{"id":2904,"date":"2025-12-11T04:56:10","date_gmt":"2025-12-11T04:56:10","guid":{"rendered":"https:\/\/dr7.ai\/blog\/?p=2904"},"modified":"2025-12-11T04:56:13","modified_gmt":"2025-12-11T04:56:13","slug":"epic-ai-scribe-setup-2025-a-technical-safety-guide","status":"publish","type":"post","link":"https:\/\/dr7.ai\/blog\/medical\/epic-ai-scribe-setup-2025-a-technical-safety-guide\/","title":{"rendered":"Epic AI Scribe Setup 2025: A Technical Safety Guide"},"content":{"rendered":"\n<p>When teams ask me about Epic AI scribe integration, they&#8217;re rarely looking for another glossy demo. They want to know: Can I ship this into production under HIPAA, keep clinicians safe from hallucinations, and actually reduce burnout without wrecking our change\u2011control process?<\/p>\n\n\n\n<p>In this text, I&#8217;ll walk through how I approach Epic-integrated AI scribes from an engineering and clinical-safety lens, drawing on real deployments with ambient AI tools like Abridge, Suki, and Ambience Healthcare, and Epic&#8217;s own AI capabilities as of late 2025.<\/p>\n\n\n\n<p><strong>Medical &amp; Regulatory Disclaimer (Updated December 2025)<\/strong><\/p>\n\n\n\n<p>This content is for informational and educational purposes only and does not constitute medical, legal, or regulatory advice. Always consult your organization&#8217;s compliance, privacy, security, and clinical governance teams, and follow FDA, HIPAA\/GDPR, and local regulations before deploying any clinical AI.<\/p>\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_76 ez-toc-wrap-left counter-hierarchy ez-toc-counter ez-toc-transparent ez-toc-container-direction\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-6a904360064c6\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"ez-toc-cssicon\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-6a904360064c6\"  aria-label=\"Toggle\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/dr7.ai\/blog\/medical\/epic-ai-scribe-setup-2025-a-technical-safety-guide\/#Epics_AI_Strategy_for_EHR_Integration\" >Epic&#8217;s AI Strategy for EHR Integration<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/dr7.ai\/blog\/medical\/epic-ai-scribe-setup-2025-a-technical-safety-guide\/#Exploring_the_Epic_AI_Marketplace_for_Clinical_Tools\" >Exploring the Epic AI Marketplace for Clinical Tools<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/dr7.ai\/blog\/medical\/epic-ai-scribe-setup-2025-a-technical-safety-guide\/#Ambient_AI_Module_Enhancing_Clinician_Workflow\" >Ambient AI Module: Enhancing Clinician Workflow<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/dr7.ai\/blog\/medical\/epic-ai-scribe-setup-2025-a-technical-safety-guide\/#Epic_AI_Scribe_Integration_Architecture\" >Epic AI Scribe Integration Architecture<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/dr7.ai\/blog\/medical\/epic-ai-scribe-setup-2025-a-technical-safety-guide\/#API_Connections_Secure_Data_Exchange_with_EHR_AI\" >API Connections: Secure Data Exchange with EHR AI<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/dr7.ai\/blog\/medical\/epic-ai-scribe-setup-2025-a-technical-safety-guide\/#Epic_Haiku_Integration_AI_Scribe_on_the_Go\" >Epic Haiku Integration: AI Scribe on the Go<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/dr7.ai\/blog\/medical\/epic-ai-scribe-setup-2025-a-technical-safety-guide\/#Top_Third-Party_AI_Scribes_for_Epic\" >Top Third-Party AI Scribes for Epic<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/dr7.ai\/blog\/medical\/epic-ai-scribe-setup-2025-a-technical-safety-guide\/#Abridge_Integration_Capturing_Clinical_Conversations_Efficiently\" >Abridge Integration: Capturing Clinical Conversations Efficiently<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/dr7.ai\/blog\/medical\/epic-ai-scribe-setup-2025-a-technical-safety-guide\/#Suki_Integration_Streamlining_Notes_and_Documentation\" >Suki Integration: Streamlining Notes and Documentation<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/dr7.ai\/blog\/medical\/epic-ai-scribe-setup-2025-a-technical-safety-guide\/#Ambience_Integration_Real-Time_Ambient_Clinical_Support\" >Ambience Integration: Real-Time Ambient Clinical Support<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/dr7.ai\/blog\/medical\/epic-ai-scribe-setup-2025-a-technical-safety-guide\/#Technical_Implementation_for_Epic_AI_Scribes\" >Technical Implementation for Epic AI Scribes<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/dr7.ai\/blog\/medical\/epic-ai-scribe-setup-2025-a-technical-safety-guide\/#Setup_Requirements_System_Prerequisites_and_Configurations\" >Setup Requirements: System Prerequisites and Configurations<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/dr7.ai\/blog\/medical\/epic-ai-scribe-setup-2025-a-technical-safety-guide\/#Authentication_and_Security_Best_Practices_for_EHR_AI\" >Authentication and Security Best Practices for EHR AI<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/dr7.ai\/blog\/medical\/epic-ai-scribe-setup-2025-a-technical-safety-guide\/#Deployment_Best_Practices_in_Clinical_Settings\" >Deployment Best Practices in Clinical Settings<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/dr7.ai\/blog\/medical\/epic-ai-scribe-setup-2025-a-technical-safety-guide\/#Pilot_Programs_Testing_AI_Scribes_Before_Full_Rollout\" >Pilot Programs: Testing AI Scribes Before Full Rollout<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/dr7.ai\/blog\/medical\/epic-ai-scribe-setup-2025-a-technical-safety-guide\/#Clinician_Training_Ensuring_Effective_Adoption\" >Clinician Training: Ensuring Effective Adoption<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/dr7.ai\/blog\/medical\/epic-ai-scribe-setup-2025-a-technical-safety-guide\/#Patient_Consent_Managing_Privacy_and_Trust\" >Patient Consent: Managing Privacy and Trust<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/dr7.ai\/blog\/medical\/epic-ai-scribe-setup-2025-a-technical-safety-guide\/#Measuring_ROI_and_Success\" >Measuring ROI and Success<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/dr7.ai\/blog\/medical\/epic-ai-scribe-setup-2025-a-technical-safety-guide\/#Adoption_Metrics_Tracking_Usage_and_Engagement\" >Adoption Metrics: Tracking Usage and Engagement<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/dr7.ai\/blog\/medical\/epic-ai-scribe-setup-2025-a-technical-safety-guide\/#Documentation_Quality_Evaluating_Accuracy_and_Efficiency\" >Documentation Quality: Evaluating Accuracy and Efficiency<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/dr7.ai\/blog\/medical\/epic-ai-scribe-setup-2025-a-technical-safety-guide\/#Epic_AI_Scribe_Integration_FAQs\" >Epic AI Scribe Integration FAQs<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/dr7.ai\/blog\/medical\/epic-ai-scribe-setup-2025-a-technical-safety-guide\/#What_is_Epic_AI_scribe_integration_and_how_does_it_work_in_clinical_workflows\" >What is Epic AI scribe integration and how does it work in clinical workflows?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/dr7.ai\/blog\/medical\/epic-ai-scribe-setup-2025-a-technical-safety-guide\/#How_does_Epic_AI_scribe_integration_help_reduce_clinician_burnout_and_documentation_time\" >How does Epic AI scribe integration help reduce clinician burnout and documentation time?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/dr7.ai\/blog\/medical\/epic-ai-scribe-setup-2025-a-technical-safety-guide\/#What_security_and_HIPAA_safeguards_are_required_for_Epic_AI_scribe_tools\" >What security and HIPAA safeguards are required for Epic AI scribe tools?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/dr7.ai\/blog\/medical\/epic-ai-scribe-setup-2025-a-technical-safety-guide\/#Which_AI_scribes_integrate_best_with_Epic_Abridge_Suki_or_Ambience\" >Which AI scribes integrate best with Epic: Abridge, Suki, or Ambience?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/dr7.ai\/blog\/medical\/epic-ai-scribe-setup-2025-a-technical-safety-guide\/#How_should_we_pilot_and_measure_ROI_for_an_Epic_AI_scribe_integration_project\" >How should we pilot and measure ROI for an Epic AI scribe integration project?<\/a><\/li><\/ul><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\" id=\"epics-ai-strategy-for-ehr-integration\"><span class=\"ez-toc-section\" id=\"Epics_AI_Strategy_for_EHR_Integration\"><\/span>Epic&#8217;s AI Strategy for EHR Integration<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>Epic has been very explicit about its AI posture: keep the system of record authoritative, keep humans in the loop, and make AI &#8220;feel invisible&#8221; inside existing workflows.<\/p>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"450\" data-id=\"2906\" src=\"https:\/\/dr7.ai\/blog\/wp-content\/uploads\/2025\/12\/1280X1280-3-2-1024x450.png\" alt=\"Epic Software official website highlighting Artificial Intelligence features for patients, clinicians, and operations\" class=\"wp-image-2906\" srcset=\"https:\/\/dr7.ai\/blog\/wp-content\/uploads\/2025\/12\/1280X1280-3-2-1024x450.png 1024w, https:\/\/dr7.ai\/blog\/wp-content\/uploads\/2025\/12\/1280X1280-3-2-300x132.png 300w, https:\/\/dr7.ai\/blog\/wp-content\/uploads\/2025\/12\/1280X1280-3-2-768x338.png 768w, https:\/\/dr7.ai\/blog\/wp-content\/uploads\/2025\/12\/1280X1280-3-2.png 1280w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/figure>\n\n\n<h3 class=\"wp-block-heading\" id=\"exploring-the-epic-ai-marketplace-for-clinical-tools\"><span class=\"ez-toc-section\" id=\"Exploring_the_Epic_AI_Marketplace_for_Clinical_Tools\"><\/span>Exploring the Epic AI Marketplace for Clinical Tools<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>Epic exposes AI capabilities primarily through its AI Marketplace \/ Toolbox and Partners &amp; Pals ecosystem. Instead of building every model in\u2011house, Epic vets and distributes external tools that plug into Hyperspace, Haiku, and Canto. You can explore <strong><a href=\"https:\/\/www.epic.com\/software\/ai-clinicians\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Epic&#8217;s AI solutions for clinicians<\/a><\/strong> to understand their comprehensive approach.<\/p>\n\n\n\n<p>From my experience with one large multi\u2011hospital system:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Procurement insisted that every AI scribe come via an Epic-vetted route (e.g., Abridge as Epic&#8217;s first &#8220;Pal&#8221;) to simplify BAA, HIPAA risk assessment, and auditability.<\/li>\n\n\n\n<li>Technical teams benefited from standardized launch points (activity tabs, flowsheets, SmartLinks) instead of bespoke UI widgets.<\/li>\n<\/ul>\n\n\n\n<p>Epic&#8217;s own documentation emphasizes a few consistent patterns:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI features are embedded where work already happens (note composer, In Basket, Haiku visit list).<\/li>\n\n\n\n<li>All AI output is draft\u2011only, requiring clinician review and attestation.<\/li>\n\n\n\n<li>Integrations must support comprehensive auditing, who recorded audio, which model generated which draft, and when edits were made.<\/li>\n<\/ul>\n\n\n<h3 class=\"wp-block-heading\" id=\"ambient-ai-module-enhancing-clinician-workflow\"><span class=\"ez-toc-section\" id=\"Ambient_AI_Module_Enhancing_Clinician_Workflow\"><\/span>Ambient AI Module: Enhancing Clinician Workflow<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>The core value of an Epic AI scribe integration is ambient capture during the encounter, especially for primary care, oncology, cardiology, and behavioral health.<\/p>\n\n\n\n<p>A realistic example I&#8217;ve seen:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A cardiologist launches an AI scribe from Haiku before entering the exam room.<\/li>\n\n\n\n<li>A secure audio stream captures the conversation (patient + clinician).<\/li>\n\n\n\n<li>Within ~30 seconds of visit end, a structured note appears in Epic: HPI, ROS, exam, assessment, and plan, mapped to the site&#8217;s note template.<\/li>\n\n\n\n<li>The clinician edits, signs, and the AI&#8217;s contribution is recorded in the audit log.<\/li>\n<\/ul>\n\n\n\n<p>Well\u2011implemented ambient modules have consistently given clinicians 30\u201360 minutes back per day in the pilots I&#8217;ve helped run, but only when the integration feels native to Epic and doesn&#8217;t add extra clicks.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"epic-ai-scribe-integration-architecture\"><span class=\"ez-toc-section\" id=\"Epic_AI_Scribe_Integration_Architecture\"><\/span>Epic AI Scribe Integration Architecture<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>At a high level, every Epic AI scribe integration I&#8217;ve deployed looks like the same three-box diagram: Epic \u2194 secure integration layer \u2194 AI scribe service.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"api-connections-secure-data-exchange-with-ehr-ai\"><span class=\"ez-toc-section\" id=\"API_Connections_Secure_Data_Exchange_with_EHR_AI\"><\/span>API Connections: Secure Data Exchange with EHR AI<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>Most modern integrations use a combination of:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>FHIR R4 \/ USCDI APIs for problems, meds, allergies, vitals, lab results, and encounter metadata.<\/li>\n\n\n\n<li>Epic&#8217;s proprietary APIs \/ Interconnect for scheduling, encounters, and sometimes for pushing back fully composed notes.<\/li>\n\n\n\n<li>Eventing \/ webhooks (or Bridges\/HL7 in older estates) to trigger AI processing when an encounter starts or ends.<\/li>\n<\/ul>\n\n\n\n<p>A typical flow I&#8217;ve implemented:<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>Haiku or Hyperspace launches the AI scribe with a context token (user, patient, encounter).<\/li>\n\n\n\n<li>The scribe service pulls minimal necessary clinical context via FHIR, under a BAA.<\/li>\n\n\n\n<li>Audio + metadata are processed by the vendor&#8217;s stack (often using a combination of proprietary ASR + LLM).<\/li>\n\n\n\n<li>The resulting draft is written back via:\n<ol class=\"wp-block-list\">\n<li>Note draft APIs, or<\/li>\n\n\n\n<li>SmartText \/ SmartPhrase injection into the existing note.<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n\n\n\n<p>To reduce risk of hallucinations, I push vendors to:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Clearly label inferred vs. explicitly stated content.<\/li>\n\n\n\n<li>Avoid pulling in out-of-encounter data unless the UI distinguishes it.<\/li>\n\n\n\n<li>Provide a diff view so clinicians can see what was added.<\/li>\n<\/ul>\n\n\n<h3 class=\"wp-block-heading\" id=\"epic-haiku-integration-ai-scribe-on-the-go\"><span class=\"ez-toc-section\" id=\"Epic_Haiku_Integration_AI_Scribe_on_the_Go\"><\/span>Epic Haiku Integration: AI Scribe on the Go<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-2 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"614\" height=\"1024\" data-id=\"2910\" src=\"https:\/\/dr7.ai\/blog\/wp-content\/uploads\/2025\/12\/b7cca7ca-369c-4b3d-95c8-ec45906e12d8-614x1024.png\" alt=\"Epic Haiku mobile app login screen on Android device for secure EHR access on the go\" class=\"wp-image-2910\" srcset=\"https:\/\/dr7.ai\/blog\/wp-content\/uploads\/2025\/12\/b7cca7ca-369c-4b3d-95c8-ec45906e12d8-614x1024.png 614w, https:\/\/dr7.ai\/blog\/wp-content\/uploads\/2025\/12\/b7cca7ca-369c-4b3d-95c8-ec45906e12d8-180x300.png 180w, https:\/\/dr7.ai\/blog\/wp-content\/uploads\/2025\/12\/b7cca7ca-369c-4b3d-95c8-ec45906e12d8.png 768w\" sizes=\"(max-width: 614px) 100vw, 614px\" \/><\/figure>\n<\/figure>\n\n\n\n<p>Mobile is where ambient AI shines. Haiku integration typically relies on:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>An in\u2011app recording control tied to the active patient\/encounter.<\/li>\n\n\n\n<li>Background streaming of audio to the AI vendor over mutually authenticated TLS.<\/li>\n\n\n\n<li>A callback \/ polling mechanism so, when the note is ready, the clinician sees a badge or banner in Haiku and Hyperspace.<\/li>\n<\/ul>\n\n\n\n<p>One outpatient clinic I worked with adopted a simple rule: &#8220;If you&#8217;re in the room, Haiku is open and the scribe is listening (with consent).&#8221; Documentation lag dropped from hours to minutes, and after the first month, over 80% of signed notes originated from AI drafts rather than blank templates.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"top-thirdparty-ai-scribes-for-epic\"><span class=\"ez-toc-section\" id=\"Top_Third-Party_AI_Scribes_for_Epic\"><\/span>Top Third-Party AI Scribes for Epic<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>As of 2025, three vendors dominate most Epic AI scribe conversations in my work.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"abridge-integration-capturing-clinical-conversations-efficiently\"><span class=\"ez-toc-section\" id=\"Abridge_Integration_Capturing_Clinical_Conversations_Efficiently\"><\/span>Abridge Integration: Capturing Clinical Conversations Efficiently<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-3 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"674\" data-id=\"2907\" src=\"https:\/\/dr7.ai\/blog\/wp-content\/uploads\/2025\/12\/21e71603-e4bf-4a2e-9fee-0567649c5e64-1024x674.png\" alt=\"Epic Hyperspace with Abridge ambient AI scribe generating clinical notes in real-time, Best in KLAS 2025\" class=\"wp-image-2907\" srcset=\"https:\/\/dr7.ai\/blog\/wp-content\/uploads\/2025\/12\/21e71603-e4bf-4a2e-9fee-0567649c5e64-1024x674.png 1024w, https:\/\/dr7.ai\/blog\/wp-content\/uploads\/2025\/12\/21e71603-e4bf-4a2e-9fee-0567649c5e64-300x198.png 300w, https:\/\/dr7.ai\/blog\/wp-content\/uploads\/2025\/12\/21e71603-e4bf-4a2e-9fee-0567649c5e64-768x506.png 768w, https:\/\/dr7.ai\/blog\/wp-content\/uploads\/2025\/12\/21e71603-e4bf-4a2e-9fee-0567649c5e64.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/figure>\n\n\n\n<p><strong><a href=\"https:\/\/www.abridge.com\/press-release\/abridge-becomes-epics-first-pal-bringing-generative-ai-to-more-providers-and-patients\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Abridge became Epic&#8217;s first Pal<\/a><\/strong> for generative AI charting, which matters from a governance standpoint: the integration pattern is well\u2011documented and battle\u2011tested across systems like <strong><a href=\"https:\/\/www.epicshare.org\/share-and-learn\/john-muir-upmc-ai-charting\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">UPMC and John Muir<\/a><\/strong>.<\/p>\n\n\n\n<p>In practice, <strong><a href=\"https:\/\/www.abridge.com\/product\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">the Abridge \u2194 Epic integration <\/a><\/strong>gives you:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Deep ambient capture with visit\u2011type-aware note structures.<\/li>\n\n\n\n<li>Rapid draft notes in Epic, often within a minute of visit end.<\/li>\n\n\n\n<li>Tight Haiku integration plus Epic Toolbox deployment options.<\/li>\n<\/ul>\n\n\n\n<p>I&#8217;ve found Abridge particularly strong in complex multisystem visits (e.g., oncology + comorbidities), though clinicians still need to watch for subtle misattribution of which specialist manages which issue.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"suki-integration-streamlining-notes-and-documentation\"><span class=\"ez-toc-section\" id=\"Suki_Integration_Streamlining_Notes_and_Documentation\"><\/span>Suki Integration: Streamlining Notes and Documentation<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"423\" src=\"https:\/\/dr7.ai\/blog\/wp-content\/uploads\/2025\/12\/0adf1a7d-dabf-4815-a037-8f5067596889-1024x423.png\" alt=\"Suki AI assistant integrated with Epic EHR showing voice-enabled note generation on mobile and desktop\" class=\"wp-image-2908\" srcset=\"https:\/\/dr7.ai\/blog\/wp-content\/uploads\/2025\/12\/0adf1a7d-dabf-4815-a037-8f5067596889-1024x423.png 1024w, https:\/\/dr7.ai\/blog\/wp-content\/uploads\/2025\/12\/0adf1a7d-dabf-4815-a037-8f5067596889-300x124.png 300w, https:\/\/dr7.ai\/blog\/wp-content\/uploads\/2025\/12\/0adf1a7d-dabf-4815-a037-8f5067596889-768x317.png 768w, https:\/\/dr7.ai\/blog\/wp-content\/uploads\/2025\/12\/0adf1a7d-dabf-4815-a037-8f5067596889.png 1280w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong><a href=\"https:\/\/www.suki.ai\/epic-integration\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Suki&#8217;s Epic integration<\/a><\/strong> leans into voice-first workflows, think &#8220;Hey Suki, update the problem list&#8221; plus ambient scribing.<\/p>\n\n\n\n<p>From a technical standpoint, I appreciate that Suki exposes clear boundaries between:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>What&#8217;s sourced from Epic (facts), and<\/li>\n\n\n\n<li>What&#8217;s synthesized by the model (narrative).<\/li>\n<\/ul>\n\n\n\n<p>That separation makes it easier for me to design hallucination monitoring: I can periodically compare structured data against generated assessment\/plan sections to catch risky divergences.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"ambience-integration-realtime-ambient-clinical-support\"><span class=\"ez-toc-section\" id=\"Ambience_Integration_Real-Time_Ambient_Clinical_Support\"><\/span>Ambience Integration: Real-Time Ambient Clinical Support<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p><strong><a href=\"https:\/\/www.ambiencehealthcare.com\/blog\/ambience-healthcare-joins-epic-toolbox-unlocking-advanced-ai-functionality-within-haiku-for-epic-customers\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Ambience Healthcare&#8217;s Epic Toolbox integration<\/a><\/strong> focuses on real-time support inside Epic and Haiku: not just note drafting, but also in\u2011workflow suggestions. Learn more about <strong><a href=\"https:\/\/www.ambiencehealthcare.com\/\">Ambience Healthcare&#8217;s <\/a><a href=\"https:\/\/www.ambiencehealthcare.com\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">p<\/a><a href=\"https:\/\/www.ambiencehealthcare.com\/\">latform<\/a><\/strong>.<\/p>\n\n\n\n<p>In one pilot I supported, Ambience produced:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A near\u2011final SOAP note in Epic.<\/li>\n\n\n\n<li>Inline prompts reminding clinicians to address quality metrics (e.g., depression screening) if they came up in the conversation but weren&#8217;t charted.<\/li>\n<\/ul>\n\n\n\n<p>The upside is obvious, better completeness and quality. The risk is subtle over\u2011reliance, so we explicitly trained clinicians to treat these as prompts, not orders.<\/p>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-4 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"707\" data-id=\"2909\" src=\"https:\/\/dr7.ai\/blog\/wp-content\/uploads\/2025\/12\/8922abda-0e41-43fc-8183-120114ce0fb8-1024x707.png\" alt=\"Epic EHR interface with ambient listening AI tool recording visit and auto-generating structured SOAP note\" class=\"wp-image-2909\" srcset=\"https:\/\/dr7.ai\/blog\/wp-content\/uploads\/2025\/12\/8922abda-0e41-43fc-8183-120114ce0fb8-1024x707.png 1024w, https:\/\/dr7.ai\/blog\/wp-content\/uploads\/2025\/12\/8922abda-0e41-43fc-8183-120114ce0fb8-300x207.png 300w, https:\/\/dr7.ai\/blog\/wp-content\/uploads\/2025\/12\/8922abda-0e41-43fc-8183-120114ce0fb8-768x530.png 768w, https:\/\/dr7.ai\/blog\/wp-content\/uploads\/2025\/12\/8922abda-0e41-43fc-8183-120114ce0fb8.png 1244w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/figure>\n\n\n<h2 class=\"wp-block-heading\" id=\"technical-implementation-for-epic-ai-scribes\"><span class=\"ez-toc-section\" id=\"Technical_Implementation_for_Epic_AI_Scribes\"><\/span>Technical Implementation for Epic AI Scribes<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<h3 class=\"wp-block-heading\" id=\"setup-requirements-system-prerequisites-and-configurations\"><span class=\"ez-toc-section\" id=\"Setup_Requirements_System_Prerequisites_and_Configurations\"><\/span>Setup Requirements: System Prerequisites and Configurations<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>On the Epic side, I always confirm early:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Interconnect \/ FHIR enabled with the right scopes.<\/li>\n\n\n\n<li>Access to Epic Toolbox \/ App Orchard \/ Connection Hub entries for the chosen vendor.<\/li>\n\n\n\n<li>Network paths from Haiku devices to the vendor endpoints via VPN or private peering.<\/li>\n<\/ul>\n\n\n\n<p>On the vendor side, I insist on:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Regional data residency options for HIPAA\/GDPR.<\/li>\n\n\n\n<li>Configurable PHI retention windows and deletion workflows.<\/li>\n\n\n\n<li>Support for per\u2011site configuration (note templates, specialty-specific styles).<\/li>\n<\/ul>\n\n\n\n<p>A small but important lesson: configure per\u2011department feature flags. I&#8217;ve had ED leadership delay adoption because they didn&#8217;t want recording enabled by default in behavioral health rooms.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"authentication-and-security-best-practices-for-ehr-ai\"><span class=\"ez-toc-section\" id=\"Authentication_and_Security_Best_Practices_for_EHR_AI\"><\/span>Authentication and Security Best Practices for EHR AI<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>Security is where many pilots stall, and rightly so. My baseline requirements:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>OIDC\/OAuth2 SSO tied to the organization&#8217;s IdP, with role-based access reflecting Epic user roles.<\/li>\n\n\n\n<li>Mutual TLS between Epic integration services and the AI vendor.<\/li>\n\n\n\n<li>Full audit logging for access to audio, transcripts, and drafts.<\/li>\n<\/ul>\n\n\n\n<p>For higher\u2011risk specialties (psychiatry, substance use), I also recommend:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Disabling long\u2011term audio retention by default.<\/li>\n\n\n\n<li>Periodic red\u2011team prompts to test for model leakage or unsafe suggestions.<\/li>\n<\/ul>\n\n\n\n<p>And always: no training on local PHI unless you have explicit legal, ethics, and patient\u2011facing consent for that use.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"deployment-best-practices-in-clinical-settings\"><span class=\"ez-toc-section\" id=\"Deployment_Best_Practices_in_Clinical_Settings\"><\/span>Deployment Best Practices in Clinical Settings<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<h3 class=\"wp-block-heading\" id=\"pilot-programs-testing-ai-scribes-before-full-rollout\"><span class=\"ez-toc-section\" id=\"Pilot_Programs_Testing_AI_Scribes_Before_Full_Rollout\"><\/span>Pilot Programs: Testing AI Scribes Before Full Rollout<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>My preferred pattern is a 6\u201312 week pilot:<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>Start with 15\u201330 motivated clinicians across 2\u20133 specialties.<\/li>\n\n\n\n<li>Run a 2\u2011week &#8220;shadow mode&#8221; where AI drafts are generated but not used for final notes.<\/li>\n\n\n\n<li>Compare encounter timestamps, note completion times, and error rates against baseline.<\/li>\n<\/ol>\n\n\n\n<p>We once caught a subtle issue, ambiguous abbreviations in orthopedics, only because we had a shadow period and a structured review rubric.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"clinician-training-ensuring-effective-adoption\"><span class=\"ez-toc-section\" id=\"Clinician_Training_Ensuring_Effective_Adoption\"><\/span>Clinician Training: Ensuring Effective Adoption<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>I&#8217;ve stopped thinking of this as &#8220;training&#8221; and more as co\u2011design. What works best:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>30\u2011minute live demos inside their real Epic environment.<\/li>\n\n\n\n<li>Clear guidance on what not to trust (e.g., medication changes inferred from conversation).<\/li>\n\n\n\n<li>Specialty-specific tips (how the AI handles multi\u2011problem visits, family history, etc.).<\/li>\n<\/ul>\n\n\n\n<p>Without this, adoption plateaus as clinicians revert to free\u2011texting everything they don&#8217;t fully trust.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"patient-consent-managing-privacy-and-trust\"><span class=\"ez-toc-section\" id=\"Patient_Consent_Managing_Privacy_and_Trust\"><\/span>Patient Consent: Managing Privacy and Trust<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>Consent is non\u2011negotiable. My go\u2011to safeguards:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Clear signage and a verbal script: &#8220;I&#8217;m using an AI scribe that records our conversation to help with my notes. You can say no.&#8221;<\/li>\n\n\n\n<li>Easy opt\u2011out toggles in Haiku\/Hyperspace.<\/li>\n\n\n\n<li>Logic to disable recording for sensitive parts of the visit (e.g., pelvic exams, specific counseling segments).<\/li>\n<\/ul>\n\n\n\n<p>If a patient shows any discomfort, I instruct clinicians to immediately stop recording and revert to manual notes. That&#8217;s both ethically sound and critical for long\u2011term trust.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"measuring-roi-and-success\"><span class=\"ez-toc-section\" id=\"Measuring_ROI_and_Success\"><\/span>Measuring ROI and Success<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<h3 class=\"wp-block-heading\" id=\"adoption-metrics-tracking-usage-and-engagement\"><span class=\"ez-toc-section\" id=\"Adoption_Metrics_Tracking_Usage_and_Engagement\"><\/span>Adoption Metrics: Tracking Usage and Engagement<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>For Epic AI scribe integration, I track three core metrics monthly:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Active user rate: % of eligible clinicians using the scribe at least weekly.<\/li>\n\n\n\n<li>Encounter coverage: % of eligible visits where recording was used.<\/li>\n\n\n\n<li>Time-to-sign: median time from encounter close to signed note.<\/li>\n<\/ul>\n\n\n\n<p>For one internal medicine pilot, time\u2011to\u2011sign dropped from 9.5 hours to 1.8 hours over eight weeks, with 70% encounter coverage, strong enough to justify expansion. For more insights on healthcare technology adoption, visit <strong><a href=\"https:\/\/engage.klasresearch.com\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">KLAS Research<\/a><\/strong>.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"documentation-quality-evaluating-accuracy-and-efficiency\"><span class=\"ez-toc-section\" id=\"Documentation_Quality_Evaluating_Accuracy_and_Efficiency\"><\/span>Documentation Quality: Evaluating Accuracy and Efficiency<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>I measure quality on three fronts:<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>Accuracy<\/strong>: blinded reviews of AI-assisted vs. manual notes by senior clinicians, with scoring for clinical correctness and attribution of actions.<\/li>\n\n\n\n<li><strong>Completeness<\/strong>: alignment with internal documentation standards and external quality measures (e.g., depression screening, vaccine status).<\/li>\n\n\n\n<li><strong>Clinician experience<\/strong>: burnout and satisfaction scores, plus free\u2011text feedback on when the AI helped or hindered.<\/li>\n<\/ol>\n\n\n\n<p>In one real case, psychiatry chose not to adopt the scribe broadly because, even though the notes were accurate, the clinicians felt it changed the tone of sensitive conversations. That&#8217;s a successful outcome too: the integration surfaced its own limits.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<p><strong>Disclaimer:<\/strong><\/p>\n\n\n\n<p>The content on this website is for informational and educational purposes only and is intended to help readers understand AI technologies used in healthcare settings.<\/p>\n\n\n\n<p>It does not provide medical advice, diagnosis, treatment, or clinical guidance.<\/p>\n\n\n\n<p>Any medical decisions must be made by qualified healthcare professionals.<\/p>\n\n\n\n<p>AI models, tools, or workflows described here are assistive technologies, not substitutes for professional medical judgment.<\/p>\n\n\n\n<p>Deployment of any AI system in real clinical environments requires institutional approval, regulatory and legal review, data privacy compliance (e.g., HIPAA\/GDPR), and oversight by licensed medical personnel.<\/p>\n\n\n\n<p>DR7.ai and its authors assume no responsibility for actions taken based on this content.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"epic-ai-scribe-integration-faqs\"><span class=\"ez-toc-section\" id=\"Epic_AI_Scribe_Integration_FAQs\"><\/span>Epic AI Scribe Integration FAQs<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<h4 class=\"wp-block-heading\" id=\"what-is-epic-ai-scribe-integration-and-how-does-it-work-in-clinical-workflows\"><span class=\"ez-toc-section\" id=\"What_is_Epic_AI_scribe_integration_and_how_does_it_work_in_clinical_workflows\"><\/span><strong>What is <\/strong><strong>Epic<\/strong><strong> AI scribe integration and how does it work in clinical workflows?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n<p>Epic AI scribe integration connects Epic to an ambient AI scribe via a secure integration layer. Clinicians launch the scribe from Hyperspace or Haiku, audio is streamed securely, the AI generates a draft note mapped to local templates, and the clinician reviews, edits, and signs inside Epic with full audit logging.<\/p>\n\n\n<h4 class=\"wp-block-heading\" id=\"how-does-epic-ai-scribe-integration-help-reduce-clinician-burnout-and-documentation-time\"><span class=\"ez-toc-section\" id=\"How_does_Epic_AI_scribe_integration_help_reduce_clinician_burnout_and_documentation_time\"><\/span><strong>How does <\/strong><strong>Epic<\/strong><strong> AI scribe integration help reduce clinician burnout and documentation time?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n<p>Well-implemented Epic AI scribe integrations capture visits ambiently and return structured draft notes within about a minute of visit end. Pilots described in the article showed clinicians regaining 30\u201360 minutes per day and cutting time-to-sign from many hours to under two, when the workflows felt native and minimized extra clicks.<\/p>\n\n\n<h4 class=\"wp-block-heading\" id=\"what-security-and-hipaa-safeguards-are-required-for-epic-ai-scribe-tools\"><span class=\"ez-toc-section\" id=\"What_security_and_HIPAA_safeguards_are_required_for_Epic_AI_scribe_tools\"><\/span><strong>What security and HIPAA safeguards are required for <\/strong><strong>Epic<\/strong><strong> AI scribe tools?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n<p>Core safeguards include a signed BAA, minimal necessary PHI exchange over mutually authenticated TLS, Epic-aligned OIDC\/OAuth2 SSO, and comprehensive audit logs for audio, transcripts, and drafts. Organizations should enforce configurable PHI retention, regional data residency, and prohibit training on local PHI without explicit legal, ethics, and patient-facing consent.<\/p>\n\n\n<h4 class=\"wp-block-heading\" id=\"which-ai-scribes-integrate-best-with-epic-abridge-suki-or-ambience\"><span class=\"ez-toc-section\" id=\"Which_AI_scribes_integrate_best_with_Epic_Abridge_Suki_or_Ambience\"><\/span><strong>Which AI scribes integrate best with <\/strong><strong>Epic<\/strong><strong>: Abridge, Suki, or Ambience?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n<p>As of 2025, Abridge, Suki, and Ambience Healthcare all offer strong Epic integrations with different strengths. Abridge excels at deep ambient capture and complex multisystem visits, Suki at voice-first commands plus scribing, and Ambience at real-time in-workflow prompts. Choice should depend on specialty mix, governance preferences, and desired workflow style.<\/p>\n\n\n<h4 class=\"wp-block-heading\" id=\"how-should-we-pilot-and-measure-roi-for-an-epic-ai-scribe-integration-project\"><span class=\"ez-toc-section\" id=\"How_should_we_pilot_and_measure_ROI_for_an_Epic_AI_scribe_integration_project\"><\/span><strong>How should we pilot and measure <\/strong><strong>ROI<\/strong><strong> for an <\/strong><strong>Epic<\/strong><strong> AI scribe integration project?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n<p>Run a 6\u201312 week pilot with 15\u201330 motivated clinicians across a few specialties. Start with a &#8220;shadow mode,&#8221; then compare pre\/post metrics: active user rate, encounter coverage, time-to-sign, documentation accuracy and completeness, and clinician burnout scores. Include qualitative feedback to decide where to scale, limit, or decline adoption.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<p><strong>Past Review:<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed is-provider-dr-7-ai-content-center wp-block-embed-dr-7-ai-content-center\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"AaPmCTOVLb\"><a href=\"https:\/\/dr7.ai\/blog\/medical\/medsiglip-guide-zero-shot-medical-imaging-in-python\/\">MedSigLIP Guide: Zero-Shot Medical Imaging in Python<\/a><\/blockquote><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;MedSigLIP Guide: Zero-Shot Medical Imaging in Python&#8221; &#8212; Dr7.ai  Content Center\" src=\"https:\/\/dr7.ai\/blog\/medical\/medsiglip-guide-zero-shot-medical-imaging-in-python\/embed\/#?secret=kRZMnVyBOH#?secret=AaPmCTOVLb\" data-secret=\"AaPmCTOVLb\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed is-provider-dr-7-ai-content-center wp-block-embed-dr-7-ai-content-center\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"XQwuqJaWep\"><a href=\"https:\/\/dr7.ai\/blog\/medical\/medhelm-validate-medical-llms-for-real-clinical-use\/\">MedHELM: Validate Medical LLMs for Real Clinical Use<\/a><\/blockquote><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;MedHELM: Validate Medical LLMs for Real Clinical Use&#8221; &#8212; Dr7.ai  Content Center\" src=\"https:\/\/dr7.ai\/blog\/medical\/medhelm-validate-medical-llms-for-real-clinical-use\/embed\/#?secret=Sd1onTi20C#?secret=XQwuqJaWep\" data-secret=\"XQwuqJaWep\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed is-provider-dr-7-ai-content-center wp-block-embed-dr-7-ai-content-center\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"5FSFKK31bA\"><a href=\"https:\/\/dr7.ai\/blog\/health\/master-meditron-70b-deploy-fine-tune-locally\/\">Master Meditron 70B: Deploy &amp; Fine-Tune Locally<\/a><\/blockquote><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;Master Meditron 70B: Deploy &amp; Fine-Tune Locally&#8221; &#8212; Dr7.ai  Content Center\" src=\"https:\/\/dr7.ai\/blog\/health\/master-meditron-70b-deploy-fine-tune-locally\/embed\/#?secret=PZLSW3Bzyk#?secret=5FSFKK31bA\" data-secret=\"5FSFKK31bA\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>When teams ask me about Epic AI scribe integration, they&#8217;re rarely looking for another glossy demo. They want to know: Can I ship this into production under HIPAA, keep clinicians safe from hallucinations, and actually reduce burnout without wrecking our change\u2011control process? In this text, I&#8217;ll walk through how I approach Epic-integrated AI scribes from [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":2905,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":"","beyondwords_generate_audio":"","beyondwords_project_id":"","beyondwords_content_id":"","beyondwords_preview_token":"","beyondwords_player_content":"","beyondwords_player_style":"","beyondwords_language_code":"","beyondwords_language_id":"","beyondwords_title_voice_id":"","beyondwords_body_voice_id":"","beyondwords_summary_voice_id":"","beyondwords_error_message":"","beyondwords_disabled":"","beyondwords_delete_content":"","beyondwords_podcast_id":"","beyondwords_hash":"","publish_post_to_speechkit":"","speechkit_hash":"","speechkit_generate_audio":"","speechkit_project_id":"","speechkit_podcast_id":"","speechkit_error_message":"","speechkit_disabled":"","speechkit_access_key":"","speechkit_error":"","speechkit_info":"","speechkit_response":"","speechkit_retries":"","speechkit_status":"","speechkit_updated_at":"","_speechkit_link":"","_speechkit_text":""},"categories":[1],"tags":[],"class_list":["post-2904","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-medical"],"uagb_featured_image_src":{"full":["https:\/\/dr7.ai\/blog\/wp-content\/uploads\/2025\/12\/1280X1280-2-3.png",1280,706,false],"thumbnail":["https:\/\/dr7.ai\/blog\/wp-content\/uploads\/2025\/12\/1280X1280-2-3-150x150.png",150,150,true],"medium":["https:\/\/dr7.ai\/blog\/wp-content\/uploads\/2025\/12\/1280X1280-2-3-300x165.png",300,165,true],"medium_large":["https:\/\/dr7.ai\/blog\/wp-content\/uploads\/2025\/12\/1280X1280-2-3-768x424.png",768,424,true],"large":["https:\/\/dr7.ai\/blog\/wp-content\/uploads\/2025\/12\/1280X1280-2-3-1024x565.png",1024,565,true],"1536x1536":["https:\/\/dr7.ai\/blog\/wp-content\/uploads\/2025\/12\/1280X1280-2-3.png",1280,706,false],"2048x2048":["https:\/\/dr7.ai\/blog\/wp-content\/uploads\/2025\/12\/1280X1280-2-3.png",1280,706,false]},"uagb_author_info":{"display_name":"Andychen","author_link":"https:\/\/dr7.ai\/blog\/author\/andychen\/"},"uagb_comment_info":0,"uagb_excerpt":"When teams ask me about Epic AI scribe integration, they&#8217;re rarely looking for another glossy demo. They want to know: Can I ship this into production under HIPAA, keep clinicians safe from hallucinations, and actually reduce burnout without wrecking our change\u2011control process? 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