u8ca0\u8f09\u3001\u6578\u64da\u4e1f\u5931\u8207\u6642\u9593\u6233\u504f\u5dee\u75db\u9ede\u3002\u65b9\u6848\u652f\u63f4 6 \u901a\u9053\u4f75\u884c\u3001\u5fae\u79d2\u7d1a RTC \u6642\u9593\u6233\u8207\u81ea\u52d5\u89f8\u767c\uff0c\u5be6\u73fe 7\u00d724 \u5c0f\u6642\u7a69\u5b9a\u904b\u8f49\u3002\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"HongKeTechnology\"\/>\n\t<link rel=\"canonical\" href=\"https:\/\/aiportek.com\/en\/pcan-router-pro-fd-heavy-truck-eol-testing-case-study\/\" \/>\n\t\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 5.0.3\" \/>\n\t\t<meta property=\"og:locale\" content=\"en_US\" \/>\n\t\t<meta property=\"og:site_name\" content=\"\u8679\u79d1\u96fb\u5b50\u6709\u9650\u516c\u53f8\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"\u3010\u8679\u79d1\u6848\u4f8b\u301140\u5678\u91cd\u5361 EOL \u6e2c\u8a66\uff1aPCAN-Router Pro FD \u7e3d\u7dda\u76e3\u63a7 - 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