{"id":222289,"date":"2026-10-27T07:18:29","date_gmt":"2026-10-27T07:18:29","guid":{"rendered":"https:\/\/10pearls.com\/uk\/blog\/\/"},"modified":"2026-10-27T07:25:34","modified_gmt":"2026-10-27T07:25:34","slug":"llms-in-healthcare-use-cases-risks-deployment","status":"publish","type":"post","link":"https:\/\/10pearls.com\/uk\/blog\/llms-in-healthcare-use-cases-risks-deployment\/","title":{"rendered":"LLM in Healthcare: Use Cases, Risks &amp; Deployment"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"222289\" class=\"elementor elementor-222289\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fbd5fe6 e-flex e-con-boxed e-con e-parent\" data-id=\"fbd5fe6\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c4f95a4 elementor-widget__width-initial indigo-h1 elementor-widget elementor-widget-heading\" data-id=\"c4f95a4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">LLM in healthcare: use cases, risks, and what deployment actually requires<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-14da45d elementor-icon-list--layout-inline elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"14da45d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"81\" height=\"81\" viewBox=\"0 0 81 81\" fill=\"none\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M41.9662 0.167969C54.7101 0.167969 65.9976 6.21222 73.207 15.5335C70.8038 14.2955 68.1822 13.4216 65.5606 12.8391L64.2498 12.6206L62.5749 12.4749H57.9871L56.1665 12.6206C45.1704 14.514 36.8686 22.2331 33.8829 32.6467C33.2275 34.9771 32.9362 37.3074 32.9362 39.7105C32.9362 44.5168 34.1014 49.2502 36.5773 53.4011C40.7282 60.392 48.0104 65.4168 56.5306 66.5819L58.3512 66.7276H62.7934L64.6139 66.5819C67.5996 66.0722 70.4397 65.1255 73.0613 63.7419C65.5606 73.4272 53.5449 79.5443 40.2184 78.9617C19.8282 78.0879 3.29751 61.5572 2.49646 41.1669C1.69541 18.7377 19.6825 0.167969 41.9662 0.167969ZM21.8672 65.6353H30.8972V14.1499H12.4003L17.862 23.4711H21.8672V65.6353Z\" fill=\"black\"><\/path><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M60.5396 20.9219C70.8803 20.9219 79.2549 29.2964 79.2549 39.6372C79.2549 49.978 70.8803 58.3526 60.5396 58.3526C50.1988 58.3526 41.8242 49.978 41.8242 39.6372C41.8242 29.2964 50.1988 20.9219 60.5396 20.9219Z\" fill=\"black\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">10Pearls Editorial Team<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">11 min read<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5de4d28 e-flex e-con-boxed e-con e-parent\" data-id=\"5de4d28\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-e740a55 e-con-full e-flex e-con e-child\" data-id=\"e740a55\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5480785 elementor-widget elementor-widget-heading\" data-id=\"5480785\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Summary<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d77d57c elementor-widget elementor-widget-text-editor\" data-id=\"d77d57c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Explore how LLMs are being used in healthcare, from clinical documentation and EHR summarization to research and patient communication, along with model selection. Use these insights to assess workflows, choose the right approach, and build in governance and clinical validation as you move from an LLM pilot to production.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-722a7db e-con-full e-flex e-con e-child\" data-id=\"722a7db\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-14d4b72 e-con-full e-flex e-con e-child\" data-id=\"14d4b72\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bfa2e75 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"bfa2e75\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Healthcare teams deal with a large amount of information every day, and the effort required to process it can add costs, slow workflows, and reduce care capacity. Clinicians and administrative teams process documentation and other information-heavy tasks that keep healthcare operations moving. As patient volumes and data continue to grow, healthcare organizations are under increasing pressure to improve workforce productivity, reduce turnaround times, and serve more patients.<\/p><p>Large language models (LLMs) offer a new way to work with this information. They can summarize lengthy clinical records, draft documentation, extract relevant details, answer questions using medical knowledge, and synthesize research. <a href=\"\/aws\/\" target=\"_blank\" rel=\"noopener\">AWS<\/a> identifies tasks such as summarization, question answering, and insight generation as areas where <a href=\"https:\/\/docs.aws.amazon.com\/prescriptive-guidance\/latest\/generative-ai-nlp-healthcare\/llms.html\" target=\"_blank\" rel=\"noopener nofollow\">LLMs can add value<\/a>. LLMs in healthcare are also transforming clinical documentation, research, patient communication, and information management, reshaping how healthcare organizations handle information.<\/p><p>This article examines where LLMs are being used in healthcare, how organizations can choose the right model and architecture, and what it takes to move from an initial pilot to a production-ready system.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1d2c679 section-head-margin-bottom elementor-widget elementor-widget-image\" data-id=\"1d2c679\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"860\" height=\"455\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/10\/llm-in-healthcare-professionals-using-tablet.webp.webp\" class=\"attachment-large size-large wp-image-222294\" alt=\"\" srcset=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/10\/llm-in-healthcare-professionals-using-tablet.webp.webp 860w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/10\/llm-in-healthcare-professionals-using-tablet.webp-300x159.webp 300w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/10\/llm-in-healthcare-professionals-using-tablet.webp-768x406.webp 768w\" sizes=\"auto, (max-width: 860px) 100vw, 860px\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-38ce3dd indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"38ce3dd\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"HealthcareLLMDifference\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">What makes a healthcare LLM different from a general-purpose model<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e20204f section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"e20204f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>A general-purpose LLM can already write, summarize, and answer questions. But the healthcare industry requires far more than basic language capability. The model must be able to interpret clinical terminology, understand provided patient-specific context, integrate with existing systems, work with sensitive information, and produce outputs that meet a much higher standard for accuracy. As a highly regulated industry, healthcare also requires LLMs to meet strict governance and compliance standards.<\/p><p>General-purpose LLMs can struggle when a task depends on specialized knowledge such as medical terminology, clinical codes, or healthcare-specific information. Models trained or fine-tuned on biomedical and clinical data can be better suited to specialized tasks such as clinical information extraction, and question answering. <a href=\"https:\/\/pmc.ncbi.nlm.nih.gov\/articles\/PMC12189880\/\" target=\"_blank\" rel=\"noopener nofollow\">Research on medical large language models<\/a> in healthcare also shows that specialization can improve performance on healthcare-specific tasks, although it does not eliminate the need for validation and oversight.<\/p><p>For healthcare organizations, this creates several options. A general-purpose model may be sufficient for a lower-risk documentation or administrative workflow. While a domain-specific model may make more sense for specialized clinical tasks. The right choice also depends on the organization&#8217;s <a href=\"\/industry-healthcare\/it-services\/\" target=\"_blank\" rel=\"noopener\">healthcare IT services<\/a>, data environment, and integration requirements.<\/p><p>Use <a href=\"https:\/\/aws.amazon.com\/what-is\/retrieval-augmented-generation\/\" target=\"_blank\" rel=\"noopener nofollow\">RAG<\/a> when a model needs access to current organization-specific information, such as clinical guidelines, internal policies, or patient records. Fine-tuning is more useful for repeatable tasks where you want the model to follow a particular format or approach, such as clinical note formatting, coding support, or an organization&#8217;s communication style.<\/p><p>There are also situations where using both makes sense. Fine-tuning can help the model handle a task the way you want, while RAG gives it access to the latest information needed to complete that task. The decision ultimately comes down to the workflow, the value it can provide, the quality of the available data, implementation costs, governance needs, and the potential impact of errors.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b76f524 indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"b76f524\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"LLMUseCasesHealthcare\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Where LLMs are being used in healthcare today<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6c9132e section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"6c9132e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Healthcare organizations are exploring LLMs across both clinical and administrative workflows. They can help with high-volume and repetitive information processing from multiple sources. Some of the areas where these capabilities are already being tested or deployed are:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d48adae e-con-full e-grid section-head-margin-bottom e-con e-child\" data-id=\"d48adae\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-173d094 elementor-widget elementor-widget-icon-box\" data-id=\"173d094\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tClinical documentation &amp; ambient scribing\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tClinical documentation is one of the most actively studied applications of LLMs in healthcare. A 2026 scoping review of 41 studies found that the technology was primarily being evaluated for clinical note generation, discharge summaries, and provider-patient encounter documentation.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f438afa elementor-widget elementor-widget-icon-box\" data-id=\"f438afa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tEHR summarization &amp; chart review\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tPatient records can span years and contain information across multiple encounters, notes, reports, and other documents. LLMs can help synthesize this material into concise summaries, extract relevant clinical information, and help clinicians navigate unstructured records. Report summarization and extracting insights from medical information are among the more advanced applications of healthcare LLMs.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7bdf2c2 elementor-widget elementor-widget-icon-box\" data-id=\"7bdf2c2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tMedical coding &amp; prior authorization\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tLLMs can help extract information from clinical documentation to support medical coding, billing, prior authorization, referrals, and related administrative workflows. They can also be incorporated into healthcare payer solutions to help process documentation and route cases for review.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-baffc45 elementor-widget elementor-widget-icon-box\" data-id=\"baffc45\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tPatient communication &amp; portal message triage\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tLLMs in healthcare can help teams handle the volume of messages coming through patient portals. They can group requests, identify routine questions, draft responses, and send more complex messages to the appropriate staff member. Clinical messages still require human review.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-99ffcbb elementor-widget elementor-widget-icon-box\" data-id=\"99ffcbb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tClinical decision support\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tLLMs can bring together relevant details from a patient's record and medical literature to support clinical assessment. They may help answer medical questions, summarize findings, or surface information a clinician might want to review. Since these outputs can influence care, they need to be checked by a qualified professional.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6b1b0c1 elementor-widget elementor-widget-icon-box\" data-id=\"6b1b0c1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tLiterature synthesis &amp; research\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tHealthcare researchers face an enormous volume of scientific literature and clinical research data. LLMs can help summarize papers, extract findings, synthesize evidence, and process qualitative research material. Applications range from literature review to clinical-trial research, while broader reviews identify research and medical education as additional areas of LLM use.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f254b30 e-con-full e-flex e-con e-child\" data-id=\"f254b30\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4ed9c89 elementor-widget elementor-widget-heading\" data-id=\"4ed9c89\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><strong>A 2026 scoping review<\/strong> of  <span>41<\/span> studies found that the technology was primarily being evaluated for clinical note generation, discharge summaries, and provider-patient encounter documentation.<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d4c4709 indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"d4c4709\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"ChoosingGeneralVsDomainLLM\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">How to choose between a general-purpose or domain-specific LLM<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cc09b44 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"cc09b44\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Healthcare organizations have several options when selecting an LLM, from general-purpose foundation models to medical LLMs, RAG-based systems, and fine-tuned models. The right approach depends on the task and the level of specialization required.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-32e982f mi-table section-head-margin-bottom elementor-widget elementor-widget-html\" data-id=\"32e982f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<div class=\"mi-table\">\r\n  <table>\r\n    <thead>\r\n      <tr>\r\n        <th>Approach<\/th>\r\n        <th>Best suited for<\/th>\r\n        <th>Key consideration<\/th>\r\n      <\/tr>\r\n    <\/thead>\r\n    <tbody>\r\n      <tr>\r\n        <td>General-purpose LLM<\/td>\r\n        <td>Documentation, summarization, administrative workflows<\/td>\r\n        <td>May need additional medical context<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td>Medical\/domain-specific LLM<\/td>\r\n        <td>Specialized clinical and biomedical tasks<\/td>\r\n        <td>Requires validation for the intended use<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td>LLM &amp; RAG<\/td>\r\n        <td>Applications that need current or organization-specific information<\/td>\r\n        <td>Retrieval quality directly affects output quality<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td>Fine-tuned LLM<\/td>\r\n        <td>Highly specialized workflows with suitable training data<\/td>\r\n        <td>Higher development, validation, and maintenance requirements<\/td>\r\n      <\/tr>\r\n    <\/tbody>\r\n  <\/table>\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8074f8f section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"8074f8f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Choosing the right approach starts with the medical NLP task, available data, performance requirements, and organizational resources. A simpler solution may be preferable when it consistently meets the required performance, avoiding the additional cost and maintenance of more complex customization. For healthcare organizations, the ideal approach in choosing a healthcare LLM would be to start with the workflow and its requirements.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d662a37 indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"d662a37\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"HIPAACompliance\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">What HIPAA compliance actually requires<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dc78779 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"dc78779\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>When an LLM application handles protected health information (PHI), healthcare organizations need to evaluate the entire flow of that information, from the point it enters the application to where it is processed, stored, and ultimately used. <a href=\"https:\/\/www.hhs.gov\/hipaa\/for-professionals\/security\/guidance\/guidance-risk-analysis\/index.html\" target=\"_blank\" rel=\"noopener nofollow\">HHS identifies<\/a> risk analysis as a foundational requirement for protecting electronic PHI, and organizations are expected to assess potential threats and vulnerabilities and implement appropriate safeguards.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bfd5915 e-con-full e-grid section-head-margin-bottom e-con e-child\" data-id=\"bfd5915\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-95eb238 e-con-full e-flex e-con e-child\" data-id=\"95eb238\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7fdf651 indigo-h3 elementor-widget elementor-widget-heading\" data-id=\"7fdf651\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Data handling &amp; access<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-258a92b elementor-widget elementor-widget-text-editor\" data-id=\"258a92b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Organizations should define what PHI the application can access, where that information is processed and stored, who can access it, and how access is controlled and monitored.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-13329df e-con-full e-flex e-con e-child\" data-id=\"13329df\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d12c5d8 indigo-h3 elementor-widget elementor-widget-heading\" data-id=\"d12c5d8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Third-party &amp; cloud providers<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c217ce7 elementor-widget elementor-widget-text-editor\" data-id=\"c217ce7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>If a vendor or cloud service creates, receives, maintains, or transmits ePHI on behalf of a covered entity, it generally qualifies as a business associate. A business associate agreement (BAA) and appropriate safeguards are important parts of the relationship.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-99f5708 e-con-full e-flex e-con e-child\" data-id=\"99f5708\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-145cd54 indigo-h3 elementor-widget elementor-widget-heading\" data-id=\"145cd54\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Security &amp; governance<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bc59648 elementor-widget elementor-widget-text-editor\" data-id=\"bc59648\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>An LLM deployment should have defined policies for data use, access permissions, security monitoring, incident response, and ongoing risk assessment. Security measures should also be reviewed regularly as technologies, systems, and risks evolve.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ff73270 e-con-full e-flex e-con e-child\" data-id=\"ff73270\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fa93c10 indigo-h3 elementor-widget elementor-widget-heading\" data-id=\"fa93c10\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Model &amp; workflow controls<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7a32451 elementor-widget elementor-widget-text-editor\" data-id=\"7a32451\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Health Insurance Portability and Accountability Act (HIPAA) compliance also depends on how the LLM is used, including output review, audit trails, and data access. Healthcare AI consulting can help organizations address these requirements as part of the overall solution and workflow.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-042c681 indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"042c681\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"LLMClinicalSystemsIntegration\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">How an LLM connects to clinical systems<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0568472 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"0568472\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>An LLM needs access to the right clinical context to be useful in a healthcare workflow. Depending on the application, that may mean retrieving information from electronic health records (EHRs), clinical databases, medical knowledge bases, or internal documents before generating a response. RAG is one of the ways to connect an LLM to authoritative information outside its original training data, giving the model additional context for healthcare tasks.<\/p><p>Retrieval-augmented generation (RAG) connects an LLM to external sources such as clinical guidelines, EHR data, or organizational knowledge bases. When a user makes a request, the model retrieves relevant information, allowing it to work with current or organization-specific information without retraining the underlying model. RAG can also give organizations greater control over the sources used to generate responses and support source attribution.<\/p><p>This requires secure <a href=\"\/industry-healthcare\/\" target=\"_blank\" rel=\"noopener\">healthcare software integration<\/a> across data sources, APIs, identity and access controls, and the systems where the output will ultimately be used. The integration layer also needs to support auditability, human review, and handling errors or incomplete information.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f24c336 section-head-margin-bottom elementor-widget elementor-widget-image\" data-id=\"f24c336\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"860\" height=\"455\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/10\/llm-in-healthcare-doctor-using-laptop.webp\" class=\"attachment-large size-large wp-image-222295\" alt=\"\" srcset=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/10\/llm-in-healthcare-doctor-using-laptop.webp 860w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/10\/llm-in-healthcare-doctor-using-laptop-300x159.webp 300w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/10\/llm-in-healthcare-doctor-using-laptop-768x406.webp 768w\" sizes=\"auto, (max-width: 860px) 100vw, 860px\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-99eddbb indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"99eddbb\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"LLMRisksLimitations\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Risks &amp; limitations of LLMs in healthcare<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e3593d3 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"e3593d3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>LLMs can be highly capable in healthcare, but their limitations become important when their outputs influence clinical or operational decisions. Research <a href=\"https:\/\/www.nature.com\/articles\/s43856-024-00717-2\" target=\"_blank\" rel=\"noopener nofollow\">across multiple medical specialties points to<\/a> recurring challenges in output quality and transparency.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-24f3f0c e-con-full card-shadow section-head-margin-bottom e-flex e-con e-child\" data-id=\"24f3f0c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-251f293 e-con-full e-flex e-con e-child\" data-id=\"251f293\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6a1f4b8 elementor-widget__width-initial elementor-widget-mobile__width-inherit elementor-widget elementor-widget-heading\" data-id=\"6a1f4b8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Hallucinations &amp; incorrect information<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a03a86d elementor-widget elementor-widget-text-editor\" data-id=\"a03a86d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>LLMs can generate medically incorrect information that sounds convincing, potentially affecting clinical decisions or patient communication.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f5918e7 e-con-full e-flex e-con e-child\" data-id=\"f5918e7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c4366fe elementor-widget__width-initial elementor-widget-mobile__width-inherit elementor-widget elementor-widget-heading\" data-id=\"c4366fe\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Incomplete outputs<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0c787a6 elementor-widget elementor-widget-text-editor\" data-id=\"0c787a6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>A model may leave out clinically relevant information, particularly when handling complex patient records.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-382d7f7 e-con-full e-flex e-con e-child\" data-id=\"382d7f7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7a480bd elementor-widget__width-initial elementor-widget-mobile__width-inherit elementor-widget elementor-widget-heading\" data-id=\"7a480bd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Poor clinical reasoning<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7a60c33 elementor-widget elementor-widget-text-editor\" data-id=\"7a60c33\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>LLMs can struggle with multi-step medical reasoning and applying general knowledge to a specific patient or clinical situation.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0f04ffb e-con-full e-flex e-con e-child\" data-id=\"0f04ffb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f676bc3 elementor-widget__width-initial elementor-widget-mobile__width-inherit elementor-widget elementor-widget-heading\" data-id=\"f676bc3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Bias &amp; uneven performance<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c6f6302 elementor-widget elementor-widget-text-editor\" data-id=\"c6f6302\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Performance can vary across patient populations, specialties, and clinical scenarios, creating risks of inconsistent outcomes.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-45056b0 e-con-full e-flex e-con e-child\" data-id=\"45056b0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f1ef85f elementor-widget__width-initial elementor-widget-mobile__width-inherit elementor-widget elementor-widget-heading\" data-id=\"f1ef85f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Lack of transparency<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-27430c7 elementor-widget elementor-widget-text-editor\" data-id=\"27430c7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>It can be difficult to understand how an LLM arrived at a particular response, which can complicate clinical validation and accountability.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-adca8b1 e-con-full e-flex e-con e-child\" data-id=\"adca8b1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-476c79e elementor-widget__width-initial elementor-widget-mobile__width-inherit elementor-widget elementor-widget-heading\" data-id=\"476c79e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Inconsistent outputs<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-88c9f3b elementor-widget elementor-widget-text-editor\" data-id=\"88c9f3b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>The same model can produce different responses to similar inputs, making consistency and reproducibility harder to establish.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5ea5b33 e-con-full e-flex e-con e-child\" data-id=\"5ea5b33\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-73af1ba elementor-widget__width-initial elementor-widget-mobile__width-inherit elementor-widget elementor-widget-heading\" data-id=\"73af1ba\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Outdated or unsupported information<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c2f347e elementor-widget elementor-widget-text-editor\" data-id=\"c2f347e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>An LLM may rely on outdated knowledge or provide information without reliable sources, which can be problematic when medical guidance changes.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0603c3a e-con-full e-flex e-con e-child\" data-id=\"0603c3a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-47d66bd elementor-widget__width-initial elementor-widget-mobile__width-inherit elementor-widget elementor-widget-heading\" data-id=\"47d66bd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Privacy &amp; security<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5f3b891 elementor-widget elementor-widget-text-editor\" data-id=\"5f3b891\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>LLM applications handling patient information require strong controls around data access, storage, processing, and transmission.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2c2de02 e-con-full e-flex e-con e-child\" data-id=\"2c2de02\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-72f75a3 elementor-widget__width-initial elementor-widget-mobile__width-inherit elementor-widget elementor-widget-heading\" data-id=\"72f75a3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Limited medical-domain performance<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5b88f69 elementor-widget elementor-widget-text-editor\" data-id=\"5b88f69\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Healthcare is complex and clinical tasks involve specialized terminology, heterogeneous patient histories, contextual reasoning, changing evidence, and population-specific variation. A general-purpose LLM may lack the medical knowledge or context needed for specialized healthcare tasks.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-20b2fbb indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"20b2fbb\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"PilotToProduction\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Getting from pilot to production<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b8d77d3 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"b8d77d3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>A promising LLM pilot can still fail to deliver value once it enters a live healthcare environment. Production deployment brings new questions around workflow fit, data access, system integration, security, user adoption, and ongoing model performance. Before moving forward, healthcare organizations should assess whether the surrounding environment can support the technology.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f1354bd e-con-full e-flex e-con e-child\" data-id=\"f1354bd\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d724a1a e-con-full e-flex e-con e-child\" data-id=\"d724a1a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f5d065b indigo-h4 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"f5d065b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Start with a real workflow<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-503d3d6 elementor-widget elementor-widget-text-editor\" data-id=\"503d3d6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Choose a specific problem with a clear owner, measurable outcome, and manageable risk. A focused use case makes it easier to demonstrate value and identify gaps early.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5f031fc elementor-widget__width-initial elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"5f031fc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-dbd9630 e-con-full e-flex e-con e-child\" data-id=\"dbd9630\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5f8e428 indigo-h4 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"5f8e428\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Establish clinical &amp; operational oversight<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ffe12c4 elementor-widget elementor-widget-text-editor\" data-id=\"ffe12c4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Decide who owns the system, who reviews its outputs, and when human intervention is required. Clinical stakeholders should help evaluate applications that affect patient care.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5b77180 elementor-widget__width-initial elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"5b77180\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-826c120 e-con-full e-flex e-con e-child\" data-id=\"826c120\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2980c02 indigo-h4 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"2980c02\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Prepare the data &amp; integrations<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b2ef91f elementor-widget elementor-widget-text-editor\" data-id=\"b2ef91f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Validate the information the LLM will use and determine how it will connect with EHRs, knowledge bases, and other systems. Data quality and reliable integration can impact the final application as much as model selection.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4c4b966 elementor-widget__width-initial elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"4c4b966\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-828c2fe e-con-full e-flex e-con e-child\" data-id=\"828c2fe\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6e64218 indigo-h4 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"6e64218\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Deploy in a controlled environment<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cfdd1f3 elementor-widget elementor-widget-text-editor\" data-id=\"cfdd1f3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Start with a limited group or workflow, monitor real-world performance, and give users a clear way to flag and correct problematic outputs.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-14d2ad3 elementor-widget__width-initial elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"14d2ad3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e1fa802 e-con-full e-flex e-con e-child\" data-id=\"e1fa802\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6ee8f3a indigo-h4 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"6ee8f3a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Monitor &amp; maintain after deployment<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-946d198 elementor-widget elementor-widget-text-editor\" data-id=\"946d198\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Monitor accuracy, errors, user feedback, and system performance after launch. Update the application as models, data, workflows, or requirements change.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7363568 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"7363568\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>With more than two decades of digital engineering experience in highly regulated industries, including healthcare, 10Pearls understands what it takes to move healthcare technology from concept to production. We&#8217;ve built applications that integrate directly with EHR systems and combine <a href=\"\/industry-healthcare\/ai-consulting\/\" target=\"_blank\" rel=\"noopener\">healthcare AI consulting<\/a> with hands-on <a href=\"\/industry-healthcare\/software-development\/\" target=\"_blank\" rel=\"noopener\">healthcare software development<\/a>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-23972d1 e-con-full section-head-margin-bottom e-flex e-con e-child\" data-id=\"23972d1\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f0aa946 indigo-h2 elementor-widget elementor-widget-heading\" data-id=\"f0aa946\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Ready to move your healthcare LLM from pilot to production?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-64298a2 indigo-btn indigo-btn--gradient elementor-widget elementor-widget-button\" data-id=\"64298a2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\/get-in-touch\/\" target=\"_blank\">\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\">Let\u2019s connect<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ad80541 indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"ad80541\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"LLMHealthcareFAQs\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">FAQs about LLM in healthcare<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6dc501f section-head-margin-bottom elementor-widget-mobile__width-initial elementor-widget elementor-widget-n-accordion\" data-id=\"6dc501f\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accordion. Open links with Enter or Space, close with Escape, and navigate with Arrow Keys\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1150\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-1150\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><h3 class=\"e-n-accordion-item-title-text\"> What is an LLM in healthcare? <\/h3><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1150\" class=\"elementor-element elementor-element-d98668c e-con-full e-flex e-con e-child\" data-id=\"d98668c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6bf4569 elementor-widget elementor-widget-text-editor\" data-id=\"6bf4569\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>LLMs in healthcare are large language models adapted or used for tasks involving medical and healthcare information. They can help with clinical documentation, EHR summarization, medical coding, patient communication, research, and clinical decision support. Their ability to work with large volumes of unstructured information makes them useful across clinical and administrative workflows, though higher-risk applications require appropriate review.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1151\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1151\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><h3 class=\"e-n-accordion-item-title-text\"> Are LLMs HIPAA compliant? <\/h3><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1151\" class=\"elementor-element elementor-element-7a532c7 e-con-full e-flex e-con e-child\" data-id=\"7a532c7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-da12d56 elementor-widget elementor-widget-text-editor\" data-id=\"da12d56\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>HIPAA compliance depends on how healthcare LLMs are deployed and how protected health information is handled. Data access, storage, security, vendor agreements, and the surrounding application all need to meet applicable requirements.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1152\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1152\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><h3 class=\"e-n-accordion-item-title-text\"> What is the difference between a medical LLM and a general-purpose LLM? <\/h3><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1152\" class=\"elementor-element elementor-element-9988087 e-con-full e-flex e-con e-child\" data-id=\"9988087\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f2a2618 elementor-widget elementor-widget-text-editor\" data-id=\"f2a2618\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>A medical LLM has been trained or adapted with healthcare-specific data, terminology, or tasks. General-purpose models are built for a much wider range of applications. The choice comes down to the task, available data, performance requirements, and level of medical specialization.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1153\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1153\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><h3 class=\"e-n-accordion-item-title-text\"> Can LLMs diagnose patients? <\/h3><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1153\" class=\"elementor-element elementor-element-2308381 e-con-full e-flex e-con e-child\" data-id=\"2308381\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f3f171c elementor-widget elementor-widget-text-editor\" data-id=\"f3f171c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>LLMs in healthcare can help <a href=\"\/portfolio\/ai-agent-knowledge-delivery\/\" target=\"_blank\" rel=\"noopener\">clinicians review patient information<\/a>, summarize records, and find relevant medical information. Since their responses can be incomplete or incorrect, it is best that a clinician reviews the patient and their diagnosis.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1154\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"5\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1154\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><h3 class=\"e-n-accordion-item-title-text\"> How accurate are LLMs on medical questions? <\/h3><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1154\" class=\"elementor-element elementor-element-60dda48 e-con-full e-flex e-con e-child\" data-id=\"60dda48\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4dd2624 elementor-widget elementor-widget-text-editor\" data-id=\"4dd2624\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>There is no single accuracy rate for LLMs in healthcare. Results differ by model, specialty, question, and clinical setting. Testing the model on realistic scenarios and representative data provides a better indication of how it will perform in practice.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a4cbf63 e-con-full e-flex e-con e-child\" data-id=\"a4cbf63\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3e15fc0 elementor-widget elementor-widget-heading\" data-id=\"3e15fc0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">TABLE OF CONTENTS<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-83708e9 elementor-widget elementor-widget-heading\" data-id=\"83708e9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"#HealthcareLLMDifference\">What makes a healthcare LLM different from a general-purpose model<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3766edc elementor-widget elementor-widget-heading\" data-id=\"3766edc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"#LLMUseCasesHealthcare\">Where LLMs are being used in healthcare today<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fa43989 elementor-widget elementor-widget-heading\" data-id=\"fa43989\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"#ChoosingGeneralVsDomainLLM\">How to choose between a general-purpose or domain-specific LLM<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e8b029b elementor-widget elementor-widget-heading\" data-id=\"e8b029b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"#HIPAACompliance\">What HIPAA compliance actually requires<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5e260a4 elementor-widget elementor-widget-heading\" data-id=\"5e260a4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"#LLMClinicalSystemsIntegration\">How an LLM connects to clinical systems<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-908423a elementor-widget elementor-widget-heading\" data-id=\"908423a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"#LLMRisksLimitations\">Risks &amp; limitations of LLMs in healthcare<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2f23c13 elementor-widget elementor-widget-heading\" data-id=\"2f23c13\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"#PilotToProduction\">Getting from pilot to production<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-89e87c9 elementor-widget elementor-widget-heading\" data-id=\"89e87c9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"#LLMHealthcareFAQs\">FAQs about LLM in healthcare<\/a><\/p>\t\t\t\t<\/div>\n\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<div class=\"elementor-element elementor-element-492d5e0 section-padding e-flex e-con-boxed e-con e-parent\" data-id=\"492d5e0\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-445f68c indigo-h2 section-head-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"445f68c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Related blogs<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ddfc867 elementor-widget elementor-widget-insights_section_widget\" data-id=\"ddfc867\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"insights_section_widget.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\n\t\t\/* \u2500\u2500 Widget wrapper \u2500\u2500 *\/\n\t\t#isw-ddfc867 {\n\t\t\tposition: relative;\n\t\t\tpadding: 0 40px; \/* space for arrows on left\/right *\/\n\t\t\tbox-sizing: border-box;\n\t\t}\n\t\t#isw-ddfc867 .isw-outer {\n\t\t\tposition: relative;\n\t\t\toverflow: hidden;\n\t\t\tpadding: 20px 0;\n\t\t\tmargin: -20px 0;\n\t\t}\n\t\t#isw-ddfc867 .isw-track {\n\t\t\tdisplay: flex;\n\t\t\tflex-direction: row;\n\t\t\tflex-wrap: nowrap;\n\t\t\tgap: 20px;\n\t\t\ttransition: transform .5s cubic-bezier(.25,.46,.45,.94);\n\t\t\twill-change: transform;\n\t\t\talign-items: stretch;\n\t\t\tvisibility: hidden;\n\t\t}\n\t\t#isw-ddfc867 .isw-slide { flex-shrink: 0; box-sizing: border-box; display: flex; }\n\n\t\t\/* \u2500\u2500 Card \u2014 no shadow by default, only on hover \u2500\u2500 *\/\n\t\t#isw-ddfc867 .isw-card {\n\t\t\tborder-radius: 16px; overflow: hidden; width: 100%; flex: 1;\n\t\t\tposition: relative; height: 380px; background: #fff;\n\t\t\tbox-shadow: none;\n\t\t\ttransition: box-shadow .3s ease;\n\t\t}\n\t\t#isw-ddfc867 .isw-card:hover {\n\t\t\tbox-shadow: 0px 14px 36px -8px rgba(99,102,241,0.2);\n\t\t}\n\n\t\t\/* Layer 1 \u2014 Image *\/\n\t\t#isw-ddfc867 .isw-img-wrap {\n\t\t\tposition: absolute; top: 0; left: 0;\n\t\t\twidth: 100%; height: 100%; z-index: 1;\n\t\t}\n\t\t#isw-ddfc867 .isw-img-wrap img {\n\t\t\twidth: 100%; height: 100%; display: block; object-fit: cover;\n\t\t}\n\n\t\t\/* Layer 2 \u2014 Text bar *\/\n\t\t#isw-ddfc867 .isw-text-wrap {\n\t\t\tposition: absolute; bottom: 0; left: 0;\n\t\t\twidth: 100%; height: 35%; z-index: 2;\n\t\t\tbackground: #fff; padding: 16px 24px 20px;\n\t\t\tbox-sizing: border-box; display: flex; flex-direction: column;\n\t\t\tgap: 8px; overflow: hidden;\n\t\t\ttransition: height .35s cubic-bezier(.4,0,.2,1);\n\t\t}\n\t\t#isw-ddfc867 .isw-card:hover .isw-text-wrap { height: 100%; }\n\n\t\t#isw-ddfc867 .isw-excerpt-wrap,\n\t\t#isw-ddfc867 .isw-readmore-wrap { display: none; }\n\t\t#isw-ddfc867 .isw-card:hover .isw-excerpt-wrap { display: block; }\n\t\t#isw-ddfc867 .isw-card:hover .isw-readmore-wrap { display: block; margin-top: auto; }\n\n\t\t\/* \u2500\u2500 Variation 2 overrides \u2500\u2500 *\/\n\t\t#isw-ddfc867.isw-v2 .isw-card {\n\t\t\theight: 530px;\n\t\t\tborder-radius: 15px;\n\t\t\tbox-shadow: none;\n\t\t}\n\t\t#isw-ddfc867.isw-v2 .isw-card:hover {\n\t\t\tbox-shadow: 0px 14px 36px -8px rgba(99,102,241,0.2);\n\t\t}\n\t\t#isw-ddfc867.isw-v2 .isw-img-wrap {\n\t\t\tposition: absolute; top: 0; left: 0;\n\t\t\twidth: 100%; height: 100%; z-index: 1;\n\t\t}\n\t\t#isw-ddfc867.isw-v2 .isw-img-wrap img {\n\t\t\twidth: 100%; height: 100%;\n\t\t\tposition: absolute; top: 0; left: 0;\n\t\t\tobject-fit: cover;\n\t\t}\n\t\t#isw-ddfc867.isw-v2 .isw-text-wrap {\n\t\t\tposition: absolute; bottom: 0; left: 0;\n\t\t\twidth: 100%; height: 120px; z-index: 2;\n\t\t\tpadding: 12px 20px;\n\t\t\tbox-sizing: border-box; display: flex;\n\t\t\tflex-direction: column; gap: 6px;\n\t\t\toverflow: hidden; justify-content: center;\n\t\t\ttransition: height .2s ease-in-out, padding .2s ease-in-out;\n\t\t}\n\t\t#isw-ddfc867.isw-v2 .isw-card:hover .isw-text-wrap {\n\t\t\theight: 100% !important;\n\t\t\tpadding: 24px 20px !important;\n\t\t\tjustify-content: flex-start !important;\n\t\t\toverflow-y: auto !important;\n\t\t}\n\t\t#isw-ddfc867.isw-v2 .isw-title { margin-bottom: 4px !important; margin-top: 0 !important; }\n\t\t#isw-ddfc867.isw-v2 .isw-excerpt { margin: 6px 0 !important; }\n\t\t#isw-ddfc867.isw-v2 .isw-readmore { text-decoration: none; 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}\n\t\t\t#isw-ddfc867 { padding: 0; }\n\t\t\t\/* V2 mobile: fixed image height, card height follows *\/\n\t\t\t#isw-ddfc867.isw-v2 .isw-card { height: 500px !important; }\n\t\t\t#isw-ddfc867.isw-v2 .isw-img-wrap { height: 402px !important; }\n\t\t\t#isw-ddfc867.isw-v2 .isw-img-wrap img { object-fit: fill !important; height: 95% !important; }\n\t\t}\n\n\t\t\/* Dots *\/\n\t\t#isw-ddfc867 .isw-dots {\n\t\t\tdisplay: flex;\n\t\t\talign-items: center;\n\t\t\tjustify-content: center;\n\t\t\tgap: 16px;\n\t\t\tmargin-top: 32px;\n\t\t\theight: 36px;\n\t\t\tbox-sizing: content-box;\n\t\t}\n\t\t#isw-ddfc867 .isw-dot {\n\t\t\twidth: 10px !important;\n\t\t\theight: 10px !important;\n\t\t\tborder-radius: 50% !important;\n\t\t\tbackground: var(--e-global-color-f527530) !important;\n\t\t\topacity: 0.25;\n\t\t\tcursor: pointer;\n\t\t\tborder: none !important;\n\t\t\tpadding: 0;\n\t\t\ttransition: width .25s ease, height .25s ease, opacity .25s ease, background .25s ease, border .25s ease;\n\t\t\tflex-shrink: 0;\n\t\t\tdisplay: block;\n\t\t\tbox-sizing: border-box;\n\t\t}\n\t\t#isw-ddfc867 .isw-dot.active {\n\t\t\twidth: 14px !important;\n\t\t\theight: 14px !important;\n\t\t\topacity: 1 !important;\n\t\t\tbackground: var(--e-global-color-5d532a8) !important;\n\t\t\tborder: 3px solid var(--e-global-color-f527530) !important;\n\t\t}\n\n\t\t\/* Read More *\/\n\t\t#isw-ddfc867 .isw-readmore {\n\t\t\tfont-size: 14px; font-weight: 600;\n\t\t\ttext-decoration: none; color: #171616 !important;\n\t\t\tborder-bottom: 1px solid #171616;\n\t\t\tdisplay: inline-block;\n\t\t}\n\t\t<\/style><div id=\"isw-ddfc867\" class=\"isw-v2\"><button class=\"isw-prev\" aria-label=\"Previous\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M15.75 19.5L8.25 12L15.75 4.5\" stroke=\"#000\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg><\/button><button class=\"isw-next\" aria-label=\"Next\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M8.25 4.5L15.75 12L8.25 19.5\" stroke=\"#000\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg><\/button><div class=\"isw-outer\"><div class=\"isw-track\"><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/llms-in-healthcare-use-cases-risks-deployment\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/10\/llms-healthcare-use-cases-risks-thumbnail.webp\" alt=\"LLM in Healthcare: Use Cases, Risks &amp; Deployment\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">AI\/ML<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/llms-in-healthcare-use-cases-risks-deployment\/\">LLM in Healthcare: Use Cases, Risks &amp; Deployment<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">A guide to LLM in healthcare, covering use cases, model selection, risks, HIPAA compliance, and what organizations need for deployment.<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/llms-in-healthcare-use-cases-risks-deployment\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/ai-governance-checklist-9-controls-to-enforce\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/10\/AI-Governance-and-Compliance-\u2014-A-Checklist-for-Enterprise-AI-Deployment-Main-Blog-Thumbnail.webp\" alt=\"AI Governance Checklist: 9 Controls to Enforce\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">AI\/ML<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/ai-governance-checklist-9-controls-to-enforce\/\">AI Governance Checklist: 9 Controls to Enforce<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">AI now writes a large share of production code, and it does not just change how software is built, it...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/ai-governance-checklist-9-controls-to-enforce\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/how-ai-is-changing-healthcare-cybersecurity\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/10\/How-AI-Is-Reshaping-Healthcare-Cybersecurity-Threats-Main-Blog-Thumbnail-1024x1024.webp\" alt=\"How AI Is Reshaping Healthcare Cybersecurity Threats\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">AI\/ML<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/how-ai-is-changing-healthcare-cybersecurity\/\">How AI Is Reshaping Healthcare Cybersecurity Threats<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">AI is helping both sides of healthcare cybersecurity. Attackers use it to speed up reconnaissance, write convincing phishing and deploy...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/how-ai-is-changing-healthcare-cybersecurity\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/ai-for-credit-unions\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/10\/AI-for-Credit-Unions-Use-Cases-Agents-and-ROI-Main-Blog-Thumbnail-1024x1024.webp\" alt=\"AI for Credit Unions: Use Cases, Agents and ROI\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">AI\/ML<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/ai-for-credit-unions\/\">AI for Credit Unions: Use Cases, Agents and ROI<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">A practical guide to AI ROI at institutions under $1B, covering high-payback use cases, real integration costs, NCUA expectations, and...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/ai-for-credit-unions\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/aml-transaction-monitoring\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/10\/aml-transaction-monitoring-thumbnail.webp\" alt=\"AML Transaction Monitoring and KYC: From Manual to AI\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">AI\/ML<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/aml-transaction-monitoring\/\">AML Transaction Monitoring and KYC: From Manual to AI<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">Traditional KYC and AML processes are struggling to keep up with modern financial crime. Learn how automation and AI are...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/aml-transaction-monitoring\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/how-enterprises-scale-ai-without-losing-accountability\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/10\/enteprises-scale-ai-without-losing-accountability-thumbnail.webp\" alt=\"How Enterprises Can Scale AI Without Losing Accountability\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">AI\/ML<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/how-enterprises-scale-ai-without-losing-accountability\/\">How Enterprises Can Scale AI Without Losing Accountability<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">AI now writes a large share of production code, and it does not just change how software is built, it...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/how-enterprises-scale-ai-without-losing-accountability\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/build-vs-buy-ai-talent\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/10\/Build-vs-Buy-AI-Talent-Thumbnail-1024x1024.webp\" alt=\"Build vs Buy AI Talent: A CTO\u2019s Guide\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">AI\/ML<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/build-vs-buy-ai-talent\/\">Build vs Buy AI Talent: A CTO\u2019s Guide<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">Hiring an AI team is only one way to build capability. This guide helps CTOs weigh the trade-offs between hiring,...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/build-vs-buy-ai-talent\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/ai-opportunity-enterprise-data\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/10\/The-AI-Opportunity-in-Enterprise-Data-Featured.webp\" alt=\"The AI Opportunity in Enterprise Data\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">AI\/ML<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/ai-opportunity-enterprise-data\/\">The AI Opportunity in Enterprise Data<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">Enterprises have more data than ever, but traditional predictive approaches may not be suitable to capture the context within it....<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/ai-opportunity-enterprise-data\/\">Read More<\/a><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"isw-dots\"><\/div><\/div><script>(function(){\n\t\t\tvar id       = \"isw-ddfc867\";\n\t\t\tvar spvDesk  = 3;\n\t\t\tvar spvTab   = 2;\n\t\t\tvar gap      = 20;\n\t\t\tvar total    = 8;\n\t\t\tvar autoplay = true;\n\t\t\tvar autoSpd  = 5000;\n\t\t\tvar showDots = true;\n\n\t\t\tvar wrap  = document.getElementById(id);\n\t\t\tif(!wrap) return;\n\t\t\tvar outer  = wrap.querySelector(\".isw-outer\");\n\t\t\tvar track  = wrap.querySelector(\".isw-track\");\n\t\t\tvar slides = wrap.querySelectorAll(\".isw-slide\");\n\t\t\tvar dotsWrap = wrap.querySelector(\".isw-dots\");\n\t\t\tvar btnPrev  = wrap.querySelector(\".isw-prev\");\n\t\t\tvar btnNext  = wrap.querySelector(\".isw-next\");\n\n\t\t\tvar cur      = 0;\n\t\t\tvar timer    = null;\n\t\t\tvar spv      = spvDesk;\n\n\t\t\tfunction getSpv(){\n\t\t\t\tvar w = window.innerWidth;\n\t\t\t\tif(w <= 480)  return 1;\n\t\t\t\tif(w <= 900)  return spvTab;\n\t\t\t\treturn spvDesk;\n\t\t\t}\n\n\t\t\tfunction setSlideWidths(){\n\t\t\t\tspv = getSpv();\n\t\t\t\tvar outerW = outer.offsetWidth;\n\t\t\t\tvar slideW = (outerW - gap * (spv - 1)) \/ spv;\n\t\t\t\t[].forEach.call(slides, function(s){\n\t\t\t\t\ts.style.width    = slideW + \"px\";\n\t\t\t\t\ts.style.minWidth = slideW + \"px\";\n\t\t\t\t});\n\t\t\t}\n\n\t\t\tfunction maxPage(){ return Math.max(0, total - spv); 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