{"id":2424,"date":"2025-08-28T08:40:32","date_gmt":"2025-08-28T03:10:32","guid":{"rendered":"https:\/\/www.daalchini.co.in\/blog\/?p=2424"},"modified":"2025-08-28T15:54:13","modified_gmt":"2025-08-28T10:24:13","slug":"customer-support-for-vending-machine","status":"publish","type":"post","link":"https:\/\/www.daalchini.co.in\/blog\/customer-support-for-vending-machine\/","title":{"rendered":"AI Powered Customer Support for Vending Machine [2025]"},"content":{"rendered":"<p><span style=\"color: #000000;\">At Daalchini, we power over 2,00,000 vending machine orders every single day across India. In this blog we are going to share that how we Solved 2,000 Daily Customer Tickets with Just 5 People and AI Magic<\/span><\/p>\n<p><span style=\"font-weight: 400; color: #000000;\">Now here\u2019s the math: even if just 1% of those orders run into issues (payment stuck, product not dispensed, or order mismatch), that\u2019s 2,000 customer tickets to be solved daily. Traditionally, this would need a team of 15\u201320 full-time agents, assuming each agent handles 100\u2013150 queries a day.<\/span><\/p>\n<p><span style=\"font-weight: 400; color: #000000;\">We do it with just 5 support agents and 1 team lead! And here\u2019s how we made it happen, not with brute force, but with intelligent tech, smart AI, and an automation bias.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span style=\"color: #800000;\"><strong>Step 1: The Support Bot That Never Sleeps<\/strong><\/span><\/h3>\n<p><span style=\"font-weight: 400; color: #000000;\">We began by building an AI-powered chatbot that talks to customers across channels, including websites and apps, including WhatsApp. This bot isn\u2019t just a glorified FAQ. It understands context, asks the right questions, and automatically tags the nature of the complaint.<\/span><br \/>\n<b><\/b><\/p>\n<p>&nbsp;<\/p>\n<h3><span style=\"color: #800000;\"><strong>Step 2: AI That Reads Like a Human<\/strong><\/span><\/h3>\n<p><span style=\"font-weight: 400; color: #000000;\">Most customers upload screenshots of payments or photos of the vending machine screen, so we trained OCR (Optical Character Recognition) tools to extract transaction IDs, machine IDs, and timestamps, all from those images.<\/span><\/p>\n<p><span style=\"font-weight: 400; color: #000000;\">Better yet, we now use AI-based image interpretation to identify:<\/span><\/p>\n<ul>\n<li><span style=\"font-weight: 400; color: #000000;\">Was the snack stuck in the coil?<\/span><\/li>\n<li><span style=\"font-weight: 400; color: #000000;\">Was the QR code not scanned properly?<\/span><\/li>\n<li><span style=\"font-weight: 400; color: #000000;\">Was the machine\u2019s screen showing an error?<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400; color: #000000;\">From image \u2192 to issue \u2192 to suggested resolution, ALL in seconds.<\/span><br \/>\n<b><\/b><\/p>\n<p>&nbsp;<\/p>\n<h3><span style=\"color: #800000;\"><strong>Step 3: Auto-Resolutions That Just Work<\/strong><\/span><\/h3>\n<p><span style=\"font-weight: 400; color: #000000;\">Once the system identifies the issue, it automatically triggers refunds, credits the Daalchini wallet, or sends a re-attempt command to the machine.<\/span><\/p>\n<p><span style=\"font-weight: 400; color: #000000;\">This workflow now auto-resolves 37% of all tickets, without a human ever stepping in.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span style=\"color: #800000;\"><strong>Step 4: Empowering Customers &amp; Clients With DIY Tools<\/strong><\/span><\/h3>\n<p><span style=\"font-weight: 400; color: #000000;\">Not all users want to chat. Some just want to upload their payment screenshot and be done.<\/span><\/p>\n<p><span style=\"font-weight: 400; color: #000000;\">So we built a Self-Care Portal (a DIY platform) for:<\/span><\/p>\n<ul>\n<li><span style=\"font-weight: 400; color: #000000;\">Customers who faced a failed order<\/span><\/li>\n<li><span style=\"font-weight: 400; color: #000000;\">Franchise partners who manage machines<\/span><\/li>\n<li><span style=\"font-weight: 400; color: #000000;\">Corporate clients who serve 100s of employees via Daalchini<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400; color: #000000;\">Here, the AI scans the uploaded screenshot, identifies the issue, and resolves it autonomously, without waiting for support intervention.<\/span><\/p>\n<p><span style=\"font-weight: 400; color: #000000;\">Today, 10\u201314% of daily tickets are resolved via this DIY route, which is fast, trusted, and increasingly popular!<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"color: #800000;\"><b>70% Fewer Support Agents, 2x Better Customer Experience<\/b><\/span><\/p>\n<p><span style=\"font-weight: 400; color: #000000;\">In total, nearly 50% of all our support tickets now get resolved without human help. And the best part is that the remaining 50% are now faster, smoother, and better handled because our human team is focused only on the complex, edge cases.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"color: #800000;\"><b>The Vision Ahead<\/b><\/span><\/p>\n<p><span style=\"font-weight: 400; color: #000000;\">This is just the start. We\u2019re now exploring:<\/span><\/p>\n<ul>\n<li><span style=\"font-weight: 400; color: #000000;\">Predicting complaints before they occur using machine learning<\/span><\/li>\n<li><span style=\"font-weight: 400; color: #000000;\">Real-time machine health diagnostics via sensors and AI<\/span><\/li>\n<li><span style=\"font-weight: 400; color: #000000;\">A voice-AI bot for vernacular support in multiple Indian languages<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><span style=\"color: #800000;\"><b>Afterword<\/b><\/span><\/p>\n<p><span style=\"color: #000000;\"><span style=\"font-weight: 400;\">Customer support doesn\u2019t scale linearly with orders, but intelligent systems do. <\/span><span style=\"font-weight: 400;\">And at Daalchini, that\u2019s how we\u2019re building for the next million users, with AI, empathy, and speed.<\/span><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>At Daalchini, we power over 2,00,000 vending machine orders every single day across India. In this blog we are going to share that how we<span class=\"more-button\"><a href=\"https:\/\/www.daalchini.co.in\/blog\/customer-support-for-vending-machine\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\">AI Powered Customer Support for Vending Machine [2025]<\/span><\/a><\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","footnotes":""},"categories":[7],"tags":[],"class_list":["post-2424","post","type-post","status-publish","format-standard","hentry","category-team"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.9 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>AI Powered Customer Support for Vending Machine [2025]<\/title>\n<meta name=\"description\" content=\"Daalchini transformed Customer Support for Vending Machine, resolving 2,000 daily tickets with just 5 agents using AI-powered tools.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.daalchini.co.in\/blog\/customer-support-for-vending-machine\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI Powered Customer Support for Vending Machine [2025]\" \/>\n<meta property=\"og:description\" content=\"Daalchini transformed Customer Support for Vending Machine, resolving 2,000 daily tickets with just 5 agents using AI-powered tools.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.daalchini.co.in\/blog\/customer-support-for-vending-machine\/\" \/>\n<meta property=\"og:site_name\" content=\"Daalchini Blog - 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In this blog we are going to share that how weContinue readingAI Powered Customer Support for Vending Machine [2025]","_links":{"self":[{"href":"https:\/\/www.daalchini.co.in\/blog\/wp-json\/wp\/v2\/posts\/2424","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.daalchini.co.in\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.daalchini.co.in\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.daalchini.co.in\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.daalchini.co.in\/blog\/wp-json\/wp\/v2\/comments?post=2424"}],"version-history":[{"count":3,"href":"https:\/\/www.daalchini.co.in\/blog\/wp-json\/wp\/v2\/posts\/2424\/revisions"}],"predecessor-version":[{"id":2449,"href":"https:\/\/www.daalchini.co.in\/blog\/wp-json\/wp\/v2\/posts\/2424\/revisions\/2449"}],"wp:attachment":[{"href":"https:\/\/www.daalchini.co.in\/blog\/wp-json\/wp\/v2\/media?parent=2424"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.daalchini.co.in\/blog\/wp-json\/wp\/v2\/categories?post=2424"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.daalchini.co.in\/blog\/wp-json\/wp\/v2\/tags?post=2424"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}