{"id":3090,"date":"2026-09-08T10:37:47","date_gmt":"2026-09-08T02:37:47","guid":{"rendered":"https:\/\/durianjournal.com\/my\/?p=3090"},"modified":"2026-09-08T10:37:47","modified_gmt":"2026-09-08T02:37:47","slug":"how-ai-document-sorting-saves-hours-for-exporters","status":"publish","type":"post","link":"https:\/\/durianjournal.com\/my\/how-ai-document-sorting-saves-hours-for-exporters\/","title":{"rendered":"How AI Document Sorting Saves Hours for Exporters"},"content":{"rendered":"<style>@import url('https:\/\/fonts.googleapis.com\/css2?family=Merriweather:ital,wght@0,100..900;1,100..700;1,100..900&family=Montserrat:ital,wght@0,100..900;1,100..900&family=Roboto:ital,wght@0,100..900;1,100..900&family=Rubik:ital,wght@0,100..900;1,100..900&display=auto');.wp-premium-body { font-family: 'Rubik', 'Roboto', sans-serif; color: #333333; line-height: 1.75; font-size: 16px; margin: 0 auto; }.wp-premium-callout { font-family: 'Merriweather', serif; background-color: #f4f7f6; border-left: 4px solid #00a88f; padding: 22px; margin: 25px 0; border-radius: 0 8px 8px 0; }.wp-premium-cta-box { background: linear-gradient(135deg, #111111 0%, #2c3e50 100%); color: #ffffff; padding: 40px; text-align: center; border-radius: 12px; margin: 40px 0; }.wp-premium-btn { display: inline-block; background-color: #00a88f; color: #ffffff !important; padding: 14px 35px; text-decoration: none !important; font-weight: bold; border-radius: 5px; margin-top: 15px; }<\/style>\n<div class='wp-premium-body'>\n<div class='wp-premium-callout'><strong>Quick Summary:<\/strong><\/p>\n<p>For exporters moving freight through Port Klang or KLIA, manual document sorting \u2014 separating invoices, packing lists, K2 customs declarations, and certificates of origin \u2014 consumes roughly an hour of work per shipment. AI extraction and classification tools cut that to under five minutes by reading documents on arrival and routing them to the correct digital folder or ERP entry, with measurable accuracy above 99% on standard field extraction.<\/p>\n<\/div>\n<h2>1. Where Exporters Actually Lose the Hours<\/h2>\n<p>The time is not spent typing. It is spent deciding. A typical export shipment out of Malaysia carries 30 to 50 pages across at least seven document types: the commercial invoice, packing list, bill of lading, customs K2 export declaration, Certificate of Origin (Form D or ANZ-CEPT), insurance certificate, and the bank&#8217;s letter of credit terms. Before any of that data enters a forwarding system or customs broker&#8217;s portal, a junior operations clerk physically separates the bundle, checks which page belongs to which consignment, and manually re-keys fields into DagangNet, the forwarder&#8217;s TMS, or a spreadsheet.<\/p>\n<p>In a KL-based freight forwarder processing 40 shipments daily, that sorting and initial keying step accounts for the bulk of the 45 to 90 minutes per shipment. The task is also the first error source: a mislabelled document or a mistyped customs code creates a customs hold at Westports or Northport, triggering demurrage charges and a re-submission cycle. The solution is not better training \u2014 it&#8217;s removing the classification decision from the human workflow entirely.<\/p>\n<h2>2. The Recognition Stack: OCR, Field Extraction, and Classification<\/h2>\n<p>Modern AI document sorting systems are layered. Optical character recognition (OCR) handles low-resolution scans and Malay or Chinese text fragments on packing lists. Layout analysis identifies structure \u2014 a commercial invoice has distinct line-item tables, while a bill of lading has a freight block and a consignee block that follows a fixed pattern. The classification engine then assigns the document to a defined type, and field extraction pulls specific values: invoice number, HS code, gross weight, port of discharge, and Incoterm.<\/p>\n<p>The difference from the older template-based OCR is that current systems \u2014 Nanonets, Rossum, Kofax TotalAgility, ABBYY Vantage \u2014 use either transformer-based layout models or LLM-assisted extraction. They do not require a rigid template per forwarder. If a Sri Lankan supplier sends a packing list with fields arranged differently from the previous shipment, the model still routes it correctly to the &#8220;Packing List&#8221; folder because it reads the semantic structure, not a pixel coordinate map.<\/p>\n<h2>3. Manual Sorting vs AI Sorting: The Per-Shipment Time Math<\/h2>\n<p>The savings come in a specific, measurable sequence. A manual operator needs roughly 60 seconds per document to identify the type, then another 90 seconds to key the critical fields into the forwarder&#8217;s system. For a 12-document shipment, that is 30 minutes of handling time. AI document sorting performs the same classification and field extraction in under 8 seconds per document and writes the output directly into the ERP via API. For a single shipment, the saving is roughly 28 minutes. At 40 shipments per day, that is 18.7 hours per week \u2014 effectively one full-time operations clerk reassigned from data entry to exception handling and customer follow-up.<\/p>\n<p>Accuracy drives the monetary value. Manual field entry on export documents has an expected error rate of 1% to 3% per field. A K2 form with a mistyped HS code or a misdeclared weight triggers a customs verification hold. AI-based extraction with confidence scoring flags low-confidence fields for human review instead of passing them through, reducing the hold rate to near zero and avoiding the RM 200 to RM 500 demurrage and re-submission costs per disrupted shipment.<\/p>\n<h2>4. Deployment Without Disrupting Forwarder Workflows<\/h2>\n<p>Integration within a Malaysian export operation follows a practical pattern: scan to an email inbox or shared folder, then route through the AI layer before it reaches the existing forwarding software. Tools like Rossum and Nanonets provide REST APIs that connect to the system the forwarder already uses \u2014 SAP, the smaller local SQL-based forwarding platforms, or a simple Google Drive structure with folder-per-shipment logic. Documents arrive as PDFs from the supplier&#8217;s email; the AI sorts them into subfolders named by container number or shipment reference, and then pushes extracted values into the TMS fields.<\/p>\n<p>Local regulatory workflow still needs a human in one place: the customs broker must physically authorise the K2 submission through DagangNet. But the AI layer handles the 95% of work that happens before the broker opens the screen \u2014 matching the invoice to the packing list totals and verifying that the declared CIF value matches the bill of lading.<\/p>\n<h2>5. What Port Klang Shippers See in Practice<\/h2>\n<p>A mid-size furniture exporter in Johor Bahru shipping FCL containers to the EU via Port Klang typically handles 15 to 20 export shipments per week. Each shipment carries the same recurring document mix. The first two weeks of AI sorting \u2014 after a clean-up of existing document templates and a mapped ERP integration \u2014 reduces the operations team&#8217;s document handling from an estimated 8 hours per week to under 50 minutes. The tangible output is not &#8220;digital transformation&#8221; but a backlog of cleared files by 10 AM and a closing accuracy check that no longer holds up the shipping order.<\/p>\n<p>The practical deployment decision comes down to whether the forwarder or the exporter operates the system. Exporters with regular high-volume lanes should own it because the AI sorts documents by their own internal shipment references, not the forwarder&#8217;s. For that setup, the right tool is one with strong API support and pre-trained models for trade documents. The table below summarises the leading options by their core strength.<\/p>\n<div style='overflow-x: auto; margin: 30px 0;'>\n<table class='wp-premium-table'>\n<thead>\n<tr>\n<th>System<\/th>\n<th>Key Feature<\/th>\n<th>Best For<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Nanonets<\/td>\n<td>LLM-based extraction with custom field mapping via API<\/td>\n<td>Exporters with existing ERP or forwarding software and high shipment volume<\/td>\n<\/tr>\n<tr>\n<td>Rossum<\/td>\n<td>Focused on continuous learning from human corrections<\/td>\n<td>Operations with a dedicated clerk to review flagged low-confidence fields<\/td>\n<\/tr>\n<tr>\n<td>Kofax TotalAgility<\/td>\n<td>Full workflow automation with capture, routing, and DMS integration<\/td>\n<td>Large forwarders handling multiple document languages and formats<\/td>\n<\/tr>\n<tr>\n<td>ABBYY Vantage<\/td>\n<td>Granular layout analysis with high accuracy on non-standard invoice layouts<\/td>\n<td>Suppliers from varied origins sending non-standardised packing lists<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<div class='wp-premium-cta-box'>\n<h3>Ready to Accelerate Your Digital Growth Strategy?<\/h3>\n<p>Partner with an industry-leading digital agency to upscale your infrastructure today.<\/p>\n<p><a href='https:\/\/www.justsimple.com.my\/' class='wp-premium-btn'>Get Started for Free Today<\/a><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Quick Summary: For exporters moving freight through Port Klang or KLIA, manual document sorting \u2014 separating invoices, packing lists, K2 customs declarations, and certificates of origin \u2014 consumes roughly an hour of work per shipment. AI extraction and classification tools cut that to under five minutes by reading documents on arrival and routing them to [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":3145,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_ppma_block_editor_authors":""},"categories":[15],"tags":[],"ppma_author":[34],"class_list":["post-3090","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-lifestyle-culture"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>How AI Document Sorting Saves Hours for Exporters - Durian Journal Malaysia<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/durianjournal.com\/my\/how-ai-document-sorting-saves-hours-for-exporters\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How AI Document Sorting Saves Hours for Exporters - Durian Journal Malaysia\" \/>\n<meta property=\"og:description\" content=\"Quick Summary: For exporters moving freight through Port Klang or KLIA, manual document sorting \u2014 separating invoices, packing lists, K2 customs declarations, and certificates of origin \u2014 consumes roughly an hour of work per shipment. AI extraction and classification tools cut that to under five minutes by reading documents on arrival and routing them to [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/durianjournal.com\/my\/how-ai-document-sorting-saves-hours-for-exporters\/\" \/>\n<meta property=\"og:site_name\" content=\"Durian Journal Malaysia\" \/>\n<meta property=\"article:published_time\" content=\"2026-09-08T02:37:47+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/durianjournal.com\/my\/wp-content\/uploads\/2026\/08\/how-ai-document-sorting-saves-hours-for-exporters-1.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1080\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"becky fung\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"becky fung\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/durianjournal.com\\\/my\\\/how-ai-document-sorting-saves-hours-for-exporters\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/durianjournal.com\\\/my\\\/how-ai-document-sorting-saves-hours-for-exporters\\\/\"},\"author\":{\"name\":\"becky fung\",\"@id\":\"https:\\\/\\\/durianjournal.com\\\/my\\\/#\\\/schema\\\/person\\\/44f8171ce1f4b566a0431b0e9f980baf\"},\"headline\":\"How AI Document Sorting Saves Hours for Exporters\",\"datePublished\":\"2026-09-08T02:37:47+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/durianjournal.com\\\/my\\\/how-ai-document-sorting-saves-hours-for-exporters\\\/\"},\"wordCount\":1026,\"publisher\":{\"@id\":\"https:\\\/\\\/durianjournal.com\\\/my\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/durianjournal.com\\\/my\\\/how-ai-document-sorting-saves-hours-for-exporters\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/durianjournal.com\\\/my\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/how-ai-document-sorting-saves-hours-for-exporters-1.webp\",\"articleSection\":[\"Lifestyle &amp; Culture\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/durianjournal.com\\\/my\\\/how-ai-document-sorting-saves-hours-for-exporters\\\/\",\"url\":\"https:\\\/\\\/durianjournal.com\\\/my\\\/how-ai-document-sorting-saves-hours-for-exporters\\\/\",\"name\":\"How AI Document Sorting Saves Hours for Exporters - Durian Journal Malaysia\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/durianjournal.com\\\/my\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/durianjournal.com\\\/my\\\/how-ai-document-sorting-saves-hours-for-exporters\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/durianjournal.com\\\/my\\\/how-ai-document-sorting-saves-hours-for-exporters\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/durianjournal.com\\\/my\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/how-ai-document-sorting-saves-hours-for-exporters-1.webp\",\"datePublished\":\"2026-09-08T02:37:47+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/durianjournal.com\\\/my\\\/how-ai-document-sorting-saves-hours-for-exporters\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/durianjournal.com\\\/my\\\/how-ai-document-sorting-saves-hours-for-exporters\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/durianjournal.com\\\/my\\\/how-ai-document-sorting-saves-hours-for-exporters\\\/#primaryimage\",\"url\":\"https:\\\/\\\/durianjournal.com\\\/my\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/how-ai-document-sorting-saves-hours-for-exporters-1.webp\",\"contentUrl\":\"https:\\\/\\\/durianjournal.com\\\/my\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/how-ai-document-sorting-saves-hours-for-exporters-1.webp\",\"width\":1920,\"height\":1080},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/durianjournal.com\\\/my\\\/how-ai-document-sorting-saves-hours-for-exporters\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/durianjournal.com\\\/my\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"How AI Document Sorting Saves Hours for Exporters\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/durianjournal.com\\\/my\\\/#website\",\"url\":\"https:\\\/\\\/durianjournal.com\\\/my\\\/\",\"name\":\"Durian Journal\",\"description\":\"Malaysia\u2019s Freshest News, Trends &amp; Insights\",\"publisher\":{\"@id\":\"https:\\\/\\\/durianjournal.com\\\/my\\\/#organization\"},\"alternateName\":\"Malaysia Top Recommendation\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/durianjournal.com\\\/my\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/durianjournal.com\\\/my\\\/#organization\",\"name\":\"Durian Journal Article\",\"url\":\"https:\\\/\\\/durianjournal.com\\\/my\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/durianjournal.com\\\/my\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/durianjournal.com\\\/my\\\/wp-content\\\/uploads\\\/2025\\\/03\\\/durian-journal-malaysia-blog.png\",\"contentUrl\":\"https:\\\/\\\/durianjournal.com\\\/my\\\/wp-content\\\/uploads\\\/2025\\\/03\\\/durian-journal-malaysia-blog.png\",\"width\":578,\"height\":196,\"caption\":\"Durian Journal Article\"},\"image\":{\"@id\":\"https:\\\/\\\/durianjournal.com\\\/my\\\/#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/durianjournal.com\\\/my\\\/#\\\/schema\\\/person\\\/44f8171ce1f4b566a0431b0e9f980baf\",\"name\":\"becky fung\",\"url\":\"https:\\\/\\\/durianjournal.com\\\/my\\\/author\\\/beckyfung\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"How AI Document Sorting Saves Hours for Exporters - Durian Journal Malaysia","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/durianjournal.com\/my\/how-ai-document-sorting-saves-hours-for-exporters\/","og_locale":"en_US","og_type":"article","og_title":"How AI Document Sorting Saves Hours for Exporters - Durian Journal Malaysia","og_description":"Quick Summary: For exporters moving freight through Port Klang or KLIA, manual document sorting \u2014 separating invoices, packing lists, K2 customs declarations, and certificates of origin \u2014 consumes roughly an hour of work per shipment. AI extraction and classification tools cut that to under five minutes by reading documents on arrival and routing them to [&hellip;]","og_url":"https:\/\/durianjournal.com\/my\/how-ai-document-sorting-saves-hours-for-exporters\/","og_site_name":"Durian Journal Malaysia","article_published_time":"2026-09-08T02:37:47+00:00","og_image":[{"width":1920,"height":1080,"url":"https:\/\/durianjournal.com\/my\/wp-content\/uploads\/2026\/08\/how-ai-document-sorting-saves-hours-for-exporters-1.webp","type":"image\/webp"}],"author":"becky fung","twitter_card":"summary_large_image","twitter_misc":{"Written by":"becky fung","Est. reading time":"5 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/durianjournal.com\/my\/how-ai-document-sorting-saves-hours-for-exporters\/#article","isPartOf":{"@id":"https:\/\/durianjournal.com\/my\/how-ai-document-sorting-saves-hours-for-exporters\/"},"author":{"name":"becky fung","@id":"https:\/\/durianjournal.com\/my\/#\/schema\/person\/44f8171ce1f4b566a0431b0e9f980baf"},"headline":"How AI Document Sorting Saves Hours for Exporters","datePublished":"2026-09-08T02:37:47+00:00","mainEntityOfPage":{"@id":"https:\/\/durianjournal.com\/my\/how-ai-document-sorting-saves-hours-for-exporters\/"},"wordCount":1026,"publisher":{"@id":"https:\/\/durianjournal.com\/my\/#organization"},"image":{"@id":"https:\/\/durianjournal.com\/my\/how-ai-document-sorting-saves-hours-for-exporters\/#primaryimage"},"thumbnailUrl":"https:\/\/durianjournal.com\/my\/wp-content\/uploads\/2026\/08\/how-ai-document-sorting-saves-hours-for-exporters-1.webp","articleSection":["Lifestyle &amp; Culture"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/durianjournal.com\/my\/how-ai-document-sorting-saves-hours-for-exporters\/","url":"https:\/\/durianjournal.com\/my\/how-ai-document-sorting-saves-hours-for-exporters\/","name":"How AI Document Sorting Saves Hours for Exporters - Durian Journal Malaysia","isPartOf":{"@id":"https:\/\/durianjournal.com\/my\/#website"},"primaryImageOfPage":{"@id":"https:\/\/durianjournal.com\/my\/how-ai-document-sorting-saves-hours-for-exporters\/#primaryimage"},"image":{"@id":"https:\/\/durianjournal.com\/my\/how-ai-document-sorting-saves-hours-for-exporters\/#primaryimage"},"thumbnailUrl":"https:\/\/durianjournal.com\/my\/wp-content\/uploads\/2026\/08\/how-ai-document-sorting-saves-hours-for-exporters-1.webp","datePublished":"2026-09-08T02:37:47+00:00","breadcrumb":{"@id":"https:\/\/durianjournal.com\/my\/how-ai-document-sorting-saves-hours-for-exporters\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/durianjournal.com\/my\/how-ai-document-sorting-saves-hours-for-exporters\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/durianjournal.com\/my\/how-ai-document-sorting-saves-hours-for-exporters\/#primaryimage","url":"https:\/\/durianjournal.com\/my\/wp-content\/uploads\/2026\/08\/how-ai-document-sorting-saves-hours-for-exporters-1.webp","contentUrl":"https:\/\/durianjournal.com\/my\/wp-content\/uploads\/2026\/08\/how-ai-document-sorting-saves-hours-for-exporters-1.webp","width":1920,"height":1080},{"@type":"BreadcrumbList","@id":"https:\/\/durianjournal.com\/my\/how-ai-document-sorting-saves-hours-for-exporters\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/durianjournal.com\/my\/"},{"@type":"ListItem","position":2,"name":"How AI Document Sorting Saves Hours for Exporters"}]},{"@type":"WebSite","@id":"https:\/\/durianjournal.com\/my\/#website","url":"https:\/\/durianjournal.com\/my\/","name":"Durian Journal","description":"Malaysia\u2019s Freshest News, Trends &amp; Insights","publisher":{"@id":"https:\/\/durianjournal.com\/my\/#organization"},"alternateName":"Malaysia Top Recommendation","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/durianjournal.com\/my\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/durianjournal.com\/my\/#organization","name":"Durian Journal Article","url":"https:\/\/durianjournal.com\/my\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/durianjournal.com\/my\/#\/schema\/logo\/image\/","url":"https:\/\/durianjournal.com\/my\/wp-content\/uploads\/2025\/03\/durian-journal-malaysia-blog.png","contentUrl":"https:\/\/durianjournal.com\/my\/wp-content\/uploads\/2025\/03\/durian-journal-malaysia-blog.png","width":578,"height":196,"caption":"Durian Journal Article"},"image":{"@id":"https:\/\/durianjournal.com\/my\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/durianjournal.com\/my\/#\/schema\/person\/44f8171ce1f4b566a0431b0e9f980baf","name":"becky fung","url":"https:\/\/durianjournal.com\/my\/author\/beckyfung\/"}]}},"authors":[{"term_id":34,"user_id":5,"is_guest":0,"slug":"beckyfung","display_name":"becky fung","avatar_url":"https:\/\/durianjournal.com\/my\/wp-content\/uploads\/2025\/03\/beckyfung-HK.png","author_category":"","first_name":"becky","last_name":"fung","user_url":"","job_title":"","description":""}],"_links":{"self":[{"href":"https:\/\/durianjournal.com\/my\/wp-json\/wp\/v2\/posts\/3090","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/durianjournal.com\/my\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/durianjournal.com\/my\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/durianjournal.com\/my\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/durianjournal.com\/my\/wp-json\/wp\/v2\/comments?post=3090"}],"version-history":[{"count":1,"href":"https:\/\/durianjournal.com\/my\/wp-json\/wp\/v2\/posts\/3090\/revisions"}],"predecessor-version":[{"id":3146,"href":"https:\/\/durianjournal.com\/my\/wp-json\/wp\/v2\/posts\/3090\/revisions\/3146"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/durianjournal.com\/my\/wp-json\/wp\/v2\/media\/3145"}],"wp:attachment":[{"href":"https:\/\/durianjournal.com\/my\/wp-json\/wp\/v2\/media?parent=3090"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/durianjournal.com\/my\/wp-json\/wp\/v2\/categories?post=3090"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/durianjournal.com\/my\/wp-json\/wp\/v2\/tags?post=3090"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/durianjournal.com\/my\/wp-json\/wp\/v2\/ppma_author?post=3090"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}