{"id":1155,"date":"2025-09-19T08:59:09","date_gmt":"2025-09-19T08:59:09","guid":{"rendered":"https:\/\/www.selectsys.com\/blog\/?p=1155"},"modified":"2025-09-19T10:16:20","modified_gmt":"2025-09-19T10:16:20","slug":"llm-ocr-submissions-accuracy","status":"publish","type":"post","link":"https:\/\/www.selectsys.com\/blog\/llm-ocr-submissions-accuracy","title":{"rendered":"LLM + OCR for Submissions: Speed Without Losing Accuracy"},"content":{"rendered":"\n<p>You want speed, your auditors want accuracy. Here\u2019s how to have both.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Architecture Overview<\/h2>\n\n\n\n<ul>\n  <li><strong>OCR:<\/strong> extract structure and text from PDFs\/scans\/photos<\/li>\n  <li><strong>LLM:<\/strong> label fields, normalise values, score confidence<\/li>\n  <li><strong>Rules:<\/strong> validate (required\/list\/range\/format) + cross sheet checks<\/li>\n  <li><strong>Ops:<\/strong> route low confidence to humans; log decisions<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Confidence in Practice<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><div class=\"table-responsive\"><table class=\"table table-striped\"><thead><tr><th>Bucket<\/th><th>Threshold<\/th><th>Treatment<\/th><\/tr><\/thead><tbody>\n<tr><td>High<\/td><td>\u2265 0.95<\/td><td>Auto accept, log<\/td><\/tr>\n<tr><td>Medium<\/td><td>0.80\u20130.94<\/td><td>Rule checks + quick human glance<\/td><\/tr>\n<tr><td>Low<\/td><td>&lt; 0.80<\/td><td>Route to human, annotate missing info<\/td><\/tr>\n<\/tbody>\n<\/table><\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Common Failure Modes &amp; Fixes<\/h2>\n\n\n\n<ul>\n  <li>Handwritten\/photographed forms \u2192 ask brokers for digital, enhance pre processing<\/li>\n  <li>Unseen templates \u2192 few shot examples; update patterns<\/li>\n  <li>Inconsistent codes \u2192 import controlled lists and enforce<\/li>\n<\/ul>\n<p><a class=\"btn btn-primary\" href=\"https:\/\/www.selectsys.com\/platform\/ai-submission-automation\" title=\"AI OCR &#038; Submission Automation\">AI OCR &#038; Submission Automation<\/a>\n     <a class=\"btn btn-primary\" href=\"https:\/\/www.selectsys.com\/solutions\/submission-triage-support\" title=\"AI Triage\">AI Triage<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Related Reading<\/h2>\n\n\n\n<ul>\n        <li><a href=\"https:\/\/www.selectsys.com\/blog\/safe-ai-in-pc-ops-guardrails\">Safe AI in P&#038;C Ops: Guardrails, QC and Maker Checker<\/a><\/li>\n        <li><a href=\"https:\/\/www.selectsys.com\/blog\/inbox-to-quote-ai-triage-playbook\">Inbox to Quote Playbook<\/a><\/li>\n        \n\n      <\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">FAQs<\/h2>\n\n\n\n<p><strong>Can we enforce our own field rules?<\/strong><br>Yes. Required, format, lists and ranges are configurable; low confidence fields route to review with owner\/severity.<\/p>\n<p><strong>Does this replace staff?<\/strong><br>No. It removes rekeying so teams focus on selection, pricing and service quality.<\/p>\n\n\n\n<script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"FAQPage\",\"mainEntity\":[{\"@type\":\"Question\",\"name\":\"Can we enforce our own field rules?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Yes. Required, format, lists and ranges are configurable; low confidence fields route to review with owner\/severity.\"}},\n{\"@type\":\"Question\",\"name\":\"Does this replace staff?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"No. It removes rekeying so teams focus on selection, pricing and service quality.\"}}]}<\/script>\n","protected":false},"excerpt":{"rendered":"<p>You want speed, your auditors want accuracy. Here\u2019s how to have both&#8230;.<\/p>\n","protected":false},"author":1,"featured_media":1167,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1155","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-bpo-in-insurance-operations"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>LLM + OCR for Submissions: Speed Without Losing Accuracy<\/title>\n<meta name=\"description\" content=\"Combine OCR for layout with LLMs for field labelling and confidence scoring; add deterministic rules, thresholds and maker checker to keep outputs reliable.\" \/>\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.selectsys.com\/blog\/llm-ocr-submissions-accuracy\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"LLM + OCR for Submissions: Speed Without Losing Accuracy\" \/>\n<meta property=\"og:description\" content=\"Combine OCR for layout with LLMs for field labelling and confidence scoring; 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