{"id":5902,"date":"2026-08-28T05:05:18","date_gmt":"2026-08-28T05:05:18","guid":{"rendered":"https:\/\/medicallegalspider.com\/STAGING-Wp\/?page_id=5902"},"modified":"2026-09-23T04:52:34","modified_gmt":"2026-09-23T04:52:34","slug":"how-the-hybrid-workflow-works","status":"publish","type":"page","link":"https:\/\/medicallegalspider.com\/STAGING-Wp\/solutions\/ai-human-review\/how-the-hybrid-workflow-works\/","title":{"rendered":"How the Hybrid Workflow Works"},"content":{"rendered":"\t\t
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AI + Human Review<\/p>\t\t\t\t<\/div>\n\t\t

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Hybrid Workflow<\/h1>\t\t\t\t<\/div>\n\t\t\t\t
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From Upload to Signed-Off Delivery<\/span><\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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Every case follows the same four stages<\/strong>, whether it contains 500 pages or 20,000.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t

\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\tSend Us Your Case<\/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
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Upload \u2192 Review \u2192 QC \u2192 Sign-Off<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\"Upload\t\t\t\t\t\t\t\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>\n\t\t
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HOW A CASE MOVES<\/p>\t\t\t\t<\/div>\n\t\t\t\t

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From intake to your desk.<\/h2>\t\t\t\t<\/div>\n\t\t\t\t
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Four stages, one work product. Every case runs the same path \u2014 AI speed on the first pass, human judgment on every page after.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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01<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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Secure intake<\/h3>\t\t\t\t<\/div>\n\t\t\t\t
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Records go in exactly as they arrive — any format, any order, from any provider. No pre-sorting required on your end.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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ANY FORMAT · ANY ORDER<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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02<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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AttestaAI drafts<\/h3>\t\t\t\t<\/div>\n\t\t\t\t
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The AI Agent reads every page and produces a first-pass chronology and summary, ordered by date of service, with each entry tied back to its source page.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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AI DRAFT · SOURCE-LINKED<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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03<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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Human review & correction<\/h3>\t\t\t\t<\/div>\n\t\t\t\t
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A trained reviewer reads the full case against the AI draft. Misreads are corrected, gaps are flagged, and the clinical and billing context an attorney actually needs gets added. This is a full read, not a spot check.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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FULL READ · NOT A SPOT CHECK<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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04<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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Senior sign-off & delivery<\/h3>\t\t\t\t<\/div>\n\t\t\t\t
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A expert revieweror medical reviewer approves the final work product against your firm\u2019s format before it reaches your desk.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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SENIOR APPROVED · FORMATTED<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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\n\t\t\t\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
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EFFICIENCY · WHERE THE HOURS GO<\/p>\t\t\t\t<\/div>\n\t\t\t\t

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Where the time savings come from.<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
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THE MACHINE WORK<\/p>\t\t\t\t<\/div>\n\t\t\t\t

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The AI absorbs the mechanical work.<\/h3>\t\t\t\t<\/div>\n\t\t\t\t
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Reading, sorting, dating, and structuring — the high-volume tasks that don’t need judgment get done first, and get done fast.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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THE HUMAN WORK<\/p>\t\t\t\t<\/div>\n\t\t\t\t

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The reviewer spends their hours on judgment.<\/h3>\t\t\t\t<\/div>\n\t\t\t\t
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With the mechanical layer already handled, the expensive resource is pointed only at the parts of a case that actually require a trained eye.<\/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

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THE POINT<\/p>\t\t\t\t<\/div>\n\t\t\t\t

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Nothing is skipped — the sequence is just reordered, so the expensive resource is used where it counts.<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
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MULTI-TIER QUALITY CONTROL<\/p>\t\t\t\t<\/div>\n\t\t\t\t

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See the Workflow Run on
Your Own File <\/span> Button<\/h2>\t\t\t\t<\/div>\n\t\t\t\t
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Send one case. We\u2019ll run it through all three tiers and the data audit, and you can see the difference on the page.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t

\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\tSend Us Your Case<\/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
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THREE READS  ·  FOUR AUDIT CRITERIA  ·  ONE NAMED LEAD<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"

AI + Human Review Hybrid Workflow From Upload to Signed-Off Delivery Every case follows the same four stages, whether it contains 500 pages or 20,000. Send Us Your Case Upload \u2192 Review \u2192 QC \u2192 Sign-Off HOW A CASE MOVES From intake to your desk. Four stages, one work product. Every case runs the same… <\/p>\n","protected":false},"author":1,"featured_media":0,"parent":7347,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_eb_attr":"","postBodyCss":"","postBodyMargin":[],"postBodyPadding":[],"postBodyBackground":{"backgroundType":"classic","gradient":""},"_templately_pack_id":"","_templately_imported_at":"","_templately_source":"","_templately_import_session_id":"","_thinkrank_schema_form_data":"","_thinkrank_selected_schema_type":"","_thinkrank_additional_schemas":"","_thinkrank_canonical_url":"","_thinkrank_og_title":"","_thinkrank_og_description":"","_thinkrank_og_image":"","_thinkrank_twitter_title":"","_thinkrank_twitter_description":"","_thinkrank_twitter_image":"","_thinkrank_imported_from":"","_thinkrank_focus_keywords":["AI human hybrid workflow"],"_thinkrank_focus_keyword":"AI human hybrid workflow","_thinkrank_robots_meta_enabled":0,"_thinkrank_robots_meta":"[]","_thinkrank_advanced_robots_meta":"[]","_thinkrank_primary_category":0,"neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"","neve_meta_content_width":0,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"","footnotes":""},"class_list":["post-5902","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/medicallegalspider.com\/STAGING-Wp\/wp-json\/wp\/v2\/pages\/5902","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/medicallegalspider.com\/STAGING-Wp\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/medicallegalspider.com\/STAGING-Wp\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/medicallegalspider.com\/STAGING-Wp\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/medicallegalspider.com\/STAGING-Wp\/wp-json\/wp\/v2\/comments?post=5902"}],"version-history":[{"count":88,"href":"https:\/\/medicallegalspider.com\/STAGING-Wp\/wp-json\/wp\/v2\/pages\/5902\/revisions"}],"predecessor-version":[{"id":12927,"href":"https:\/\/medicallegalspider.com\/STAGING-Wp\/wp-json\/wp\/v2\/pages\/5902\/revisions\/12927"}],"up":[{"embeddable":true,"href":"https:\/\/medicallegalspider.com\/STAGING-Wp\/wp-json\/wp\/v2\/pages\/7347"}],"wp:attachment":[{"href":"https:\/\/medicallegalspider.com\/STAGING-Wp\/wp-json\/wp\/v2\/media?parent=5902"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}