{"id":1177,"date":"2025-06-18T22:14:25","date_gmt":"2025-06-18T22:14:25","guid":{"rendered":"https:\/\/getupfront.io\/blog\/?p=1177"},"modified":"2025-07-28T23:20:11","modified_gmt":"2025-07-28T23:20:11","slug":"ai-ar-automation","status":"publish","type":"post","link":"https:\/\/getupfront.io\/blog\/ai-ar-automation\/","title":{"rendered":"Transform AR with AI: How Machine Learning Automates Receivables &#038; Boosts Cash Flow"},"content":{"rendered":"<p><strong>H<span style=\"font-size: 18pt;\">ow does AI <a href=\"https:\/\/getupfront.io\/blog\/ar-automation-for-small-business\/\">AR Automation<\/a> reduce late payments in accounts receivable?<\/span><\/strong><\/p>\n<p>60% of late payments stem from manual <a href=\"https:\/\/getupfront.io\/blog\/automated-invoicing-reduces-errors\/\">invoicing errors<\/a> (PYMNTS 2025). AI-driven AR automation eliminates these errors by:<\/p>\n<ul style=\"list-style-type: square;\">\n<li><em>Predicting payment delays using behavioral analytics<\/em><\/li>\n<li>Auto-matching payments to invoices with 95% accuracy<\/li>\n<li><em>Sending hyper-personalized reminders via optimal channels<\/em><\/li>\n<li>Cutting Days Sales Outstanding (DSO) by 27% on average<\/li>\n<\/ul>\n<h2>The $500B Problem: Why Manual AR Crushes UAE Businesses<\/h2>\n<p class=\"ds-markdown-paragraph\">Dubai\u2019s booming economy masks a cash flow crisis. GCC businesses lose\u00a0<strong>$11,005 monthly<\/strong>\u00a0per $5M revenue due to:<\/p>\n<ul>\n<li class=\"ds-markdown-paragraph\"><strong>76-day average payment delays<\/strong>\u00a0eroding <a href=\"https:\/\/getupfront.io\/blog\/ar-automation-uae-business-liquidity\/\">liquidity<\/a><\/li>\n<li class=\"ds-markdown-paragraph\"><strong>5-7% revenue leakage<\/strong>\u00a0from reconciliation errors in manual processes<\/li>\n<li class=\"ds-markdown-paragraph\"><strong>20+ weekly hours wasted<\/strong>\u00a0on repetitive chasing instead of strategy<\/li>\n<\/ul>\n<p class=\"ds-markdown-paragraph\"><strong>Traditional &#8220;automation&#8221; fails because:<\/strong><\/p>\n<blockquote>\n<p class=\"ds-markdown-paragraph\">&#8220;Basic rule-based tools send generic reminders but can\u2019t predict risks or personalize outreach. When 42% of UAE customers pay late due to complex approval chains, you need intelligence, not just automation.&#8221; \u2014 Finance Automation Strategist, UPFRONT<\/p>\n<\/blockquote>\n<h2>AI vs. Traditional Automation: The Intelligence Revolution<\/h2>\n<h3 class=\"ds-markdown-paragraph\"><strong><em>Evolution of AR Technology in GCC Markets<\/em><\/strong><\/h3>\n<div class=\"markdown-table-wrapper\">\n<table>\n<thead>\n<tr>\n<th><strong>Capability<\/strong><\/th>\n<th><strong>Manual AR<\/strong><\/th>\n<th><strong>Basic Automation<\/strong><\/th>\n<th><strong>AI-Driven AR (UPFRONT)<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Payment Prediction<\/td>\n<td>\u274c Guesswork<\/td>\n<td>\u274c Fixed rules<\/td>\n<td>\u2705 Behavioral analytics + ML models<\/td>\n<\/tr>\n<tr>\n<td>Reconciliation Accuracy<\/td>\n<td>60-70%<\/td>\n<td>80-85%<\/td>\n<td><strong>\u2705 95%+ auto-match rate<\/strong><\/td>\n<\/tr>\n<tr>\n<td>Compliance Handling<\/td>\n<td>\u274c Manual adjustments<\/td>\n<td>\u26a0\ufe0f Partial templates<\/td>\n<td>\u2705\u00a0<strong>Auto-FTA\/ZATCA e-invoices + Arabic support<\/strong><\/td>\n<\/tr>\n<tr>\n<td>DSO Reduction<\/td>\n<td>0-5%<\/td>\n<td>10-15%<\/td>\n<td>\u2705\u00a0<strong>27% avg reduction<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h2>How UPFRONT&#8217;s AI Engine Transforms 4 Core AR Functions<\/h2>\n<h3>1\ufe0f\u20e3 Predictive Cash Flow Forecasting<\/h3>\n<p class=\"ds-markdown-paragraph\">UPFRONT\u2019s ML algorithms analyze:<\/p>\n<ul>\n<li class=\"ds-markdown-paragraph\"><strong>Historical payment patterns<\/strong>\u00a0of each customer<\/li>\n<li class=\"ds-markdown-paragraph\"><strong>Industry-specific seasonality<\/strong>\u00a0(e.g., retail peaks during Dubai Shopping Festival)<\/li>\n<li class=\"ds-markdown-paragraph\"><strong>Macroeconomic signals<\/strong>\u00a0like oil price shifts impacting GCC payers<br \/>\nResult:\u00a0<strong>90% accurate cash flow forecasts<\/strong>, letting you optimize working capital or secure early financing .<\/li>\n<\/ul>\n<h3>2\ufe0f\u20e3 Intelligent Collections Management<\/h3>\n<p class=\"ds-markdown-paragraph\">No more \u201cspray and pray\u201d reminders. Our AI:<\/p>\n<ul>\n<li class=\"ds-markdown-paragraph\"><strong>Scores invoices by payment risk<\/strong>\u00a0(high-value\/low-urgency vs. low-value\/high-risk)<\/li>\n<li class=\"ds-markdown-paragraph\"><strong>Selects optimal channel\/time per customer<\/strong>: WhatsApp for UAE <a href=\"https:\/\/getupfront.io\/blog\/financial-software-business-growth-smes\/\">SMEs<\/a>, email for corporates, calls for 90+ day delays<\/li>\n<li class=\"ds-markdown-paragraph\"><strong>Generates personalized messages<\/strong>: Firm tone for chronic late-payers, supportive for temporary issues<\/li>\n<\/ul>\n<h3>3\ufe0f\u20e3 Self-Learning Cash Application<\/h3>\n<p class=\"ds-markdown-paragraph\">Traditional rules fail with:<\/p>\n<ul>\n<li class=\"ds-markdown-paragraph\"><strong>Partial payments<\/strong><\/li>\n<li class=\"ds-markdown-paragraph\"><strong>Mismatched references<\/strong>\u00a0(\u201cINV123\u201d vs \u201cInvoice June-123\u201d)<\/li>\n<li class=\"ds-markdown-paragraph\"><strong>Multi-currency transactions<\/strong><br \/>\nUPFRONT&#8217;s NLP-powered tool:<\/li>\n<\/ul>\n<blockquote>\n<p class=\"ds-markdown-paragraph\">\u201cUses context from 1,000+ past payments to auto-reconcile even complex transactions, slashing manual work by 82%\u201d \u2014 UAE Automotive Parts Case Study<\/p>\n<\/blockquote>\n<h3>4\ufe0f\u20e3 Blockchain-Powered Compliance<\/h3>\n<p class=\"ds-markdown-paragraph\">With UAE\u2019s\u00a0<strong>mandatory e-invoicing by 2026<\/strong>, our platform:<\/p>\n<ul>\n<li class=\"ds-markdown-paragraph\"><strong>Generates FTA-compliant invoices<\/strong>\u00a0with digital QR codes\/Arabic fields<\/li>\n<li class=\"ds-markdown-paragraph\"><strong>Stores immutable audit trails<\/strong> encrypted.<\/li>\n<li class=\"ds-markdown-paragraph\"><strong>Auto-archives for 5+ years<\/strong> meeting audit requirements<\/li>\n<\/ul>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"aligncenter wp-image-1178 size-full\" src=\"https:\/\/getupfront.io\/blog\/wp-content\/uploads\/2025\/06\/How-Machine-Learning-Automates-Receivables-scaled.png\" alt=\"How Machine Learning Automates Receivables - AI AR Automation\" width=\"2560\" height=\"562\" srcset=\"https:\/\/getupfront.io\/blog\/wp-content\/uploads\/2025\/06\/How-Machine-Learning-Automates-Receivables-scaled.png 2560w, https:\/\/getupfront.io\/blog\/wp-content\/uploads\/2025\/06\/How-Machine-Learning-Automates-Receivables-300x66.png 300w, https:\/\/getupfront.io\/blog\/wp-content\/uploads\/2025\/06\/How-Machine-Learning-Automates-Receivables-1024x225.png 1024w, https:\/\/getupfront.io\/blog\/wp-content\/uploads\/2025\/06\/How-Machine-Learning-Automates-Receivables-768x169.png 768w, https:\/\/getupfront.io\/blog\/wp-content\/uploads\/2025\/06\/How-Machine-Learning-Automates-Receivables-1536x337.png 1536w, https:\/\/getupfront.io\/blog\/wp-content\/uploads\/2025\/06\/How-Machine-Learning-Automates-Receivables-2048x450.png 2048w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/><\/p>\n<h2>Why UAE\/GCC Businesses Choose UPFRONT<\/h2>\n<h3>Seamless Local Integration<\/h3>\n<ul>\n<li class=\"ds-markdown-paragraph\"><strong>ERP Sync<\/strong>: Xero, Zoho Books, QuickBooks, and others.<\/li>\n<li class=\"ds-markdown-paragraph\"><strong>Local Payments<\/strong>: Aani (UAE), ApplePay, STC Pay<\/li>\n<li class=\"ds-markdown-paragraph\"><strong>GCC Compliance<\/strong>: VAT\/ZATCA calculations, Arabic\/English invoices<\/li>\n<\/ul>\n<h3>Proven ROI for High-Volume Businesses<\/h3>\n<p class=\"ds-markdown-paragraph\">A Dubai wholesaler processing\u00a0<strong>900+ monthly invoices<\/strong>\u00a0achieved:<\/p>\n<div class=\"md-code-block md-code-block-light\">\n<div class=\"md-code-block-banner-wrap\">\n<div class=\"md-code-block-banner md-code-block-banner-lite\">\n<div class=\"_121d384\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<table>\n<thead>\n<tr>\n<th>Metric<\/th>\n<th>Improvement<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><a href=\"https:\/\/getupfront.io\/blog\/automated-invoice-processing\/\">Invoice Processing<\/a><\/td>\n<td>82% faster<\/td>\n<\/tr>\n<tr>\n<td>Reconciliation Errors<\/td>\n<td>less than 5% in 6 months<\/td>\n<\/tr>\n<tr>\n<td>Collection Calls<\/td>\n<td>\u219375%<\/td>\n<\/tr>\n<tr>\n<td>DSO<\/td>\n<td>\u219327%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<div style=\"border: 1px solid #E0E0E0; padding: 24px; border-radius: 12px; background-color: #f8f9fc; text-align: center; max-width: 600px; margin: 40px auto;\">\n<h3 style=\"color: #1e1e1e; font-size: 22px; margin-bottom: 12px; font-weight: 600;\">Struggling with FTA\/ZATCA E-Invoicing Deadlines?<\/h3>\n<p style=\"font-size: 16px; color: #4f4f4f; margin-bottom: 24px;\">UPFRONT guarantees compliant Arabic\/English invoices, blockchain audit trails, and auto-archiving \u2014 eliminate compliance risks in 48 hours.<\/p>\n<p><a style=\"display: inline-block; padding: 14px 28px; background-color: #0084ff; color: #ffffff; text-decoration: none; border-radius: 8px; font-weight: 600; font-size: 16px;\" href=\"https:\/\/getupfront.io\/en\/book-demo\" target=\"_blank\" rel=\"noopener noreferrer\">Book a Compliance Demo \u2192<\/a><\/p>\n<\/div>\n<h3>AI AR Automation FAQs<\/h3>\n<p data-start=\"93\" data-end=\"241\"><strong data-start=\"93\" data-end=\"162\">1. What is AI AR automation and how does it reduce late payments?<\/strong><br data-start=\"162\" data-end=\"165\" \/>AI AR automation uses machine learning to predict payment delays, auto-match invoices with 95% accuracy, and send personalized reminders at optimal times via preferred channels like WhatsApp or email\u2014cutting late payments by 65%.<\/p>\n<p data-start=\"93\" data-end=\"241\"><strong data-start=\"243\" data-end=\"305\">2. How does UPFRONT\u2019s AI improve cash flow forecasting?<\/strong><br data-start=\"305\" data-end=\"308\" \/>Its ML models analyze historical payment trends, industry seasonality, and macroeconomic factors (e.g., oil price fluctuations) to deliver cash flow forecasts with 90% accuracy.<\/p>\n<p data-start=\"386\" data-end=\"552\"><strong data-start=\"386\" data-end=\"473\">3. Can AI AR automation handle complex VAT and e\u2011invoicing requirements in the UAE?<\/strong><br data-start=\"473\" data-end=\"476\" \/>Yes. The platform auto-applies 5% UAE VAT, supports reverse\u2011charge for GCC transactions, embeds digital tax stamps, and generates FTA\/ZATCA-compliant Arabic\/English e\u2011invoices with encrypted audit trails.<\/p>\n<p data-start=\"386\" data-end=\"552\"><strong data-start=\"554\" data-end=\"628\">4. How quickly can businesses implement UPFRONT&#8217;S AI AR automation?<\/strong><br data-start=\"628\" data-end=\"631\" \/>Most UAE clients go live within 1<strong data-start=\"32\" data-end=\"42\"> day<\/strong>: ERP integration (minutes 10\u201312), AI rule setup (minutes 10-15), followed by training and testing (minutes 30).<\/p>\n<p data-start=\"709\" data-end=\"861\"><strong data-start=\"709\" data-end=\"780\">5. Is AI AR automation suitable for small and mid\u2011sized businesses?<\/strong><br data-start=\"780\" data-end=\"783\" \/>Absolutely. The Starter Plan, at $39\/month, covers 100 invoices, AI-led email reminders, UAE VAT compliance, and Slack support\u2014tailored for SMEs<\/p>\n<p data-start=\"863\" data-end=\"978\"><strong data-start=\"863\" data-end=\"895\">6. Does AI replace AR teams?<\/strong><br data-start=\"895\" data-end=\"898\" \/>No, it enhances AR teams by automating repetitive tasks\u2014data entry, invoice matching, reconciliation\u2014freeing staff to concentrate on strategic activities and reducing burnout.<\/p>\n<p data-start=\"863\" data-end=\"978\"><strong data-start=\"980\" data-end=\"1044\">7. What returns can businesses expect from AI AR automation?<\/strong><br data-start=\"1044\" data-end=\"1047\" \/>A Dubai wholesaler saw an 82% faster processing rate, almost zero reconciliation errors over six months, a 75% reduction in collection calls, and a 27% decrease in DSO<\/p>\n<p data-start=\"1129\" data-end=\"1280\"><strong data-start=\"1129\" data-end=\"1197\">8. How does AI support compliance with GCC e\u2011invoicing mandates?<\/strong><br data-start=\"1197\" data-end=\"1200\" \/>UPFRONT auto-generates FTA\/ZATCA-compliant Arabic\/English invoices, includes QR codes, and stores them on a secure and structured vault for immutable audit trails, with auto-archiving for at least 5 years.<\/p>\n<p data-start=\"1282\" data-end=\"1438\"><strong data-start=\"1282\" data-end=\"1355\">9. What future innovations are integrated into UPFRONT&#8217;s platform?<\/strong><br data-start=\"1355\" data-end=\"1358\" \/>It\u2019s building toward\u00a0<strong data-start=\"21\" data-end=\"40\">secure contracting and smartly<\/strong>\u00a0(auto-triggered payments),\u00a0<strong data-start=\"68\" data-end=\"93\">real-time settlements<\/strong>\u00a0(via UAE\u2019s Aani\/Saudi\u2019s SARIE), and\u00a0<strong data-start=\"130\" data-end=\"162\">predictive dispute detection<\/strong> to flag invalid deductions\u2014helping clients gain over 40% efficiency.<\/p>\n<p data-start=\"1282\" data-end=\"1438\"><script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@type\": \"FAQPage\",\n  \"mainEntity\": [\n    {\n      \"@type\": \"Question\",\n      \"name\": \"What is AI AR automation and how does it reduce late payments?\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"AI AR automation uses machine learning to predict payment delays, auto-match invoices with 95% accuracy, and send personalized reminders at optimal times via preferred channels like WhatsApp or email\u2014cutting late payments by 65%.\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"How does GetUpfront\u2019s AI improve cash flow forecasting?\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"Its ML models analyze historical payment trends, industry seasonality, and macroeconomic factors (e.g., oil price fluctuations) to deliver cash flow forecasts with 90% accuracy.\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"Can AI AR automation handle complex VAT and e-invoicing requirements in the UAE?\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"Yes. 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The Starter Plan, at $39\/month, covers 100 invoices, AI-led email reminders, UAE VAT compliance, and Slack support\u2014tailored for SMEs.\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"Does AI replace AR teams?\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"No, it enhances AR teams by automating repetitive tasks\u2014data entry, invoice matching, reconciliation\u2014freeing staff to concentrate on strategic activities and reducing burnout.\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"What returns can businesses expect from AI AR automation?\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"A Dubai wholesaler saw an 82% faster processing rate, zero reconciliation errors over six months, a 75% reduction in collection calls, and a 27% decrease in DSO.\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"How does AI support compliance with GCC e-invoicing mandates?\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"GetUpfront auto-generates FTA\/ZATCA-compliant Arabic\/English invoices, includes QR codes, and stores them on a blockchain for immutable audit trails, with auto-archiving for at least 5 years.\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"What future innovations are integrated into GetUpfront\u2019s platform?\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"It\u2019s building toward smart contracts (auto-triggered payments), real-time settlements (via UAE\u2019s Aani\/Saudi\u2019s SARIE), and predictive dispute detection to flag invalid deductions\u2014helping clients gain over 40% efficiency.\"\n      }\n    }\n  ]\n}\n<\/script><\/p>\n<h2>Future-Proof Your AR: Where AI Meets Security &amp; Real-Time Payments<\/h2>\n<p class=\"ds-markdown-paragraph\">The GCC\u2019s\u00a0<strong>$1.3T digital economy<\/strong>\u00a0(DIFC 2024) demands next-gen tools:<\/p>\n<ul>\n<li class=\"ds-markdown-paragraph\"><strong>Smart Contracts<\/strong>: Auto-trigger payments upon delivery confirmation<\/li>\n<li class=\"ds-markdown-paragraph\"><strong>Real-Time Settlements<\/strong>: UAE\u2019s Aani\/Saudi\u2019s SARIE enable\u00a0<strong>&lt;5 sec payments<\/strong><\/li>\n<li class=\"ds-markdown-paragraph\"><strong>Predictive Deductions<\/strong>: Flag invalid disputes before they occur<\/li>\n<\/ul>\n<blockquote>\n<p class=\"ds-markdown-paragraph\"><strong>&#8220;UAE businesses using AI AR automation gain 40%+ efficiency advantages over peers&#8221;<\/strong> \u2014 Forrester AI Use Cases Report 2025<\/p>\n<\/blockquote>\n<p class=\"ds-markdown-paragraph\"><strong>Ready to slash your DSO by 27%?<\/strong><br \/>\n<a href=\"https:\/\/getupfront.io\/en\/book-demo\/?blog-ai-ar\" target=\"_blank\" rel=\"noopener noreferrer\">Get a Free ROI Analysis<\/a>\u00a0showing projected cash flow gains for your UAE\/GCC business.<\/p>\n<div style=\"border-left: 4px solid #ee6145; padding-left: 16px; margin: 20px 0;\">\n<p>Next to Know<\/p>\n<p><code>\u2192 Cash flow mastery: <a href=\"https:\/\/getupfront.io\/blog\/ar-ap-automation-uae-cash-flow-strategy\/\">AR Automation vs. AP Automation<\/a><br \/>\n<\/code><code>\u2192Transform efficiency: <a href=\"https:\/\/getupfront.io\/blog\/ar-automation-industry-impact\/\">AR Automation Industry Impact<br \/>\n<\/a><\/code><code>\u2192\u00a0Next-gen processing: <a href=\"https:\/\/getupfront.io\/blog\/future-of-accounts-receivable-automation\/\">Future of AR Automation<br \/>\n<\/a><\/code><code>\u2192Seamless adoption: <a href=\"https:\/\/getupfront.io\/blog\/integrating-ar-automation\/\">Integrating AR Automation<br \/>\n<\/a><\/code><code>\u2192\u00a0Eliminate bottlenecks: <a href=\"https:\/\/getupfront.io\/blog\/ar-automation-showdown\/\">AR Automation Showdown<\/a><\/code><span style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol', 'Noto Color Emoji';\">\u00a0<\/span><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>How does AI AR Automation reduce late payments in accounts receivable? 60% of late payments stem from manual invoicing errors (PYMNTS 2025). AI-driven AR automation eliminates these errors by: Predicting payment delays using behavioral analytics Auto-matching payments to invoices with 95% accuracy Sending hyper-personalized reminders via optimal channels Cutting Days Sales Outstanding (DSO) by 27% [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":1514,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1,6,27],"tags":[],"class_list":["post-1177","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","category-accounts-receivable-automation","category-ar-automation-cash-flow-tools"],"_links":{"self":[{"href":"https:\/\/getupfront.io\/blog\/wp-json\/wp\/v2\/posts\/1177","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/getupfront.io\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/getupfront.io\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/getupfront.io\/blog\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/getupfront.io\/blog\/wp-json\/wp\/v2\/comments?post=1177"}],"version-history":[{"count":6,"href":"https:\/\/getupfront.io\/blog\/wp-json\/wp\/v2\/posts\/1177\/revisions"}],"predecessor-version":[{"id":1565,"href":"https:\/\/getupfront.io\/blog\/wp-json\/wp\/v2\/posts\/1177\/revisions\/1565"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/getupfront.io\/blog\/wp-json\/wp\/v2\/media\/1514"}],"wp:attachment":[{"href":"https:\/\/getupfront.io\/blog\/wp-json\/wp\/v2\/media?parent=1177"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/getupfront.io\/blog\/wp-json\/wp\/v2\/categories?post=1177"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/getupfront.io\/blog\/wp-json\/wp\/v2\/tags?post=1177"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}