{"id":3437,"date":"2025-11-01T12:21:06","date_gmt":"2025-11-01T12:21:06","guid":{"rendered":"https:\/\/summitnext.com\/?page_id=3437"},"modified":"2025-11-01T14:33:11","modified_gmt":"2025-11-01T14:33:11","slug":"%e7%94%a8%e6%96%bc%e5%a4%9a%e8%aa%9e%e8%a8%80%e8%aa%9e%e9%9f%b3-ai-%e8%a8%93%e7%b7%b4%e7%9a%84%e8%aa%9e%e9%9f%b3%e8%b3%87%e6%96%99%e9%9b%86%e6%94%b6%e9%9b%86","status":"publish","type":"page","link":"https:\/\/summitnext.com\/zh\/speech-dataset-collection-for-multilingual-voice-ai-training\/","title":{"rendered":"\u7528\u65bc\u591a\u8a9e\u8a00\u8a9e\u97f3 AI \u8a13\u7df4\u7684 CS \u8a9e\u97f3\u8cc7\u6599\u96c6\u6536\u96c6"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"3437\" class=\"elementor elementor-3437\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d29b7f4 e-flex e-con-boxed e-con e-parent\" data-id=\"d29b7f4\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-b1a9e0f e-con-full e-flex e-con e-child\" data-id=\"b1a9e0f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-39109eb elementor-widget elementor-widget-heading\" data-id=\"39109eb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Speech Dataset Collection for Multilingual Voice AI Training<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8fbdec0 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"8fbdec0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\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<div class=\"elementor-element elementor-element-24d4c12 e-con-full e-flex e-con e-child\" data-id=\"24d4c12\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-64c97b9 e-con-full e-flex e-con e-child\" data-id=\"64c97b9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-e8fa4b2 e-grid e-con-full e-con e-child\" data-id=\"e8fa4b2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9a0c0ad elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"9a0c0ad\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-bullseye\" viewBox=\"0 0 496 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M248 8C111.03 8 0 119.03 0 256s111.03 248 248 248 248-111.03 248-248S384.97 8 248 8zm0 432c-101.69 0-184-82.29-184-184 0-101.69 82.29-184 184-184 101.69 0 184 82.29 184 184 0 101.69-82.29 184-184 184zm0-312c-70.69 0-128 57.31-128 128s57.31 128 128 128 128-57.31 128-128-57.31-128-128-128zm0 192c-35.29 0-64-28.71-64-64s28.71-64 64-64 64 28.71 64 64-28.71 64-64 64z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tChallenges:\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tThe client needed multilingual conversational speech data featuring natural code-switching across South Asian, Latin-American, and European languages. Lack of authentic mixed-language datasets and diversity led to low AI model accuracy and biased speech recognition outcomes.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-da37917 elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"da37917\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-bullseye\" viewBox=\"0 0 496 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M248 8C111.03 8 0 119.03 0 256s111.03 248 248 248 248-111.03 248-248S384.97 8 248 8zm0 432c-101.69 0-184-82.29-184-184 0-101.69 82.29-184 184-184 101.69 0 184 82.29 184 184 0 101.69-82.29 184-184 184zm0-312c-70.69 0-128 57.31-128 128s57.31 128 128 128 128-57.31 128-128-57.31-128-128-128zm0 192c-35.29 0-64-28.71-64-64s28.71-64 64-64 64 28.71 64 64-28.71 64-64 64z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tIndustry:\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tArtificial Intelligence \/ Data Annotation \/ Speech Technology\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\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<div class=\"elementor-element elementor-element-7653006 e-grid e-con-full e-con e-child\" data-id=\"7653006\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-be31c82 elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"be31c82\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"icon icon-light-bulb-1\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tSolutions:\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tSummitNext designed a global collection framework that recruited real code-switching speakers, promoted natural delivery, and implemented rapid QA validation workflows for large-scale multilingual audio capture.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cfad340 elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"cfad340\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"icon icon-graph-2\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tResults:\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tDelivered over 520+ validated hours of multilingual conversational data with a 95% acceptance rate and near-zero rework, leading the client to extend the contract to five additional Southeast Asian markets.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\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\t\t<\/div>\n\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<div class=\"elementor-element elementor-element-d634806 e-flex e-con-boxed e-con e-parent\" data-id=\"d634806\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-9dd102b e-con-full e-flex e-con e-child\" data-id=\"9dd102b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d1e913f elementor-widget elementor-widget-heading\" data-id=\"d1e913f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">About the Client\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-533968e elementor-widget elementor-widget-text-editor\" data-id=\"533968e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">The client is a global speech-AI company focused on improving voice recognition models for multilingual users worldwide. <\/span><\/p><p><span style=\"font-weight: 400;\">Their goal was to build diverse, realistic datasets that accurately represent the way people naturally blend languages in everyday speech\u2014especially across Asia, Europe, and Latin America.<\/span><\/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<div class=\"elementor-element elementor-element-6c220c8 e-con-full e-flex e-con e-child\" data-id=\"6c220c8\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-87ea234 elementor-widget elementor-widget-heading\" data-id=\"87ea234\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Case Overview\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-846ae2d elementor-widget elementor-widget-text-editor\" data-id=\"846ae2d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">SummitNext partnered with the client to deliver an end-to-end multilingual speech dataset collection project. The engagement focused on capturing natural, unscripted, code-switched conversations under strict demographic and technical guidelines. The solution included recruiting real-world bilingual and multilingual speakers, training participants for natural delivery, and embedding real-time quality validation to maintain dataset integrity. This initiative bridged critical gaps in multilingual voice AI training and improved the inclusivity and accuracy of future speech recognition systems.<\/span><\/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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-de52f67 e-flex e-con-boxed e-con e-parent\" data-id=\"de52f67\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0f2553d elementor-widget elementor-widget-heading\" data-id=\"0f2553d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Challenges <\/h3>\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<div class=\"elementor-element elementor-element-ead89c8 e-flex e-con-boxed e-con e-parent\" data-id=\"ead89c8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-2fbd3ec e-con-full e-flex e-con e-child\" data-id=\"2fbd3ec\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f0eca87 elementor-widget elementor-widget-heading\" data-id=\"f0eca87\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Limited availability of authentic, code-switched speech data across multiple regions<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-53e5106 elementor-widget elementor-widget-image\" data-id=\"53e5106\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"534\" src=\"https:\/\/summitnext.com\/wp-content\/uploads\/2025\/11\/limited-coding-min-1024x683.jpg\" class=\"attachment-large size-large wp-image-3454\" alt=\"\" srcset=\"https:\/\/summitnext.com\/wp-content\/uploads\/2025\/11\/limited-coding-min-1024x683.jpg 1024w, https:\/\/summitnext.com\/wp-content\/uploads\/2025\/11\/limited-coding-min-300x200.jpg 300w, https:\/\/summitnext.com\/wp-content\/uploads\/2025\/11\/limited-coding-min-768x513.jpg 768w, https:\/\/summitnext.com\/wp-content\/uploads\/2025\/11\/limited-coding-min-1536x1025.jpg 1536w, https:\/\/summitnext.com\/wp-content\/uploads\/2025\/11\/limited-coding-min-2048x1367.jpg 2048w, https:\/\/summitnext.com\/wp-content\/uploads\/2025\/11\/limited-coding-min-18x12.jpg 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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<div class=\"elementor-element elementor-element-b20d384 e-con-full e-flex e-con e-child\" data-id=\"b20d384\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4ffce6f elementor-widget elementor-widget-heading\" data-id=\"4ffce6f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Lack of diversity in age, accent, and dialect representation.<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-818236f elementor-widget elementor-widget-image\" data-id=\"818236f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"534\" src=\"https:\/\/summitnext.com\/wp-content\/uploads\/2025\/11\/diversity-min-1024x683.jpg\" class=\"attachment-large size-large wp-image-3455\" alt=\"\" srcset=\"https:\/\/summitnext.com\/wp-content\/uploads\/2025\/11\/diversity-min-1024x683.jpg 1024w, https:\/\/summitnext.com\/wp-content\/uploads\/2025\/11\/diversity-min-300x200.jpg 300w, https:\/\/summitnext.com\/wp-content\/uploads\/2025\/11\/diversity-min-768x512.jpg 768w, https:\/\/summitnext.com\/wp-content\/uploads\/2025\/11\/diversity-min-1536x1024.jpg 1536w, https:\/\/summitnext.com\/wp-content\/uploads\/2025\/11\/diversity-min-2048x1366.jpg 2048w, https:\/\/summitnext.com\/wp-content\/uploads\/2025\/11\/diversity-min-18x12.jpg 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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<div class=\"elementor-element elementor-element-ffef195 e-con-full e-flex e-con e-child\" data-id=\"ffef195\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-85e73a9 elementor-widget elementor-widget-heading\" data-id=\"85e73a9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Participants\u2019 tendency to over-rehearse or suppress natural accents.<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a3fc9db elementor-widget elementor-widget-image\" data-id=\"a3fc9db\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"777\" height=\"437\" src=\"https:\/\/summitnext.com\/wp-content\/uploads\/2025\/11\/over-rehearse-2-min.jpg\" class=\"attachment-large size-large wp-image-3456\" alt=\"\" srcset=\"https:\/\/summitnext.com\/wp-content\/uploads\/2025\/11\/over-rehearse-2-min.jpg 777w, https:\/\/summitnext.com\/wp-content\/uploads\/2025\/11\/over-rehearse-2-min-300x169.jpg 300w, https:\/\/summitnext.com\/wp-content\/uploads\/2025\/11\/over-rehearse-2-min-768x432.jpg 768w, https:\/\/summitnext.com\/wp-content\/uploads\/2025\/11\/over-rehearse-2-min-18x10.jpg 18w\" sizes=\"(max-width: 777px) 100vw, 777px\" \/>\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<div class=\"elementor-element elementor-element-c5f78ca e-con-full e-flex e-con e-child\" data-id=\"c5f78ca\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3cf2aa4 elementor-widget elementor-widget-heading\" data-id=\"3cf2aa4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Slow validation cycles in traditional data collection workflows.<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5f00334 elementor-widget elementor-widget-image\" data-id=\"5f00334\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"536\" src=\"https:\/\/summitnext.com\/wp-content\/uploads\/2025\/11\/slow-min-1024x686.jpg\" class=\"attachment-large size-large wp-image-3460\" alt=\"\" srcset=\"https:\/\/summitnext.com\/wp-content\/uploads\/2025\/11\/slow-min-1024x686.jpg 1024w, https:\/\/summitnext.com\/wp-content\/uploads\/2025\/11\/slow-min-300x201.jpg 300w, https:\/\/summitnext.com\/wp-content\/uploads\/2025\/11\/slow-min-768x515.jpg 768w, https:\/\/summitnext.com\/wp-content\/uploads\/2025\/11\/slow-min-1536x1029.jpg 1536w, https:\/\/summitnext.com\/wp-content\/uploads\/2025\/11\/slow-min-2048x1372.jpg 2048w, https:\/\/summitnext.com\/wp-content\/uploads\/2025\/11\/slow-min-18x12.jpg 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7437cc4 e-flex e-con-boxed e-con e-parent\" data-id=\"7437cc4\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3b5f1ce elementor-widget elementor-widget-heading\" data-id=\"3b5f1ce\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Solution:<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ad61d4c elementor-widget elementor-widget-text-editor\" data-id=\"ad61d4c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">SummitNext implemented a three-phase execution model emphasizing authenticity, diversity, and speed:<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-86224a7 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"86224a7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-check\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Freelancer Base for Real-World Code-Switching \u2013 Recruited active code-switchers (urban youth, customer service agents, influencers, gig workers) through campus events, digital platforms, and local community networks. Screened participants for language fluency and accent balance.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-check\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Educate for Natural Delivery \u2013 Conducted onboarding sessions and live Q&amp;As to encourage authentic, informal speech patterns. Shared reference guides addressing tone, slang, and accent variations to reduce participant anxiety and ensure realistic recordings.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-check\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Deliver Quality &amp; Feedback Fast \u2013 Embedded real-time AI-assisted audio validation for instant error detection. Implemented transparent scoring systems, contributor dashboards, and rapid feedback loops to improve data quality and turnaround speed.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\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<div class=\"elementor-element elementor-element-2ff4587 e-flex e-con-boxed e-con e-parent\" data-id=\"2ff4587\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-026d33a e-con-full e-flex e-con e-child\" data-id=\"026d33a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dabb627 elementor-widget elementor-widget-heading\" data-id=\"dabb627\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Want to explore our client's full story?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d05c2df e-con-full e-flex e-con e-child\" data-id=\"d05c2df\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e4dfc4e elementor-widget elementor-widget-metform\" data-id=\"e4dfc4e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"metform.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div id=\"mf-response-props-id-3076\" data-previous-steps-style=\"\" data-editswitchopen=\"\" data-response_type=\"alert\" data-erroricon=\"fas fa-exclamation-triangle\" data-successicon=\"fas fa-check\" data-messageposition=\"top\" class=\"   mf-scroll-top-no\">\n\t\t<div class=\"formpicker_warper formpicker_warper_editable\" data-metform-formpicker-key=\"3076\" >\n\t\t\t\t\n\t\t\t<div class=\"mf-widget-container\">\n\t\t\t\t\r\n\t\t<div\r\n\t\t\tid=\"metform-wrap-e4dfc4e-3076\"\r\n\t\t\tclass=\"mf-form-wrapper\"\r\n\t\t\tdata-form-id=\"3076\"\r\n\t\t\tdata-action=\"https:\/\/summitnext.com\/zh\/wp-json\/metform\/v1\/entries\/insert\/3076\"\r\n\t\t\tdata-wp-nonce=\"d53f5fd243\"\r\n\t\t\tdata-form-nonce=\"7d78bed8ef\"\r\n\t\t\tdata-quiz-summery = \"false\"\r\n\t\t\tdata-save-progress = \"false\"\r\n\t\t\tdata-form-type=\"general-form\"\r\n\t\t\tdata-stop-vertical-effect=\"\"\r\n\t\t\t><\/div>\r\n\r\n\r\n\t\t<!----------------------------- \r\n\t\t\t* controls_data : find the the props passed indie of data attribute\r\n\t\t\t* props.SubmitResponseMarkup : contains the markup of error or success message\r\n\t\t\t* https:\/\/developer.mozilla.org\/en-US\/docs\/Web\/JavaScript\/Reference\/Template_literals\r\n\t\t--------------------------- -->\r\n\r\n\t\t\t\t<script type=\"text\/mf\" class=\"mf-template\">\r\n\t\t\tfunction controls_data (value){\r\n\t\t\t\tlet currentWrapper = \"mf-response-props-id-3076\";\r\n\t\t\t\tlet currentEl = document.getElementById(currentWrapper);\r\n\t\t\t\t\r\n\t\t\t\treturn currentEl ? currentEl.dataset[value] : false\r\n\t\t\t}\r\n\r\n\r\n\t\t\tlet is_edit_mode = '' ? true : false;\r\n\t\t\tlet message_position = controls_data('messageposition') || 'top';\r\n\r\n\t\t\t\r\n\t\t\tlet message_successIcon = controls_data('successicon') || '';\r\n\t\t\tlet message_errorIcon = controls_data('erroricon') || '';\r\n\t\t\tlet message_editSwitch = controls_data('editswitchopen') === 'yes' ? true : false;\r\n\t\t\tlet message_proClass = controls_data('editswitchopen') === 'yes' ? 'mf_pro_activated' : '';\r\n\t\t\t\r\n\t\t\tlet is_dummy_markup = is_edit_mode && message_editSwitch ? true : false;\r\n\r\n\t\t\t\r\n\t\t\treturn html`\r\n\t\t\t\t<form\r\n\t\t\t\t\tclassName=\"metform-form-content\"\r\n\t\t\t\t\tref=${parent.formContainerRef}\r\n\t\t\t\t\tonSubmit=${ validation.handleSubmit( parent.handleFormSubmit ) }\r\n\t\t\t\t\r\n\t\t\t\t\t>\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\t\t${is_dummy_markup ? message_position === 'top' ?  props.ResponseDummyMarkup(message_successIcon, message_proClass) : '' : ''}\r\n\t\t\t\t\t${is_dummy_markup ? ' ' :  message_position === 'top' ? props.SubmitResponseMarkup`${parent}${state}${message_successIcon}${message_errorIcon}${message_proClass}` : ''}\r\n\r\n\t\t\t\t\t<!--------------------------------------------------------\r\n\t\t\t\t\t*** IMPORTANT \/ DANGEROUS ***\r\n\t\t\t\t\t${html``} must be used as in immediate child of \"metform-form-main-wrapper\"\r\n\t\t\t\t\tclass otherwise multistep form will not run at all\r\n\t\t\t\t\t---------------------------------------------------------->\r\n\r\n\t\t\t\t\t<div className=\"metform-form-main-wrapper\" key=${'hide-form-after-submit'} ref=${parent.formRef}>\r\n\t\t\t\t\t${html`\r\n\t\t\t\t\t\t\t\t<div data-elementor-type=\"wp-post\" key=\"2\" data-elementor-id=\"3076\" className=\"elementor elementor-3076\">\n\t\t\t\t\t\t<section className=\"elementor-section elementor-top-section elementor-element elementor-element-26ea9738 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"26ea9738\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div className=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div className=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7c8f3e4b\" data-id=\"7c8f3e4b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div className=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section className=\"elementor-section elementor-inner-section elementor-element elementor-element-6a37e2f9 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"6a37e2f9\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div className=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div className=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-24dd7809\" data-id=\"24dd7809\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div className=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div className=\"elementor-element elementor-element-184663a1 elementor-widget elementor-widget-mf-text\" data-id=\"184663a1\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;mf_input_name&quot;:&quot;mf-first-name&quot;}\" data-widget_type=\"mf-text.default\">\n\t\t\t\t<div className=\"elementor-widget-container\">\n\t\t\t\t\t\r\n\t\t<div className=\"mf-input-wrapper\">\r\n\t\t\t\r\n\t\t\t<input\r\n\t\t\t\ttype=\"text\"\r\n\t\t\t\tclassName=\"mf-input mf-conditional-input\"\r\n\t\t\t\tid=\"mf-input-text-184663a1\"\r\n\t\t\t\tname=\"mf-first-name\"\r\n\t\t\t\tplaceholder=\"${ parent.decodeEntities(`First name here`) } \"\r\n\t\t\t\t\t\t\t\t\tonInput=${parent.handleChange}\r\n\t\t\t\t\tonBlur=${parent.handleChange}\r\n\t\t\t\t\taria-invalid=${validation.errors['mf-first-name'] ? 'true' : 'false'}\r\n\t\t\t\t\tref=${el =>{\r\n\t\t\t\t\t\t\t\t\t\t\t\tparent.activateValidation({\"message\":\"This field is required.\",\"minLength\":1,\"maxLength\":\"\",\"type\":\"none\",\"required\":true,\"expression\":\"null\"}, el)\r\n\t\t\t\t\t}}\r\n\t\t\t\t\t\t\t\t\/>\r\n\r\n\t\t\t\t\t\t\t<${validation.ErrorMessage}\r\n\t\t\t\t\terrors=${validation.errors}\r\n\t\t\t\t\tname=\"mf-first-name\"\r\n\t\t\t\t\tas=${html`<span className=\"mf-error-message\"><\/span>`}\r\n\t\t\t\t\t\/>\r\n\t\t\t\r\n\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div className=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-1e243baf\" data-id=\"1e243baf\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div className=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div className=\"elementor-element elementor-element-763108f5 elementor-widget elementor-widget-mf-text\" data-id=\"763108f5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;mf_input_name&quot;:&quot;mf-last-name&quot;}\" data-widget_type=\"mf-text.default\">\n\t\t\t\t<div className=\"elementor-widget-container\">\n\t\t\t\t\t\r\n\t\t<div className=\"mf-input-wrapper\">\r\n\t\t\t\r\n\t\t\t<input\r\n\t\t\t\ttype=\"text\"\r\n\t\t\t\tclassName=\"mf-input mf-conditional-input\"\r\n\t\t\t\tid=\"mf-input-text-763108f5\"\r\n\t\t\t\tname=\"mf-last-name\"\r\n\t\t\t\tplaceholder=\"${ parent.decodeEntities(`Last name here`) } \"\r\n\t\t\t\t\t\t\t\t\tonInput=${parent.handleChange}\r\n\t\t\t\t\tonBlur=${parent.handleChange}\r\n\t\t\t\t\taria-invalid=${validation.errors['mf-last-name'] ? 'true' : 'false'}\r\n\t\t\t\t\tref=${el =>{\r\n\t\t\t\t\t\t\t\t\t\t\t\tparent.activateValidation({\"message\":\"This field is required.\",\"minLength\":1,\"maxLength\":\"\",\"type\":\"none\",\"required\":true,\"expression\":\"null\"}, el)\r\n\t\t\t\t\t}}\r\n\t\t\t\t\t\t\t\t\/>\r\n\r\n\t\t\t\t\t\t\t<${validation.ErrorMessage}\r\n\t\t\t\t\terrors=${validation.errors}\r\n\t\t\t\t\tname=\"mf-last-name\"\r\n\t\t\t\t\tas=${html`<span className=\"mf-error-message\"><\/span>`}\r\n\t\t\t\t\t\/>\r\n\t\t\t\r\n\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section className=\"elementor-section elementor-inner-section elementor-element elementor-element-3a62ea78 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"3a62ea78\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div className=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div className=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-2c9a43de\" data-id=\"2c9a43de\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div className=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div className=\"elementor-element elementor-element-47e25ccc elementor-widget elementor-widget-mf-email\" data-id=\"47e25ccc\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;mf_input_name&quot;:&quot;mf-email&quot;}\" data-widget_type=\"mf-email.default\">\n\t\t\t\t<div className=\"elementor-widget-container\">\n\t\t\t\t\t\r\n\t\t<div className=\"mf-input-wrapper\">\r\n\t\t\t\r\n\t\t\t<input \r\n\t\t\t\ttype=\"email\" \r\n\t\t\t\t \r\n\t\t\t\tdefaultValue=\"\" \r\n\t\t\t\tclassName=\"mf-input mf-conditional-input\" \r\n\t\t\t\tid=\"mf-input-email-47e25ccc\" \r\n\t\t\t\tname=\"mf-email\" \r\n\t\t\t\tplaceholder=\"${ parent.decodeEntities(`Add email`) } \" \r\n\t\t\t\t \r\n\t\t\t\tonBlur=${parent.handleChange} onFocus=${parent.handleChange} aria-invalid=${validation.errors['mf-email'] ? 'true' : 'false' } \r\n\t\t\t\tref=${el=> parent.activateValidation({\"message\":\"This field is required.\",\"emailMessage\":\"Please enter a valid Email address\",\"minLength\":1,\"maxLength\":\"\",\"type\":\"none\",\"required\":true,\"expression\":\"null\"}, el)}\r\n\t\t\t\t\t\t\t\/>\r\n\r\n\t\t\t\t\t\t<${validation.ErrorMessage} \r\n\t\t\t\terrors=${validation.errors} \r\n\t\t\t\tname=\"mf-email\" \r\n\t\t\t\tas=${html`<span className=\"mf-error-message\"><\/span>`}\r\n\t\t\t\/>\r\n\t\t\t\r\n\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div className=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-676e8797\" data-id=\"676e8797\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div className=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div className=\"elementor-element elementor-element-20deb7b9 elementor-widget elementor-widget-mf-text\" data-id=\"20deb7b9\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;mf_input_name&quot;:&quot;mf-subject&quot;}\" data-widget_type=\"mf-text.default\">\n\t\t\t\t<div className=\"elementor-widget-container\">\n\t\t\t\t\t\r\n\t\t<div className=\"mf-input-wrapper\">\r\n\t\t\t\r\n\t\t\t<input\r\n\t\t\t\ttype=\"text\"\r\n\t\t\t\tclassName=\"mf-input mf-conditional-input\"\r\n\t\t\t\tid=\"mf-input-text-20deb7b9\"\r\n\t\t\t\tname=\"mf-subject\"\r\n\t\t\t\tplaceholder=\"${ parent.decodeEntities(`Add Number`) } \"\r\n\t\t\t\t\t\t\t\t\tonInput=${parent.handleChange}\r\n\t\t\t\t\tonBlur=${parent.handleChange}\r\n\t\t\t\t\taria-invalid=${validation.errors['mf-subject'] ? 'true' : 'false'}\r\n\t\t\t\t\tref=${el =>{\r\n\t\t\t\t\t\t\t\t\t\t\t\tparent.activateValidation({\"message\":\"This field is required.\",\"minLength\":1,\"maxLength\":\"\",\"type\":\"none\",\"required\":true,\"expression\":\"null\"}, el)\r\n\t\t\t\t\t}}\r\n\t\t\t\t\t\t\t\t\/>\r\n\r\n\t\t\t\t\t\t\t<${validation.ErrorMessage}\r\n\t\t\t\t\terrors=${validation.errors}\r\n\t\t\t\t\tname=\"mf-subject\"\r\n\t\t\t\t\tas=${html`<span className=\"mf-error-message\"><\/span>`}\r\n\t\t\t\t\t\/>\r\n\t\t\t\r\n\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section className=\"elementor-section elementor-inner-section elementor-element elementor-element-1f6daab4 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"1f6daab4\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div className=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div className=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-54f54cbc\" data-id=\"54f54cbc\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div className=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div className=\"elementor-element elementor-element-d3af341 elementor-widget__width-auto elementor-widget elementor-widget-mf-button\" data-id=\"d3af341\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"mf-button.default\">\n\t\t\t\t<div className=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div className=\"mf-btn-wraper mf-conditional-input\" data-mf-form-conditional-logic-requirement=\"\">\r\n\t\t\t\t\t\t\t<button type=\"submit\" className=\"metform-btn metform-submit-btn \" id=\"\">\r\n\t\t\t\t\t<span>${ parent.decodeEntities(`Download Free Case Study`) } <\/span>\r\n\t\t\t\t<\/button>\r\n\t\t\t        <\/div>\r\n        \t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t`}\r\n\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t${is_dummy_markup ? message_position === 'bottom' ? props.ResponseDummyMarkup(message_successIcon, message_proClass) : '' : ''}\r\n\t\t\t\t\t${is_dummy_markup ? ' ' : message_position === 'bottom' ? props.SubmitResponseMarkup`${parent}${state}${message_successIcon}${message_errorIcon}${message_proClass}` : ''}\r\n\t\t\t\t\r\n\t\t\t\t<\/form>\r\n\t\t\t`\r\n\t\t<\/script>\r\n\r\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t<\/div>\t\t\t\t<\/div>\n\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<div class=\"elementor-element elementor-element-673af4d e-flex e-con-boxed e-con e-parent\" data-id=\"673af4d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dcd1a2a elementor-widget elementor-widget-heading\" data-id=\"dcd1a2a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">WHO WE ARE<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4098f14 elementor-widget elementor-widget-text-editor\" data-id=\"4098f14\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>We at SummitNext Technologies, founded in 2020, are a BPO company with a vision to transform customer support, customer acquisition, data annotation and backend support domains through technology, human expertise, and innovation. We are Head Quartered in Malaysia, with offices in Philippines. India and Uzbekistan. We are sup<\/p><p>ported with Remote teams in more than 28+ countries.<\/p>\t\t\t\t\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<div class=\"elementor-element elementor-element-e321ac3 e-grid e-con-full e-con e-child\" data-id=\"e321ac3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2983955 elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"2983955\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"flag-icons-my\" viewBox=\"0 0 640 480\"><g clip-path=\"url(#my-a)\"><path fill=\"#C00\" d=\"M0 0h640v480H0z\"><\/path><path fill=\"#C00\" d=\"M0 0h640v34.3H0z\"><\/path><path fill=\"#fff\" d=\"M0 34.3h640v34.3H0z\"><\/path><path fill=\"#C00\" d=\"M0 68.6h640v34.3H0z\"><\/path><path fill=\"#fff\" d=\"M0 102.9h640V137H0z\"><\/path><path fill=\"#C00\" d=\"M0 137.1h640v34.3H0z\"><\/path><path fill=\"#fff\" d=\"M0 171.4h640v34.3H0z\"><\/path><path fill=\"#C00\" d=\"M0 205.7h640V240H0z\"><\/path><path fill=\"#fff\" d=\"M0 240h640v34.3H0z\"><\/path><path fill=\"#C00\" d=\"M0 274.3h640v34.3H0z\"><\/path><path fill=\"#fff\" d=\"M0 308.6h640v34.3H0z\"><\/path><path fill=\"#C00\" d=\"M0 342.9h640V377H0z\"><\/path><path fill=\"#fff\" d=\"M0 377.1h640v34.3H0z\"><\/path><path fill=\"#C00\" d=\"M0 411.4h640v34.3H0z\"><\/path><path fill=\"#fff\" d=\"M0 445.7h640V480H0z\"><\/path><path fill=\"#006\" d=\"M0 .5h320v274.3H0z\"><\/path><path fill=\"#FC0\" d=\"m207.5 73.8 6 40.7 23-34-12.4 39.2 35.5-20.8-28.1 30 41-3.2-38.3 14.8 38.3 14.8-41-3.2 28.1 30-35.5-20.8 12.3 39.3-23-34.1-6 40.7-5.9-40.7-23 34 12.4-39.2-35.5 20.8 28-30-41 3.2 38.4-14.8-38.3-14.8 41 3.2-28.1-30 35.5 20.8-12.4-39.3 23 34.1zm-33.3 1.7a71.1 71.1 0 0 0-100 65 71.1 71.1 0 0 0 100 65 80 80 0 0 1-83.2 6.2 80 80 0 0 1-43.4-71.2 80 80 0 0 1 126.6-65\"><\/path><\/g><defs><clipPath id=\"my-a\"><path fill=\"#fff\" d=\"M0 0h640v480H0z\"><\/path><\/clipPath><\/defs><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tMalaysia\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cf6b180 elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"cf6b180\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"flag-icons-in\" viewBox=\"0 0 640 480\"><path fill=\"#f93\" d=\"M0 0h640v160H0z\"><\/path><path fill=\"#fff\" d=\"M0 160h640v160H0z\"><\/path><path fill=\"#128807\" d=\"M0 320h640v160H0z\"><\/path><g transform=\"matrix(3.2 0 0 3.2 320 240)\"><circle r=\"20\" fill=\"#008\"><\/circle><circle r=\"17.5\" fill=\"#fff\"><\/circle><circle r=\"3.5\" fill=\"#008\"><\/circle><g id=\"in-d\"><g id=\"in-c\"><g id=\"in-b\"><g id=\"in-a\" fill=\"#008\"><circle r=\".9\" transform=\"rotate(7.5 -8.8 133.5)\"><\/circle><path d=\"M0 17.5.6 7 0 2l-.6 5z\"><\/path><\/g><use xlink:href=\"#in-a\" width=\"100%\" height=\"100%\" transform=\"rotate(15)\"><\/use><\/g><use xlink:href=\"#in-b\" width=\"100%\" height=\"100%\" transform=\"rotate(30)\"><\/use><\/g><use xlink:href=\"#in-c\" width=\"100%\" height=\"100%\" transform=\"rotate(60)\"><\/use><\/g><use xlink:href=\"#in-d\" width=\"100%\" height=\"100%\" transform=\"rotate(120)\"><\/use><use xlink:href=\"#in-d\" width=\"100%\" height=\"100%\" transform=\"rotate(-120)\"><\/use><\/g><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tIndia\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3570d7a elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"3570d7a\" 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key=\"Ylr00kdTsgQXZHKuRfRs\"><\/chat-widget>","protected":false},"excerpt":{"rendered":"<p>Speech Dataset Collection for Multilingual Voice AI Training Challenges: The client needed multilingual conversational speech data featuring natural code-switching across South Asian, Latin-American, and European languages. Lack of authentic mixed-language datasets and diversity led to low AI model accuracy and biased speech recognition outcomes. Industry: Artificial Intelligence \/ Data Annotation \/ Speech Technology Solutions: SummitNext [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_theme","meta":{"_joinchat":[],"footnotes":""},"class_list":["post-3437","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/summitnext.com\/zh\/wp-json\/wp\/v2\/pages\/3437","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/summitnext.com\/zh\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/summitnext.com\/zh\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/summitnext.com\/zh\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/summitnext.com\/zh\/wp-json\/wp\/v2\/comments?post=3437"}],"version-history":[{"count":25,"href":"https:\/\/summitnext.com\/zh\/wp-json\/wp\/v2\/pages\/3437\/revisions"}],"predecessor-version":[{"id":3732,"href":"https:\/\/summitnext.com\/zh\/wp-json\/wp\/v2\/pages\/3437\/revisions\/3732"}],"wp:attachment":[{"href":"https:\/\/summitnext.com\/zh\/wp-json\/wp\/v2\/media?parent=3437"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}