{"id":15605,"date":"2025-08-15T15:00:00","date_gmt":"2025-08-15T15:00:00","guid":{"rendered":"https:\/\/www.getmesa.com/blog\/?p=15605"},"modified":"2025-11-14T17:46:24","modified_gmt":"2025-11-14T17:46:24","slug":"ai-customer-support-insights","status":"publish","type":"post","link":"https:\/\/www.getmesa.com/blog\/ai-customer-support-insights\/","title":{"rendered":"How ShopPad Saved Time by Using AI for Support Insights"},"content":{"rendered":"\n<p>Support conversations hold valuable insights, if you can find them.<\/p>\n\n\n\n<p>ShopPad empowers Shopify merchants to enhance customer experience, boost conversions, and scale operations through a suite of 10+ apps, including <a href=\"https:\/\/apps.shopify.com\/custom-options\" target=\"_blank\" rel=\"noreferrer noopener\">Infinite Product Options<\/a>, <a href=\"https:\/\/apps.shopify.com\/tracktor-2\" target=\"_blank\" rel=\"noreferrer noopener\">Tracktor<\/a>, and <a href=\"https:\/\/apps.shopify.com\/uploadery\" target=\"_blank\" rel=\"noreferrer noopener\">Uploadery<\/a>.<\/p>\n\n\n\n<p>As Head of Product, Jen Sparks oversees key apps within this constellation. She\u2019s constantly monitoring product performance, customer feedback, and recurring issues across ShopPad\u2019s portfolio, often with constrained resources.<\/p>\n\n\n\n<p>Reviewing support conversations in Help Scout is essential to that effort. It helps the team understand merchant needs, identify product gaps, and uncover new feature opportunities. But combing through a week\u2019s worth of messages to find those signals? That used to take hours.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-cyan-bluish-gray-color has-alpha-channel-opacity has-cyan-bluish-gray-background-color has-background is-style-dots\"\/>\n\n\n\n<p><strong>TL;DR: Get the workflow template.<\/strong> Use this template to summarize Help Scout tickets with AI in just a few clicks.<\/p>\n\n\n<div class=\"mesa-template-backend frontend-hidden\">\n    <p><strong>MESA Template ID<\/strong><\/p>\n    <p>send-help-scout-summaries-to-asana<\/p>\n<\/div>\n\n<div class=\"mesa-template\" data-template=\"send-help-scout-summaries-to-asana\"><\/div>\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\t\t<style>.mesa-template-backend {\n    background: rgba(139, 139, 150, 0.1);\n    padding: 22px;\n}\n\n.mesa-template-backend h5,\n.mesa-template-backend p {\n    margin: 0 0 5px;\n}\n\n.mesa-template-backend p {\n    font-size: 16px;\n}\n\n.mesa-template-backend p:last-child {\n    display: inline-block;\n    background: #fff;\n    padding: 5px 10px;\n}\n\n.mesa-template-backend p strong {\n    font-size: 12px;\n}<\/style>\n\t\t\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_83 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents:<\/p>\n<span class=\"ez-toc-title-toggle\"><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.getmesa.com/blog\/ai-customer-support-insights\/#Watch-From-tickets-to-insights\" >Watch: From tickets to insights<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.getmesa.com/blog\/ai-customer-support-insights\/#The-problem-Inconsistent-insights-and-unscalable-effort\" >The problem: Inconsistent insights and unscalable effort<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.getmesa.com/blog\/ai-customer-support-insights\/#Why-MESA-From-manual-reviews-to-strategic-decision-making\" >Why MESA?: From manual reviews to strategic decision-making<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.getmesa.com/blog\/ai-customer-support-insights\/#Real-results-From-insight-to-action\" >Real results: From insight to action<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.getmesa.com/blog\/ai-customer-support-insights\/#1-Metafield-workflow-templates\" >1. Metafield workflow templates<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.getmesa.com/blog\/ai-customer-support-insights\/#2-Undocumented-API-error-with-Etsy-AI\" >2. Undocumented API error with Etsy + AI<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.getmesa.com/blog\/ai-customer-support-insights\/#3-Google-Sheets-sync-oversights\" >3. Google Sheets sync oversights<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.getmesa.com/blog\/ai-customer-support-insights\/#AI-made-the-support-review-process-actionable-again\" >AI made the support review process actionable again<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\" id=\"h-watch-from-tickets-to-insights\"><span class=\"ez-toc-section\" id=\"Watch-From-tickets-to-insights\"><\/span>Watch: From tickets to insights <span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"How This Product Manager Cut Support Ticket Analysis Time from Hours to 10 Minutes with AI\" width=\"1170\" height=\"658\" src=\"https:\/\/www.youtube.com\/embed\/R5fShTDpwxM?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-the-problem-inconsistent-insights-and-unscalable-effort\"><span class=\"ez-toc-section\" id=\"The-problem-Inconsistent-insights-and-unscalable-effort\"><\/span><strong>The problem: Inconsistent insights and unscalable effort<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Before adopting MESA, Jen manually reviewed 20\u201330 Help Scout tickets every week. Each one required reading full conversation threads, assessing tone and resolution, and logging insights in a spreadsheet. Reviewing just one customer cohort could take several hours, leaving little time to act on those findings.<\/p>\n\n\n\n<p>The process was also fragmented and inconsistent:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Insights varied depending on who reviewed the tickets.<\/li>\n\n\n\n<li>Sentiment tracking lacked structure, and tagging wasn\u2019t always reliable.<\/li>\n\n\n\n<li>Technical support could only speak to escalated cases, missing broader trends.<\/li>\n\n\n\n<li>Many frontline-resolved issues went unreported, even when they revealed valuable product feedback.<\/li>\n<\/ul>\n\n\n\n<p>Without consistent visibility across all support conversations, product opportunities and early warning signs often went unnoticed.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><em>Before MESA, I had to read every ticket and log every insight myself. Now I spend 15 minutes reviewing clear, structured summaries that highlight what matters most. It\u2019s not just time saved, it\u2019s visibility gained.<\/em><\/p>\n<cite>\u2014 <em>Jen Sparks, Head of Product at ShopPad<\/em><\/cite><\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-why-mesa-from-manual-reviews-to-strategic-decision-making\"><span class=\"ez-toc-section\" id=\"Why-MESA-From-manual-reviews-to-strategic-decision-making\"><\/span><strong>Why MESA?: From manual reviews to strategic decision-making<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Jen turned to MESA\u2019s <a href=\"https:\/\/www.getmesa.com\/apps\/ai\/integrate\">built-in AI tools<\/a> to automate support review and trend reporting.<\/p>\n\n\n\n<p>With MESA, the entire Help Scout conversation review process became automatic:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>AI-generated summaries<\/strong> highlighted common issues, recurring themes, sentiment shifts, and resolution patterns, no more manual reading.<\/li>\n\n\n\n<li><strong>Fast setup:<\/strong> MESA\u2019s Help Scout integration required no code and ran on a weekly schedule.<\/li>\n\n\n\n<li><strong>Instant time savings:<\/strong> What once required a large portion of the day to manual review now takes just 15 minutes.<\/li>\n<\/ul>\n\n\n\n<p>More importantly, the insights became <strong>consistent<\/strong>, <strong>actionable<\/strong>, and <strong>shareable<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>High-volume issues were flagged quickly, allowing engineering to prioritize effectively.<\/li>\n\n\n\n<li>Recurring feature requests surfaced with clear context, helping product managers shape the roadmap.<\/li>\n\n\n\n<li>Strategic patterns stayed visible during peak support times, ensuring nothing slipped through the cracks.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"697\" height=\"1024\" src=\"https:\/\/www.getmesa.com\/blog\/wp-content\/uploads\/image-263-697x1024.png\" alt=\"AI-generated  Help Scout summaries example\" class=\"wp-image-15611\" srcset=\"https:\/\/www.getmesa.com/blog\/wp-content\/uploads\/image-263-697x1024.png 697w, https:\/\/www.getmesa.com/blog\/wp-content\/uploads\/image-263-204x300.png 204w, https:\/\/www.getmesa.com/blog\/wp-content\/uploads\/image-263-768x1128.png 768w, https:\/\/www.getmesa.com/blog\/wp-content\/uploads\/image-263.png 782w\" sizes=\"auto, (max-width: 697px) 100vw, 697px\" \/><figcaption class=\"wp-element-caption\">Example email summary report<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-real-results-from-insight-to-action\"><span class=\"ez-toc-section\" id=\"Real-results-From-insight-to-action\"><\/span><strong>Real results: From insight to action<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>AI didn\u2019t just summarize support conversations; it helped the ShopPad team act on insights faster:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-1-metafield-workflow-templates\"><span class=\"ez-toc-section\" id=\"1-Metafield-workflow-templates\"><\/span><strong>1. Metafield workflow templates<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>An uptick in metafield-related workflow questions signaled a knowledge gap. While the team successfully guided users individually, Jen realized MESA needed to do more. In response, she launched <a href=\"https:\/\/www.getmesa.com\/templates\/search?q=metafield\">two new metafield-focused templates<\/a> tailored to everyday use cases, directly informed by real support conversations.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-undocumented-api-error-with-etsy-ai\"><span class=\"ez-toc-section\" id=\"2-Undocumented-API-error-with-Etsy-AI\"><\/span><strong>2. Undocumented API error with Etsy + AI<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Multiple users encountered the same API error while using a template that combines <a href=\"https:\/\/www.getmesa.com\/templates\/write-ai-etsy-listing-descriptions\">Etsy and AI<\/a>. MESA flagged the trend, prompting a deeper look. The culprit? An undocumented character limit. The team adjusted the prompt, improved the error message, and significantly reduced future error frequency.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-google-sheets-sync-oversights\"><span class=\"ez-toc-section\" id=\"3-Google-Sheets-sync-oversights\"><\/span><strong>3. Google Sheets sync oversights<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>A recurring issue with unsynced Google Sheets led to broken workflows. Users updated their spreadsheets but forgot to sync changes. Jen collaborated with the product team to build a proactive solution: in-app sync alerts and email notifications prevent issues before they impact teams.<\/p>\n\n\n\n<p>Each of these improvements started with a conversation. But they were only spotted thanks to MESA\u2019s AI summaries.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-ai-made-the-support-review-process-actionable-again\"><span class=\"ez-toc-section\" id=\"AI-made-the-support-review-process-actionable-again\"><\/span><strong>AI made the support review process actionable again<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Instead of spending hours manually reviewing tickets, Jen now spends minutes reviewing rich, structured summaries. And more time turning insights into impact.<\/p>\n\n\n\n<p>AI unlocked consistent, trustworthy insights at scale. Insights that drive product decisions, improve user experience, and catch issues early.<\/p>\n\n\n\n<p>Get started today with these templates:<\/p>\n\n\n<div class=\"mesa-template-backend frontend-hidden\">\n    <p><strong>MESA Template ID<\/strong><\/p>\n    <p>send-help-scout-summaries-to-asana<\/p>\n<\/div>\n\n<div class=\"mesa-template\" data-template=\"send-help-scout-summaries-to-asana\"><\/div>\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"mesa-template-backend frontend-hidden\">\n    <p><strong>MESA Template ID<\/strong><\/p>\n    <p>weekly-summary-closed-gorgias-support-tickets<\/p>\n<\/div>\n\n<div class=\"mesa-template\" data-template=\"weekly-summary-closed-gorgias-support-tickets\"><\/div>\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"card-next-steps\">\n\t<div class=\"card__content\">\n\t\t<h4>What to do next&#8230;<\/h4>\n<p>The fastest way to see automation working in your store is to start with a single workflow.<\/p>\n<ol>\n<li><a href=\"https:\/\/www.getmesa.com\/pricing\"><strong>Try MESA free<\/strong><\/a> \u2014 start a 7-day free trial and get your first workflow running.<\/li>\n<li><a href=\"https:\/\/www.getmesa.com\/templates\"><strong>Browse the template library<\/strong><\/a> \u2014 pre-built workflows for the most common Shopify automation tasks.<\/li>\n<li><a href=\"https:\/\/www.getmesa.com\/yedric\"><strong>Talk to Yedric<\/strong><\/a> \u2014 describe what you want to automate, and let our AI assistant build it for you.<\/li>\n<li><a href=\"https:\/\/www.getmesa.com\/support\"><strong>Get free workflow setup<\/strong><\/a> \u2014 MESA&#8217;s team will build your first workflow at no cost.<\/li>\n<\/ol>\n\t<\/div><!-- \/.card__content -->\n\n\t\n<div class=\"socials card__socials\">\n\t<ul>\n\t\t\t\t\t<li>\n\t\t\t\t<a href=\"https:\/\/twitter.com\/getmesa\" target=\"_blank\">\n\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.getmesa.com/blog\/wp-content\/uploads\/twitter-icon.svg\" class=\"attachment-small size-small\" alt=\"icon: twitter\" \/>\t\t\t\t<\/a>\n\t\t\t<\/li>\n\t\t\t\t\t<li>\n\t\t\t\t<a href=\"https:\/\/www.youtube.com\/@getmesa\" target=\"_blank\">\n\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.getmesa.com/blog\/wp-content\/uploads\/youtube-icon.svg\" class=\"attachment-small size-small\" alt=\"icon: youtube\" \/>\t\t\t\t<\/a>\n\t\t\t<\/li>\n\t\t\t\t\t<li>\n\t\t\t\t<a href=\"https:\/\/www.linkedin.com\/company\/9754608\/\" target=\"_blank\">\n\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.getmesa.com/blog\/wp-content\/uploads\/linkedin-icon.svg\" class=\"attachment-small size-small\" alt=\"linkedin icon\" \/>\t\t\t\t<\/a>\n\t\t\t<\/li>\n\t\t\t<\/ul>\n<\/div><!-- \/.socials -->\n<\/div><!-- \/.card-next-steps -->\n","protected":false},"excerpt":{"rendered":"<p>Support conversations hold valuable insights, if you can find them. ShopPad empowers Shopify merchants to enhance customer experience, boost conversions,&#8230;<\/p>\n","protected":false},"author":1,"featured_media":15614,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[47],"tags":[218],"class_list":["post-15605","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-case-study","tag-ai"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.6 (Yoast SEO v27.6) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>How MESA Unlocked Smarter Customer Support Insights<\/title>\n<meta name=\"description\" content=\"See how a product manager at ShopPad used AI to summarize support conversations, saving hours of manual review and gaining actionable product insights.\" \/>\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.getmesa.com\/blog\/ai-customer-support-insights\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How ShopPad Saved Time by Using AI for Support Insights\" \/>\n<meta property=\"og:description\" content=\"Support conversations hold valuable insights, if you can find them. ShopPad empowers Shopify merchants to enhance customer experience, boost conversions,\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.getmesa.com\/blog\/ai-customer-support-insights\/\" \/>\n<meta property=\"og:site_name\" content=\"MESA\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/web.facebook.com\/mesabyshoppad\/\" \/>\n<meta property=\"article:published_time\" content=\"2025-08-15T15:00:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-11-14T17:46:24+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.getmesa.com\/blog\/wp-content\/uploads\/jen-sparks-head-of-product-shoppad.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1280\" \/>\n\t<meta property=\"og:image:height\" content=\"720\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Ryan ODonnell\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" 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