[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"detail-sidebar-cat-0-en-105":3,"doc-seo-310267-105":59,"doc-detail-310267-en":130},{"code":4,"msg":5,"data":6},0,"success",[7,13,18,23,28,33,38,43,48,51,55],{"id":8,"doc_module":4,"doc_module_name":9,"category_name":10,"show_sort_weight":11,"slug":12},1,"Document","Story & Novel",90,"story-novel",{"id":14,"doc_module":4,"doc_module_name":9,"category_name":15,"show_sort_weight":16,"slug":17},2,"Literature",80,"literature",{"id":19,"doc_module":4,"doc_module_name":9,"category_name":20,"show_sort_weight":21,"slug":22},4,"Exam",70,"exam",{"id":24,"doc_module":4,"doc_module_name":9,"category_name":25,"show_sort_weight":26,"slug":27},5,"Comic",60,"comic",{"id":29,"doc_module":4,"doc_module_name":9,"category_name":30,"show_sort_weight":31,"slug":32},6,"Technology",50,"technology",{"id":34,"doc_module":4,"doc_module_name":9,"category_name":35,"show_sort_weight":36,"slug":37},7,"Healthcare",40,"healthcare",{"id":39,"doc_module":4,"doc_module_name":9,"category_name":40,"show_sort_weight":41,"slug":42},8,"Research & Report",30,"research-report",{"id":44,"doc_module":4,"doc_module_name":9,"category_name":45,"show_sort_weight":46,"slug":47},9,"Religion & Spirituality",20,"religion-spirituality",{"id":46,"doc_module":4,"doc_module_name":9,"category_name":49,"show_sort_weight":46,"slug":50},"World Cup","world-cup",{"id":52,"doc_module":4,"doc_module_name":9,"category_name":53,"show_sort_weight":52,"slug":54},10,"Lifestyle","lifestyle",{"id":56,"doc_module":4,"doc_module_name":9,"category_name":57,"show_sort_weight":24,"slug":58},19,"General","general",{"code":4,"msg":60,"data":61},"ok",{"site_id":62,"language":63,"slug":64,"title":65,"keywords":66,"description":67,"schema_data":68,"social_meta":123,"head_meta":125,"extra_data":127,"updated_unix":129},105,"en","comptia-harnesses-finetune-ai-to-scale-assessment-development-success-story","CompTIA harnesses Finetune AI to scale assessment development - Success Story","","CompTIA uses Finetune AI to accelerate the development of high-quality IT certification exam items, meeting rising global demand while preserving psychometric rigor. Partnering with Prometric, CompTIA implemented a custom, domain-specific Finetune Generate model trained on proprietary materials and guided by strict editorial standards. The hybrid workflow keeps SMEs in control of authorship and IP ownership, producing drafts with minimal revisions and maintaining expected benchmarks for difficulty, discrimination, and reliability. Results include a 73% faster SME drafting timeline and higher item quality.",{"@graph":69,"@context":122},[70,84,105],{"@type":71,"itemListElement":72},"BreadcrumbList",[73,77,79,82],{"item":74,"name":75,"@type":76,"position":8},"https://docshare.wps.com","Home","ListItem",{"item":78,"name":9,"@type":76,"position":14},"https://docshare.wps.com/document/",{"item":80,"name":30,"@type":76,"position":81},"https://docshare.wps.com/document/technology/",3,{"item":83,"name":65,"@type":76,"position":19},"https://docshare.wps.com/document/comptia-harnesses-finetune-ai-to-scale-assessment-development-success-story/310267/",{"url":83,"name":65,"@type":85,"image":86,"author":91,"headline":65,"publisher":94,"fileFormat":97,"inLanguage":63,"description":67,"dateModified":98,"datePublished":99,"encodingFormat":97,"isAccessibleForFree":100,"interactionStatistic":101},"DigitalDocument",{"url":87,"@type":88,"width":89,"height":90},"https://docshare.wps.com/thumbnails/comptia-harnesses-finetune-ai-to-scale-assessment-development-success-story/310267.png","ImageObject",300,407,{"name":92,"@type":93},"Tawan","Person",{"url":74,"name":95,"@type":96},"DocShare","Organization","application/pdf","2026-10-21","2026-09-20",true,{"@type":102,"interactionType":103,"userInteractionCount":39},"InteractionCounter",{"@type":104},"ViewAction",{"@type":106,"mainEntity":107},"FAQPage",[108,114,118],{"name":109,"@type":110,"acceptedAnswer":111},"How did CompTIA use Finetune AI to scale exam item development?","Question",{"text":112,"@type":113},"CompTIA integrated Finetune Generate into a hybrid workflow that created AI-assisted drafts aligned with tone, structure, and learning objectives. SMEs reviewed and made few or no revisions, enabling faster drafting at scale.","Answer",{"name":115,"@type":110,"acceptedAnswer":116},"Why was a custom AI model important for CompTIA?",{"text":117,"@type":113},"A custom, patented, domain-specific model was designed for assessment professionals and trained to minimize hallucinations. It also supported strict editorial standards to maintain quality and control.",{"name":119,"@type":110,"acceptedAnswer":120},"What measurable outcome did CompTIA achieve from the partnership?",{"text":121,"@type":113},"CompTIA accelerated SME drafting time by 73% while boosting item quality. Psychometric benchmarks stayed within expected ranges, and items transitioned successfully from pretest to scored status after field testing.","https://schema.org",{"og:url":83,"og:type":124,"og:title":65,"og:site_name":95,"og:description":67},"article",{"robots":126,"canonical":83},"index,follow",{"doc_id":128,"site_id":62},310267,1790462157,{"code":4,"msg":5,"data":131},{"doc_id":128,"user_id":132,"nickname":92,"user_avatar":133,"doc_module":4,"category_id":29,"category_name":30,"doc_title":65,"doc_description":67,"doc_content":134,"file_id":135,"file_url":136,"file_type":137,"file_size":138,"view_count":39,"is_deleted":4,"is_public":8,"is_downloadable":8,"audit_status":8,"page_count":19,"language":139,"language_code":63,"site_id":62,"html_lang":63,"table_of_contents":140,"faqs":141,"seo_title":142,"seo_description":67,"update_tm":143,"read_time":52},2336475104042,"https://ap-avatar.wpscdn.com/avatar/22000c4c32af1715be0?x-image-process=image/resize,m_fixed,w_180,h_180&k=1786537525561427321","CompTIA SUCCESS STORY  \nCompTIA harnesses Finetune AI to scale rapidly without sacrificing quality  \nCompTIA speeds up assessment development by creating high-quality test items with Finetune AI, scaling its global certification program to meet workforce demands.  \nBackground  \nCompTIA is the world’s leading provider of vendorneutral IT training and certifications. Partnering with thousands of institutions, CompTIA equips learners with career-ready skills through best-inclass learning tools, respected credentials, and comprehensive career support.  \nTo meet growing global demand—particularly for their A+ exam—CompTIA partnered with Prometric, leveraging Finetune AI for a custom AI solution.  \nThis partnership enabled a faster content creation process while maintaining quality, psychometric rigor, and expert oversight—advancing CompTIA’s mission to deliver efficient, career-ready credentials.  \nAbout CompTIA  \n Locations  \nCompTIA has headquarters in Illinois, USA with global offices in 8 locations.  \n Challenge  \nCompTIA needed a faster way to scale exam content amid surging demand for its A+ offering that would preserve quality, allow for SME input, and enable IP control.  \n Outcome  \nCompTIA achieved a faster, secure, and scalable development pipeline that accelerated SME drafting time by 73% while boosting item quality  \n[Pro metric. com](Pro metric. com)  \nThe Challenge  \nAs global demand soared, CompTIA needed to accelerate content creation across 16 core programs. High-volume certifications like A+ posed a particular challenge. Each item had to meet rigorous psychometric standards for fairness, reliability, and legal defensibility.  \n Maintaining quality is too slow  General AI limits IP ownership  SMEs need to be more in control  \nThe traditional development model couldn’t keep up. It was thorough but slow—too slow for CompTIA’s evolving needs. The team needed an approach that preserved SME involvement, editorial rigor, and full IP ownership, while enabling faster output.  \nStrategic Partnership  \nCompTIA launched a multi-year collaboration with Finetune AI to harness artificial intelligence for item development. Together, they created a Finetune Generate® domain-specific AI model.  \nUnlike general-purpose tools like ChatGPTor Copilot, Finetune AI is the only custom, patented AI model in the US designed for and by assessment professionals, minimizing hallucinations and aligning with strict editorial standards. The A+ certification served as the pilot due to its structured content and high item volume.  \nThe project brought together Finetune AI experts, CompTIA content development teams, and SMEs to train the model on proprietary blueprints, style guides, and objectives. The AI supported—but never replaced—SME authorship, empowering faster drafting and iteration.  \n“Specialized models are much less prone to hallucinations because it’s been trained to weed that out, give us just the good stuff.”  \nWENDY GAVIN Senior Product Manager,  \nFinetune AI  \n[Pro metric. com](Pro metric. com)  \nInnovating with Finetune Generate  \nCompTIA embedded Finetune Generate® into a hybrid workflow designed for scale. The model was trained on CompTIA’s proprietary materials, ensuring outputs aligned with tone, structure, and learning objectives. SMEs often made few—if any—revisions to the AI-generated drafts.  \nCompTIA retained full ownership of AI-assisted content, maintaining control and security. The tool performed exceptionally well on Bloom’s Level 2 and 3 objectives—frequent in entry-level certifications like A+.  \nKey Benefits:  \nCustom Model Training  \nEfficient Drafting  \nSecure IP  \nIdeal for Lower Cognitive Levels  \nA psychometric review of A+ exam versions 1101 and 1102 validated the approach. SMEs produced 5.7 items  \n“We use Generate in away that results in clear advantages in QC efficiency.”  \nDANIELLE CASTELLI  \nDirector, Exam Development, CompTIA  \nper hour—up from 3. 3—with most needing  \nminimal edits. Psychometric benchmar","cbCaiuIrJfxlLDWh","https://ap.wps.com/l/cbCaiuIrJfxlLDWh","pdf",1236651,"English","# Background\n# Challenge\n# Strategic Partnership\n# Innovating with Finetune Generate\n# Key Benefits\n# Outcome\n# About Prometric","[{\"question\":\"How did CompTIA use Finetune AI to scale exam item development?\",\"answer\":\"CompTIA integrated Finetune Generate into a hybrid workflow that created AI-assisted drafts aligned with tone, structure, and learning objectives. SMEs reviewed and made few or no revisions, enabling faster drafting at scale.\"},{\"question\":\"Why was a custom AI model important for CompTIA?\",\"answer\":\"A custom, patented, domain-specific model was designed for assessment professionals and trained to minimize hallucinations. It also supported strict editorial standards to maintain quality and control.\"},{\"question\":\"What measurable outcome did CompTIA achieve from the partnership?\",\"answer\":\"CompTIA accelerated SME drafting time by 73% while boosting item quality. Psychometric benchmarks stayed within expected ranges, and items transitioned successfully from pretest to scored status after field testing.\"}]","CompTIA harnesses Finetune AI to scale assessment development - Success Story | PDF",1789880448]