{"id":20917,"date":"2025-03-03T11:00:26","date_gmt":"2025-03-03T11:00:26","guid":{"rendered":"https:\/\/www.equalexperts.com\/?p=20917"},"modified":"2025-03-27T12:54:02","modified_gmt":"2025-03-27T12:54:02","slug":"engineering-genai-systems-a-systematic-approach-through-healthcare-documentation","status":"publish","type":"post","link":"https:\/\/www.equalexperts.com\/blog\/data-ai\/engineering-genai-systems-a-systematic-approach-through-healthcare-documentation\/","title":{"rendered":"Engineering GenAI systems: A systematic approach through healthcare documentation (Part 1)"},"content":{"rendered":"<p>\u201cPatient presents with shortness of breath, worse when lying flat. Symptoms began three days ago\u2026\u201d<\/p>\n<p>Thousands of healthcare providers translate complex patient conversations into structured medical documentation daily. In emergency rooms, primary care offices, and specialists\u2019 clinics, converting a human conversation into a precise SOAP note remains critical yet time-consuming. While generative AI promises to revolutionise this process, a crucial question remains: How do we know if it\u2019s getting it right?<\/p>\n<p>Medical documentation demands precision. When a doctor records a patient\u2019s complaint that \u201cmy chest feels heavy,\u201d even small inaccuracies in documentation could affect future medical decisions. As organisations race to implement AI solutions across industries, including healthcare, the need for structured approaches, including robust evaluation frameworks, stands at the core of success.<\/p>\n<p>In this series, we\u2019ll use medical documentation as a concrete example to demonstrate a systematic approach to tackling a GenAI challenge, with a strong focus on evaluation (Evals).<\/p>\n<h2>Understanding SOAP notes<\/h2>\n<p>Before diving into the evaluation challenge, let\u2019s clarify what a SOAP note is. SOAP is an acronym that stands for:<\/p>\n<ul>\n<li aria-level=\"1\">Subjective: They describe the patient\u2019s symptoms, complaints, and history.<\/li>\n<li aria-level=\"1\">Objective: Physical examination findings, vital signs, and test results.<\/li>\n<li aria-level=\"1\">Assessment: The provider\u2019s diagnosis or clinical impression.<\/li>\n<li aria-level=\"1\">Plan: Treatment decisions, prescriptions, and follow-up.<\/li>\n<\/ul>\n<p>While SOAP notes are commonly understood as a four-part structure, hands-on collaboration with practising physicians revealed a more nuanced implementation reality. Production systems account for intricate subsections, specialised terminology patterns, and domain-specific validation emerging requirements from actual clinical workflows.<\/p>\n<h2>Detailed SOAP structure<\/h2>\n<p>The Subjective component is particularly complex, containing several key subsections:<\/p>\n<ul>\n<li aria-level=\"1\">Chief complaint (CC): The primary reason for the visit, usually in the patient\u2019s own words.<\/li>\n<li aria-level=\"1\">History of present illness (HPI): A detailed narrative of the current medical issue.<\/li>\n<li aria-level=\"1\">History: A comprehensive background including surgical history, family history, current medications, allergies, social history\/toxic behaviours (smoking, alcohol, drugs).<\/li>\n<li aria-level=\"1\">Review of systems: A systematic inventory of symptoms across all major body systems.<\/li>\n<\/ul>\n<p>While the Objective, Assessment, and Plan sections are more straightforward in structure, they require precise medical terminology and clear clinical reasoning.<\/p>\n<p>Here\u2019s an example of this structured format:<\/p>\n<p>\u200b<img decoding=\"async\" class=\"aligncenter wp-image-20920 size-large\" src=\"https:\/\/www.equalexperts.com\/wp-content\/uploads\/2025\/02\/1_hUAtmMQZBKit0SsLznoYBQ-1200x994.webp\" alt=\"An example of the SOAP notes structured format as described under the heading &quot;Detailed SOAP structure.&quot;\" width=\"1200\" height=\"994\" \/><\/p>\n<p>This structured format highlights the complexity of our evaluation challenge: our AI system needs to identify and categorise information correctly, maintain proper medical terminology, and ensure completeness across all required sections.<\/p>\n<h2>The solution: Augmented documentation with human validation<\/h2>\n<p>When implementing AI systems in clinical workflows, the difference between theoretical capabilities and practical success often comes down to thoughtful integration patterns, human-in-the-loop considerations, etc. Rather than attempting to automate medical documentation fully, a solution can take a copilot approach, for instance, generating a SOAP note draft for review.<\/p>\n<p>A production-ready system would require careful consideration of the entire workflow, from speech recognition to EHR (Electronic Health Records) integration and compliance considerations. This series will focus on the generative AI component: converting clinical conversations into structured SOAP notes. This scope allows us to dive deep into the core technical challenges of medical documentation generation.<\/p>\n<h2>The starting point: Appointment transcripts<\/h2>\n<p>Our exploration assumes we already have accurate transcripts of medical appointments. These transcripts would capture the natural back-and-forth between provider and patient, including:<\/p>\n<ul>\n<li aria-level=\"1\">Patient descriptions of symptoms<\/li>\n<li aria-level=\"1\">Provider questions and responses<\/li>\n<li aria-level=\"1\">Discussion of medical history<\/li>\n<li aria-level=\"1\">Physical examination findings<\/li>\n<li aria-level=\"1\">Treatment discussions<\/li>\n<\/ul>\n<p>Here\u2019s a simplified example:<\/p>\n<p style=\"text-align: left;\"><em>Doctor: What brings you in today?<\/em><\/p>\n<p style=\"text-align: left;\"><em>Patient: I\u2019ve been having trouble breathing for the past three days.<\/em><\/p>\n<p style=\"text-align: left;\"><em>Doctor: Is it worse at any particular time?<\/em><\/p>\n<p style=\"text-align: left;\"><em>Patient: Yes, especially when I try to lie down flat in bed.<\/em><\/p>\n<p style=\"text-align: left;\"><em>Doctor: I\u2019m going to listen to your lungs now\u2026 I can hear some crackling sounds in the lower left side.<\/em><\/p>\n<p style=\"text-align: left;\">Converting this natural dialogue into the structured SOAP note is our target task.<\/p>\n<h2>The data challenge<\/h2>\n<p>To evaluate any AI system, we need high-quality data. This presents a unique challenge in healthcare due to privacy concerns and the sensitive nature of medical records. However, for our experiment, we\u2019ve found an invaluable resource.<\/p>\n<p>In a scientific article in Nature in 2022 (<a href=\"https:\/\/www.nature.com\/articles\/s41597-022-01423-1\">Fareez at al.<\/a>), a team of resident doctors and senior medical students across various specialities \u2014 including internal medicine, physiatry, anatomical pathology, and family medicine \u2014 created a dataset of simulated medical conversations. The focus of the dataset was respiratory cases, but it also contains musculoskeletal, cardiac, dermatological, and gastrointestinal cases.<\/p>\n<p>Using this dataset allows us to:<\/p>\n<ol>\n<li aria-level=\"1\">Create a low-effort PoC<\/li>\n<li aria-level=\"1\">Evaluate our system without privacy concerns<\/li>\n<li aria-level=\"1\">Have access to expert-validated examples<\/li>\n<li aria-level=\"1\">Test across a range of medical scenarios<\/li>\n<li aria-level=\"1\">Share results and methodologies openly with the community<\/li>\n<\/ol>\n<p>This dataset provides an excellent starting point for our evaluation framework. While simulated data has limitations, accessing professionally crafted clinical scenarios gives us a solid foundation for systematically evaluating our AI system\u2019s capabilities.<\/p>\n<h2>Starting small: A quick proof of concept<\/h2>\n<p>Before diving deep into the challenge, let\u2019s start with a simple question: Can GenAI even handle this task at a basic level? Running a quick, low-effort proof of concept can give us valuable insights before investing more time and resources. So the most straightforward test we can do is to write a single and straightforward prompt:<\/p>\n<img decoding=\"async\" class=\"aligncenter wp-image-20921 size-large\" src=\"https:\/\/www.equalexperts.com\/wp-content\/uploads\/2025\/02\/0_ak4AJdQkTn1-jmyc-1200x521.webp\" alt=\"An example of the first prompt to test the GenAI capabilities, as described under the heading &quot;Starting small: A quick proof of concept.&quot;\" width=\"1200\" height=\"521\" \/>\n<p>&nbsp;<\/p>\n<p>Then, using one of the big models, like GPT-4o or Claude-3.5-sonnet, test with a few conversations and observe the results.<\/p>\n<p>Initial results from the proof of concept revealed promising technical signals that warranted deeper investigation. The system demonstrated foundational capabilities in several critical areas:<\/p>\n<ul>\n<li aria-level=\"1\">The model seems to understand the basic structure of medical documentation<\/li>\n<li aria-level=\"1\">It captures key clinical information<\/li>\n<li aria-level=\"1\">It maintains some level of medical terminology<\/li>\n<li aria-level=\"1\">The conversion from conversation to structured note makes sense<\/li>\n<\/ul>\n<p>Based on these results, there\u2019s enough signal to justify investing time in:<\/p>\n<ul>\n<li aria-level=\"1\">Creating a proper evaluation framework<\/li>\n<li aria-level=\"1\">Iterating on the solution design<\/li>\n<\/ul>\n<h2>Embracing a systematic approach<\/h2>\n<p>We\u2019ve outlined the start of a methodical engineering approach to a complex healthcare challenge. By breaking down our journey into discrete, manageable components, we can tackle the complexity of medical documentation generation with appropriate rigour:<\/p>\n<ul>\n<li aria-level=\"1\">Domain understanding: Starting with a deep dive into SOAP note structure and real-world requirements by talking with domain experts ensures our technical solution addresses actual clinical needs rather than theoretical use cases.<\/li>\n<li aria-level=\"1\">Integration strategy: Acknowledging the critical role of human-in-the-loop early in the design process shapes our technical decisions and evaluation criteria.<\/li>\n<li aria-level=\"1\">Data-First thinking: Identifying and validating data sources before deep technical implementation prevents common pitfalls in healthcare AI deployments. Our use of professionally simulated data provides a robust foundation for systematic evaluation.<\/li>\n<li aria-level=\"1\">Rapid validation: The low-effort proof of concept is a critical go\/no-go decision point. This pragmatic approach saves resources while providing clear signals about technical feasibility.<\/li>\n<\/ul>\n<p>We\u2019ll dive deep into building an evaluation framework as the next step in an upcoming article. We\u2019ll explore how to systematically assess the quality of generated SOAP notes and establish meaningful metrics. We\u2019ll also focus on iterating the solution since our initial proof of concept, while promising, doesn\u2019t yet generate fully structured notes. By maintaining this methodical approach throughout the series, we\u2019ll develop not just a technical solution but a robust framework for evaluating and improving clinical documentation AI.<\/p>\n<p>While the illustrative use case is for healthcare, the systematic approach we\u2019re developing can serve as a blueprint for implementing GenAI in other domains.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u201cPatient presents with shortness of breath, worse when lying flat. Symptoms began three days ago\u2026\u201d Thousands of healthcare providers translate complex patient conversations into structured medical documentation daily. In emergency rooms, primary care offices, and specialists\u2019 clinics, converting a human conversation into a precise SOAP note remains critical yet time-consuming. While generative AI promises to [&hellip;]<\/p>\n","protected":false},"author":164,"featured_media":20918,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"categories":[806],"tags":[],"location":[],"class_list":["post-20917","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-ai"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.9 (Yoast SEO v25.9) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Engineering GenAI systems: A structured approach in healthcare | Equal Experts<\/title>\n<meta name=\"description\" content=\"Exploring a structured approach to engineering GenAI systems for healthcare, tackling documentation challenges and optimising AI-driven medical workflows.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.equalexperts.com\/blog\/data-ai\/engineering-genai-systems-a-systematic-approach-through-healthcare-documentation\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Engineering GenAI systems: A systematic approach through healthcare documentation (Part 1)\" \/>\n<meta property=\"og:description\" content=\"Exploring a structured approach to engineering GenAI systems for healthcare, tackling documentation challenges and optimising AI-driven medical workflows.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.equalexperts.com\/blog\/data-ai\/engineering-genai-systems-a-systematic-approach-through-healthcare-documentation\/\" \/>\n<meta property=\"og:site_name\" content=\"Equal Experts\" \/>\n<meta property=\"article:published_time\" content=\"2025-03-03T11:00:26+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-03-27T12:54:02+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.equalexperts.com\/wp-content\/uploads\/2025\/02\/Blog_Lead-51.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"514\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Cl\u00e1udio Diniz\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@EqualExperts\" \/>\n<meta name=\"twitter:site\" content=\"@EqualExperts\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Cl\u00e1udio Diniz\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.equalexperts.com\/blog\/data-ai\/engineering-genai-systems-a-systematic-approach-through-healthcare-documentation\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.equalexperts.com\/blog\/data-ai\/engineering-genai-systems-a-systematic-approach-through-healthcare-documentation\/\"},\"author\":{\"name\":\"Cl\u00e1udio Diniz\",\"@id\":\"https:\/\/www.equalexperts.com\/#\/schema\/person\/28ff89d676b184c93ab62bc91b0af11e\"},\"headline\":\"Engineering GenAI systems: A systematic approach through healthcare documentation (Part 1)\",\"datePublished\":\"2025-03-03T11:00:26+00:00\",\"dateModified\":\"2025-03-27T12:54:02+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.equalexperts.com\/blog\/data-ai\/engineering-genai-systems-a-systematic-approach-through-healthcare-documentation\/\"},\"wordCount\":1217,\"publisher\":{\"@id\":\"https:\/\/www.equalexperts.com\/#organization\"},\"image\":{\"@id\":\"https:\/\/www.equalexperts.com\/blog\/data-ai\/engineering-genai-systems-a-systematic-approach-through-healthcare-documentation\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.equalexperts.com\/wp-content\/uploads\/2025\/02\/Blog_Lead-51.png\",\"articleSection\":[\"Data &amp; AI\"],\"inLanguage\":\"en-GB\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.equalexperts.com\/blog\/data-ai\/engineering-genai-systems-a-systematic-approach-through-healthcare-documentation\/\",\"url\":\"https:\/\/www.equalexperts.com\/blog\/data-ai\/engineering-genai-systems-a-systematic-approach-through-healthcare-documentation\/\",\"name\":\"Engineering GenAI systems: A structured approach in healthcare | Equal Experts\",\"isPartOf\":{\"@id\":\"https:\/\/www.equalexperts.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.equalexperts.com\/blog\/data-ai\/engineering-genai-systems-a-systematic-approach-through-healthcare-documentation\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.equalexperts.com\/blog\/data-ai\/engineering-genai-systems-a-systematic-approach-through-healthcare-documentation\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.equalexperts.com\/wp-content\/uploads\/2025\/02\/Blog_Lead-51.png\",\"datePublished\":\"2025-03-03T11:00:26+00:00\",\"dateModified\":\"2025-03-27T12:54:02+00:00\",\"description\":\"Exploring a structured approach to engineering GenAI systems for healthcare, tackling documentation challenges and optimising AI-driven medical workflows.\",\"breadcrumb\":{\"@id\":\"https:\/\/www.equalexperts.com\/blog\/data-ai\/engineering-genai-systems-a-systematic-approach-through-healthcare-documentation\/#breadcrumb\"},\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.equalexperts.com\/blog\/data-ai\/engineering-genai-systems-a-systematic-approach-through-healthcare-documentation\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\/\/www.equalexperts.com\/blog\/data-ai\/engineering-genai-systems-a-systematic-approach-through-healthcare-documentation\/#primaryimage\",\"url\":\"https:\/\/www.equalexperts.com\/wp-content\/uploads\/2025\/02\/Blog_Lead-51.png\",\"contentUrl\":\"https:\/\/www.equalexperts.com\/wp-content\/uploads\/2025\/02\/Blog_Lead-51.png\",\"width\":1200,\"height\":514,\"caption\":\"Engineering GenAI systems: A systematic approach through healthcare documentation\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.equalexperts.com\/blog\/data-ai\/engineering-genai-systems-a-systematic-approach-through-healthcare-documentation\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.equalexperts.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Engineering GenAI systems: A systematic approach through healthcare documentation (Part 1)\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.equalexperts.com\/#website\",\"url\":\"https:\/\/www.equalexperts.com\/\",\"name\":\"Equal Experts\",\"description\":\"Making Software. Better.\",\"publisher\":{\"@id\":\"https:\/\/www.equalexperts.com\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.equalexperts.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-GB\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.equalexperts.com\/#organization\",\"name\":\"Equal Experts\",\"url\":\"https:\/\/www.equalexperts.com\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\/\/www.equalexperts.com\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.equalexperts.com\/wp-content\/uploads\/2018\/08\/Equal_Experts_Logo_CMYK_Colour.jpg\",\"contentUrl\":\"https:\/\/www.equalexperts.com\/wp-content\/uploads\/2018\/08\/Equal_Experts_Logo_CMYK_Colour.jpg\",\"width\":719,\"height\":340,\"caption\":\"Equal Experts\"},\"image\":{\"@id\":\"https:\/\/www.equalexperts.com\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/x.com\/EqualExperts\",\"https:\/\/www.linkedin.com\/company\/equal-experts\/?viewAsMember=true\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.equalexperts.com\/#\/schema\/person\/28ff89d676b184c93ab62bc91b0af11e\",\"name\":\"Cl\u00e1udio Diniz\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\/\/www.equalexperts.com\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/d70fbe38b0540d312610b719e2e75bc9f302aafe3264bf1eb8174eb191c4879d?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/d70fbe38b0540d312610b719e2e75bc9f302aafe3264bf1eb8174eb191c4879d?s=96&d=mm&r=g\",\"caption\":\"Cl\u00e1udio Diniz\"}}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Engineering GenAI systems: A structured approach in healthcare | Equal Experts","description":"Exploring a structured approach to engineering GenAI systems for healthcare, tackling documentation challenges and optimising AI-driven medical workflows.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.equalexperts.com\/blog\/data-ai\/engineering-genai-systems-a-systematic-approach-through-healthcare-documentation\/","og_locale":"en_GB","og_type":"article","og_title":"Engineering GenAI systems: A systematic approach through healthcare documentation (Part 1)","og_description":"Exploring a structured approach to engineering GenAI systems for healthcare, tackling documentation challenges and optimising AI-driven medical workflows.","og_url":"https:\/\/www.equalexperts.com\/blog\/data-ai\/engineering-genai-systems-a-systematic-approach-through-healthcare-documentation\/","og_site_name":"Equal Experts","article_published_time":"2025-03-03T11:00:26+00:00","article_modified_time":"2025-03-27T12:54:02+00:00","og_image":[{"width":1200,"height":514,"url":"https:\/\/www.equalexperts.com\/wp-content\/uploads\/2025\/02\/Blog_Lead-51.png","type":"image\/png"}],"author":"Cl\u00e1udio Diniz","twitter_card":"summary_large_image","twitter_creator":"@EqualExperts","twitter_site":"@EqualExperts","twitter_misc":{"Written by":"Cl\u00e1udio Diniz","Estimated reading time":"6 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.equalexperts.com\/blog\/data-ai\/engineering-genai-systems-a-systematic-approach-through-healthcare-documentation\/#article","isPartOf":{"@id":"https:\/\/www.equalexperts.com\/blog\/data-ai\/engineering-genai-systems-a-systematic-approach-through-healthcare-documentation\/"},"author":{"name":"Cl\u00e1udio Diniz","@id":"https:\/\/www.equalexperts.com\/#\/schema\/person\/28ff89d676b184c93ab62bc91b0af11e"},"headline":"Engineering GenAI systems: A systematic approach through healthcare documentation (Part 1)","datePublished":"2025-03-03T11:00:26+00:00","dateModified":"2025-03-27T12:54:02+00:00","mainEntityOfPage":{"@id":"https:\/\/www.equalexperts.com\/blog\/data-ai\/engineering-genai-systems-a-systematic-approach-through-healthcare-documentation\/"},"wordCount":1217,"publisher":{"@id":"https:\/\/www.equalexperts.com\/#organization"},"image":{"@id":"https:\/\/www.equalexperts.com\/blog\/data-ai\/engineering-genai-systems-a-systematic-approach-through-healthcare-documentation\/#primaryimage"},"thumbnailUrl":"https:\/\/www.equalexperts.com\/wp-content\/uploads\/2025\/02\/Blog_Lead-51.png","articleSection":["Data &amp; AI"],"inLanguage":"en-GB"},{"@type":"WebPage","@id":"https:\/\/www.equalexperts.com\/blog\/data-ai\/engineering-genai-systems-a-systematic-approach-through-healthcare-documentation\/","url":"https:\/\/www.equalexperts.com\/blog\/data-ai\/engineering-genai-systems-a-systematic-approach-through-healthcare-documentation\/","name":"Engineering GenAI systems: A structured approach in healthcare | Equal Experts","isPartOf":{"@id":"https:\/\/www.equalexperts.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.equalexperts.com\/blog\/data-ai\/engineering-genai-systems-a-systematic-approach-through-healthcare-documentation\/#primaryimage"},"image":{"@id":"https:\/\/www.equalexperts.com\/blog\/data-ai\/engineering-genai-systems-a-systematic-approach-through-healthcare-documentation\/#primaryimage"},"thumbnailUrl":"https:\/\/www.equalexperts.com\/wp-content\/uploads\/2025\/02\/Blog_Lead-51.png","datePublished":"2025-03-03T11:00:26+00:00","dateModified":"2025-03-27T12:54:02+00:00","description":"Exploring a structured approach to engineering GenAI systems for healthcare, tackling documentation challenges and optimising AI-driven medical workflows.","breadcrumb":{"@id":"https:\/\/www.equalexperts.com\/blog\/data-ai\/engineering-genai-systems-a-systematic-approach-through-healthcare-documentation\/#breadcrumb"},"inLanguage":"en-GB","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.equalexperts.com\/blog\/data-ai\/engineering-genai-systems-a-systematic-approach-through-healthcare-documentation\/"]}]},{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/www.equalexperts.com\/blog\/data-ai\/engineering-genai-systems-a-systematic-approach-through-healthcare-documentation\/#primaryimage","url":"https:\/\/www.equalexperts.com\/wp-content\/uploads\/2025\/02\/Blog_Lead-51.png","contentUrl":"https:\/\/www.equalexperts.com\/wp-content\/uploads\/2025\/02\/Blog_Lead-51.png","width":1200,"height":514,"caption":"Engineering GenAI systems: A systematic approach through healthcare documentation"},{"@type":"BreadcrumbList","@id":"https:\/\/www.equalexperts.com\/blog\/data-ai\/engineering-genai-systems-a-systematic-approach-through-healthcare-documentation\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.equalexperts.com\/"},{"@type":"ListItem","position":2,"name":"Engineering GenAI systems: A systematic approach through healthcare documentation (Part 1)"}]},{"@type":"WebSite","@id":"https:\/\/www.equalexperts.com\/#website","url":"https:\/\/www.equalexperts.com\/","name":"Equal Experts","description":"Making Software. Better.","publisher":{"@id":"https:\/\/www.equalexperts.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.equalexperts.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-GB"},{"@type":"Organization","@id":"https:\/\/www.equalexperts.com\/#organization","name":"Equal Experts","url":"https:\/\/www.equalexperts.com\/","logo":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/www.equalexperts.com\/#\/schema\/logo\/image\/","url":"https:\/\/www.equalexperts.com\/wp-content\/uploads\/2018\/08\/Equal_Experts_Logo_CMYK_Colour.jpg","contentUrl":"https:\/\/www.equalexperts.com\/wp-content\/uploads\/2018\/08\/Equal_Experts_Logo_CMYK_Colour.jpg","width":719,"height":340,"caption":"Equal Experts"},"image":{"@id":"https:\/\/www.equalexperts.com\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/EqualExperts","https:\/\/www.linkedin.com\/company\/equal-experts\/?viewAsMember=true"]},{"@type":"Person","@id":"https:\/\/www.equalexperts.com\/#\/schema\/person\/28ff89d676b184c93ab62bc91b0af11e","name":"Cl\u00e1udio Diniz","image":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/www.equalexperts.com\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/d70fbe38b0540d312610b719e2e75bc9f302aafe3264bf1eb8174eb191c4879d?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/d70fbe38b0540d312610b719e2e75bc9f302aafe3264bf1eb8174eb191c4879d?s=96&d=mm&r=g","caption":"Cl\u00e1udio Diniz"}}]}},"_links":{"self":[{"href":"https:\/\/www.equalexperts.com\/wp-json\/wp\/v2\/posts\/20917","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.equalexperts.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.equalexperts.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.equalexperts.com\/wp-json\/wp\/v2\/users\/164"}],"replies":[{"embeddable":true,"href":"https:\/\/www.equalexperts.com\/wp-json\/wp\/v2\/comments?post=20917"}],"version-history":[{"count":0,"href":"https:\/\/www.equalexperts.com\/wp-json\/wp\/v2\/posts\/20917\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.equalexperts.com\/wp-json\/wp\/v2\/media\/20918"}],"wp:attachment":[{"href":"https:\/\/www.equalexperts.com\/wp-json\/wp\/v2\/media?parent=20917"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.equalexperts.com\/wp-json\/wp\/v2\/categories?post=20917"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.equalexperts.com\/wp-json\/wp\/v2\/tags?post=20917"},{"taxonomy":"location","embeddable":true,"href":"https:\/\/www.equalexperts.com\/wp-json\/wp\/v2\/location?post=20917"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}