{"id":56980,"date":"2025-07-03T12:08:44","date_gmt":"2025-07-03T12:08:44","guid":{"rendered":"https:\/\/www.sigmainfo.net\/?post_type=case-studies&#038;p=56980"},"modified":"2025-07-07T09:25:34","modified_gmt":"2025-07-07T09:25:34","slug":"automating-ticket-resolution-with-ai-powered-resolvify","status":"publish","type":"case-studies","link":"https:\/\/sigma-ai.sigmainfo.net\/au\/case-studies\/automating-ticket-resolution-with-ai-powered-resolvify\/","title":{"rendered":"Automating Ticket Resolution with AI-Powered Resolvify++"},"content":{"rendered":"\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-m1iunukx-63343cddfead3431b9ee8bd53c077cf0\">\n#top .av-special-heading.av-m1iunukx-63343cddfead3431b9ee8bd53c077cf0{\npadding-bottom:10px;\n}\nbody .av-special-heading.av-m1iunukx-63343cddfead3431b9ee8bd53c077cf0 .av-special-heading-tag .heading-char{\nfont-size:25px;\n}\n.av-special-heading.av-m1iunukx-63343cddfead3431b9ee8bd53c077cf0 .av-subheading{\nfont-size:15px;\n}\n<\/style>\n<div  class='av-special-heading av-m1iunukx-63343cddfead3431b9ee8bd53c077cf0 av-special-heading-h1 blockquote modern-quote modern-centered'><h1 class='av-special-heading-tag'  itemprop=\"headline\"  >Automating Ticket Resolution with AI-Powered Resolvify++<\/h1><div class=\"special-heading-border\"><div class=\"special-heading-inner-border\"><\/div><\/div><\/div>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-mcemp5dk-aa35503bdbd0e7069395e3050af149a5\">\n#top .hr.av-mcemp5dk-aa35503bdbd0e7069395e3050af149a5{\nmargin-top:10px;\nmargin-bottom:10px;\n}\n.hr.av-mcemp5dk-aa35503bdbd0e7069395e3050af149a5 .hr-inner{\nwidth:50px;\nborder-color:#8dc321;\n}\n<\/style>\n<div  class='hr av-mcemp5dk-aa35503bdbd0e7069395e3050af149a5 hr-custom hr-center hr-icon-no'><span class='hr-inner inner-border-av-border-fat'><span class=\"hr-inner-style\"><\/span><\/span><\/div>\n<div  class='flex_column av-1gp7c4z-aadcb0ec890a28d0f286b485b501a9a0 av_one_half first flex_column_div  '     ><p>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-1e8ue8z-4e0ae41cfd5bd44760678790b202c319\">\n#top .av-special-heading.av-1e8ue8z-4e0ae41cfd5bd44760678790b202c319{\npadding-bottom:10px;\n}\nbody .av-special-heading.av-1e8ue8z-4e0ae41cfd5bd44760678790b202c319 .av-special-heading-tag .heading-char{\nfont-size:25px;\n}\n.av-special-heading.av-1e8ue8z-4e0ae41cfd5bd44760678790b202c319 .av-subheading{\nfont-size:15px;\n}\n<\/style>\n<div  class='av-special-heading av-1e8ue8z-4e0ae41cfd5bd44760678790b202c319 av-special-heading-h3 blockquote modern-quote  heading'><h3 class='av-special-heading-tag'  itemprop=\"headline\"  >Client Overview<\/h3><div class=\"special-heading-border\"><div class=\"special-heading-inner-border\"><\/div><\/div><\/div><br \/>\n<section  class='av_textblock_section av-m1iuoa18-7e12bca8e0896f808354334a386d6dca '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock'  itemprop=\"text\" ><p>At Sigma Infosolutions, we believe that if you&#8217;re going to build a rocket, you should be the first to ride it. That\u2019s exactly what we did with <strong>Resolvify++<\/strong>, our in-house AI-powered platform designed to revolutionize how our support team resolves Freshdesk tickets across multiple tenants.<\/p>\n<p>Built not just for the sake of innovation, but out of real operational necessity, <strong>Resolvify++<\/strong> started as a practical answer to a burning question:<\/p>\n<p><strong>\u201cHow can we reduce support chaos and let AI do the heavy lifting\u2014without sacrificing accuracy or control?\u201d<\/strong><\/p>\n<\/div><\/section><\/p><\/div>\n<div  class='flex_column av-1c4o743-7e32a0d62f54157280748352e4e7592d av_one_half flex_column_div  '     ><p>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-1brp5ub-75af835200a4243d522f5f67a1261bf2\">\n#top .av-special-heading.av-1brp5ub-75af835200a4243d522f5f67a1261bf2{\npadding-bottom:10px;\n}\nbody .av-special-heading.av-1brp5ub-75af835200a4243d522f5f67a1261bf2 .av-special-heading-tag .heading-char{\nfont-size:25px;\n}\n.av-special-heading.av-1brp5ub-75af835200a4243d522f5f67a1261bf2 .av-subheading{\nfont-size:15px;\n}\n<\/style>\n<div  class='av-special-heading av-1brp5ub-75af835200a4243d522f5f67a1261bf2 av-special-heading-h3 blockquote modern-quote  heading'><h3 class='av-special-heading-tag'  itemprop=\"headline\"  >Project Brief<\/h3><div class=\"special-heading-border\"><div class=\"special-heading-inner-border\"><\/div><\/div><\/div><br \/>\n<section  class='av_textblock_section av-m1iuokj2-534873d1b216c0d631296565599e067c '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock'  itemprop=\"text\" ><p>The goal was clear: eliminate ticket clutter, enhance response quality, and let our agents spend time where it really matters\u2014on complex queries that need a human touch. We aimed to build a two-pronged system:<\/p>\n<ul>\n<li><strong>Resolvify:<\/strong> An intuitive interface for agents to fetch AI-generated replies, explore past resolutions, and fine-tune suggestions.<\/li>\n<li><strong>Resolvify++:<\/strong> A background automation engine that acts like a silent ninja\u2014categorizing, resolving, or escalating tickets in real time, all powered by Freshdesk webhooks and smart thresholds.<\/li>\n<\/ul>\n<p>The result? A support system that learns, adapts, and works around the clock.<\/p>\n<\/div><\/section><\/p><\/div>\n<\/div><\/div><\/div><!-- close content main div --><\/div><\/div>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-19zshrn-3a79ef9054718e37d55af7bfeeab3e54\">\n.avia-section.av-19zshrn-3a79ef9054718e37d55af7bfeeab3e54{\nbackground-repeat:no-repeat;\nbackground-image:url(https:\/\/sigma-ai.sigmainfo.net\/wp-content\/uploads\/2024\/07\/business-office-work-300x200.webp);\nbackground-position:50% 50%;\nbackground-attachment:fixed;\n}\n.avia-section.av-19zshrn-3a79ef9054718e37d55af7bfeeab3e54 .av-section-color-overlay{\nopacity:0.9;\nbackground-color:#35383c;\n}\n<\/style>\n<div id='av_section_1'  class='avia-section av-19zshrn-3a79ef9054718e37d55af7bfeeab3e54 main_color avia-section-default avia-no-border-styling avia-full-stretch avia-bg-style-fixed av-section-color-overlay-active container_wrap sidebar_right'  data-section-bg-repeat='stretch'><div class=\"av-section-color-overlay-wrap\"><div class=\"av-section-color-overlay\"><\/div><div class='container av-section-cont-open' ><div class='template-page content  av-content-small alpha units'><div class='post-entry post-entry-type-page post-entry-56980'><div class='entry-content-wrapper clearfix'>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-m1iuovfd-18ea5c8f73799c4e17457c867ff470fb\">\n#top .av-special-heading.av-m1iuovfd-18ea5c8f73799c4e17457c867ff470fb{\npadding-bottom:10px;\ncolor:#ffffff;\n}\nbody .av-special-heading.av-m1iuovfd-18ea5c8f73799c4e17457c867ff470fb .av-special-heading-tag .heading-char{\nfont-size:25px;\n}\n.av-special-heading.av-m1iuovfd-18ea5c8f73799c4e17457c867ff470fb .special-heading-inner-border{\nborder-color:#ffffff;\n}\n.av-special-heading.av-m1iuovfd-18ea5c8f73799c4e17457c867ff470fb .av-subheading{\nfont-size:15px;\n}\n<\/style>\n<div  class='av-special-heading av-m1iuovfd-18ea5c8f73799c4e17457c867ff470fb av-special-heading-h2 custom-color-heading blockquote modern-quote modern-centered'><h2 class='av-special-heading-tag'  itemprop=\"headline\"  >Business Needs And Challenges<\/h2><div class=\"special-heading-border\"><div class=\"special-heading-inner-border\"><\/div><\/div><\/div>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-18n00qr-6a3dbf7812d73d8cf5a317770656c72e\">\n#top .hr.av-18n00qr-6a3dbf7812d73d8cf5a317770656c72e{\nmargin-top:10px;\nmargin-bottom:10px;\n}\n.hr.av-18n00qr-6a3dbf7812d73d8cf5a317770656c72e .hr-inner{\nwidth:50px;\nborder-color:#ffffff;\n}\n<\/style>\n<div  class='hr av-18n00qr-6a3dbf7812d73d8cf5a317770656c72e hr-custom hr-center hr-icon-no'><span class='hr-inner inner-border-av-border-fat'><span class=\"hr-inner-style\"><\/span><\/span><\/div>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-mc1jrdl2-ad7354e8c66be3f6183ce0c175a92c33\">\n#top .av_textblock_section.av-mc1jrdl2-ad7354e8c66be3f6183ce0c175a92c33 .avia_textblock{\ncolor:#ffffff;\n}\n<\/style>\n<section  class='av_textblock_section av-mc1jrdl2-ad7354e8c66be3f6183ce0c175a92c33 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock av_inherit_color'  itemprop=\"text\" ><p style=\"text-align: center;\">Before Resolvify++ was born, our support landscape looked more like a jigsaw puzzle with missing pieces:<\/p>\n<\/div><\/section>\n<div  class='flex_column av-15mm22b-1a0cba207d2e3710b2803059f04ae860 av_one_half first flex_column_div  '     ><style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-m1iusgrc-facca32c484bc1c3c29a1fd5350a20f4\">\n#top .avia-icon-list-container.av-m1iusgrc-facca32c484bc1c3c29a1fd5350a20f4 .iconlist_icon{\ncolor:#ffffff;\n}\n#top #wrap_all .avia-icon-list-container.av-m1iusgrc-facca32c484bc1c3c29a1fd5350a20f4 .av_iconlist_title{\ncolor:#ffffff;\n}\n.avia-icon-list-container.av-m1iusgrc-facca32c484bc1c3c29a1fd5350a20f4 .iconlist_content{\ncolor:#ffffff;\n}\n<\/style>\n<div  class='avia-icon-list-container av-m1iusgrc-facca32c484bc1c3c29a1fd5350a20f4'><ul class='avia-icon-list avia_animate_when_almost_visible avia-icon-list-left av-iconlist-small av-m1iusgrc-facca32c484bc1c3c29a1fd5350a20f4 avia-iconlist-animate'>\n<li><div class='iconlist_icon av-m1iurk5g-f8aa2f6ccd464cd3667d934f52e92126 avia-font-entypo-fontello'><span class='iconlist-char' aria-hidden='true' data-av_icon='\ue871' data-av_iconfont='entypo-fontello'><\/span><\/div><article class=\"article-icon-entry \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class=\"iconlist_content_wrap\"><header class=\"entry-content-header\"><\/header><div class='iconlist_content av_inherit_color'  itemprop=\"text\" ><p><strong>Wild West Ticket Formats:<\/strong> Tickets came in every shape and size\u2014messy HTML, sparse descriptions, or cryptic comments. Extracting meaningful signals from that noise wasn\u2019t just tough; it was a gamble.<\/p>\n<\/div><\/div><footer class=\"entry-footer\"><\/footer><\/article><div class=\"iconlist-timeline\"><\/div><\/li>\n<li><div class='iconlist_icon av-m1iurx4s-67090e4291be7652d0757590ee1fb542 avia-font-entypo-fontello'><span class='iconlist-char' aria-hidden='true' data-av_icon='\ue871' data-av_iconfont='entypo-fontello'><\/span><\/div><article class=\"article-icon-entry \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class=\"iconlist_content_wrap\"><header class=\"entry-content-header\"><\/header><div class='iconlist_content av_inherit_color'  itemprop=\"text\" ><p><strong>Confidence Scoring Dilemmas:<\/strong> How do you trust AI to auto-resolve a ticket without fear of it backfiring? Getting confidence thresholds just right was like tuning a violin\u2014it had to be precise.<\/p>\n<\/div><\/div><footer class=\"entry-footer\"><\/footer><\/article><div class=\"iconlist-timeline\"><\/div><\/li>\n<li><div class='iconlist_icon av-mcnbefmo-23db216621a2cee084029cff7496dc30 avia-font-entypo-fontello'><span class='iconlist-char' aria-hidden='true' data-av_icon='\ue871' data-av_iconfont='entypo-fontello'><\/span><\/div><article class=\"article-icon-entry \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class=\"iconlist_content_wrap\"><header class=\"entry-content-header\"><\/header><div class='iconlist_content av_inherit_color'  itemprop=\"text\" ><p><strong>Juggling Multiple Tenants:<\/strong> Each client (tenant) needed a walled garden\u2014isolated storage, specific formatting, and custom workflows. One-size-fits-all simply wasn\u2019t an option.<\/p>\n<\/div><\/div><footer class=\"entry-footer\"><\/footer><\/article><div class=\"iconlist-timeline\"><\/div><\/li>\n<\/ul><\/div><\/div><div  class='flex_column av-14mvmc3-94ecd77a5145ca2ce875c6cd6d0b72a2 av_one_half flex_column_div  '     ><style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-m1iut0dl-b53834f6590664e3c96905ea8589d535\">\n#top .avia-icon-list-container.av-m1iut0dl-b53834f6590664e3c96905ea8589d535 .iconlist_icon{\ncolor:#ffffff;\n}\n#top #wrap_all .avia-icon-list-container.av-m1iut0dl-b53834f6590664e3c96905ea8589d535 .av_iconlist_title{\ncolor:#ffffff;\n}\n.avia-icon-list-container.av-m1iut0dl-b53834f6590664e3c96905ea8589d535 .iconlist_content{\ncolor:#ffffff;\n}\n<\/style>\n<div  class='avia-icon-list-container av-m1iut0dl-b53834f6590664e3c96905ea8589d535'><ul class='avia-icon-list avia_animate_when_almost_visible avia-icon-list-left av-iconlist-small av-m1iut0dl-b53834f6590664e3c96905ea8589d535 avia-iconlist-animate'>\n<li><div class='iconlist_icon av-m1iuspr1-f39b0f75296daddea42c759f67f41354 avia-font-entypo-fontello'><span class='iconlist-char' aria-hidden='true' data-av_icon='\ue871' data-av_iconfont='entypo-fontello'><\/span><\/div><article class=\"article-icon-entry \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class=\"iconlist_content_wrap\"><header class=\"entry-content-header\"><\/header><div class='iconlist_content av_inherit_color'  itemprop=\"text\" ><p><strong>High-Stakes Integrations:<\/strong> With Freshdesk and Playbook in the loop, timing was everything. If a webhook missed its mark or a payload was off, SLAs would slip, and alerts would fly.<\/p>\n<\/div><\/div><footer class=\"entry-footer\"><\/footer><\/article><div class=\"iconlist-timeline\"><\/div><\/li>\n<li><div class='iconlist_icon av-m1iusz44-7fc487884cd39903270f07f5a7128e34 avia-font-entypo-fontello'><span class='iconlist-char' aria-hidden='true' data-av_icon='\ue871' data-av_iconfont='entypo-fontello'><\/span><\/div><article class=\"article-icon-entry \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class=\"iconlist_content_wrap\"><header class=\"entry-content-header\"><\/header><div class='iconlist_content av_inherit_color'  itemprop=\"text\" ><p><strong>Incomplete Data = Dead Ends:<\/strong> Half-baked tickets stalled progress. We needed a mechanism that didn\u2019t just throw up its hands when details were missing\u2014but instead paused, asked for more, and resumed seamlessly.<\/p>\n<\/div><\/div><footer class=\"entry-footer\"><\/footer><\/article><div class=\"iconlist-timeline\"><\/div><\/li>\n<li><div class='iconlist_icon av-mcnbfcsa-faa83cc876e016e3d291308a2bb55fa6 avia-font-entypo-fontello'><span class='iconlist-char' aria-hidden='true' data-av_icon='\ue871' data-av_iconfont='entypo-fontello'><\/span><\/div><article class=\"article-icon-entry \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class=\"iconlist_content_wrap\"><header class=\"entry-content-header\"><\/header><div class='iconlist_content av_inherit_color'  itemprop=\"text\" ><p><strong>Evolving Knowledge:<\/strong> Support doesn\u2019t stand still. Capturing agent feedback and updating our knowledge base across tenants, without creating chaos or duplicates, was a must-have.<\/p>\n<\/div><\/div><footer class=\"entry-footer\"><\/footer><\/article><div class=\"iconlist-timeline\"><\/div><\/li>\n<\/ul><\/div><\/div>\n<\/div><\/div><\/div><!-- close content main div --><\/div><\/div><\/div><div id='after_section_1'  class='main_color av_default_container_wrap container_wrap sidebar_right'  ><div class='container av-section-cont-open' ><div class='template-page content  av-content-small alpha units'><div class='post-entry post-entry-type-page post-entry-56980'><div class='entry-content-wrapper clearfix'>\n<\/div><\/div><\/div><!-- close content main div --><\/div><\/div>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-12xo9cj-6db17fdcfde9af76a16b67780c4c0c21\">\n.avia-section.av-12xo9cj-6db17fdcfde9af76a16b67780c4c0c21{\nbackground-color:#f2f2f2;\nbackground-image:unset;\n}\n<\/style>\n<div id='av_section_2'  class='avia-section av-12xo9cj-6db17fdcfde9af76a16b67780c4c0c21 main_color avia-section-default avia-no-border-styling avia-bg-style-scroll container_wrap sidebar_right'  ><div class='container av-section-cont-open' ><div class='template-page content  av-content-small alpha units'><div class='post-entry post-entry-type-page post-entry-56980'><div class='entry-content-wrapper clearfix'>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-114cskj-aa4a5d71674882cd0087bb7c64a49d07\">\n#top .av-special-heading.av-114cskj-aa4a5d71674882cd0087bb7c64a49d07{\npadding-bottom:10px;\n}\nbody .av-special-heading.av-114cskj-aa4a5d71674882cd0087bb7c64a49d07 .av-special-heading-tag .heading-char{\nfont-size:25px;\n}\n.av-special-heading.av-114cskj-aa4a5d71674882cd0087bb7c64a49d07 .av-subheading{\nfont-size:15px;\n}\n<\/style>\n<div  class='av-special-heading av-114cskj-aa4a5d71674882cd0087bb7c64a49d07 av-special-heading-h2 blockquote modern-quote modern-centered'><h2 class='av-special-heading-tag'  itemprop=\"headline\"  >Solutions<\/h2><div class=\"special-heading-border\"><div class=\"special-heading-inner-border\"><\/div><\/div><\/div>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-av_hr-7cf49ece2e3b5cdf27bdd6a9ddac5721\">\n#top .hr.av-av_hr-7cf49ece2e3b5cdf27bdd6a9ddac5721{\nmargin-top:10px;\nmargin-bottom:10px;\n}\n.hr.av-av_hr-7cf49ece2e3b5cdf27bdd6a9ddac5721 .hr-inner{\nwidth:50px;\nborder-color:#8dc321;\n}\n<\/style>\n<div  class='hr av-av_hr-7cf49ece2e3b5cdf27bdd6a9ddac5721 hr-custom hr-center hr-icon-no'><span class='hr-inner inner-border-av-border-fat'><span class=\"hr-inner-style\"><\/span><\/span><\/div>\n<section  class='av_textblock_section av-mcelo98d-778518af6fc74dbd7467d4c22306bb30 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock'  itemprop=\"text\" ><p style=\"text-align: center;\">So, we rolled up our sleeves, cracked open the toolbox, and began crafting a system that learns, listens, and leads.<\/p>\n<\/div><\/section>\n<div  class='flex_column av-xfc4lf-790c9c06cce59df63478f743ab9f37ed av_one_half first flex_column_div  '     ><style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-m1iuuqje-ad5b8438c29c782fc5725abafd896b46\">\n#top .avia-icon-list-container.av-m1iuuqje-ad5b8438c29c782fc5725abafd896b46 .iconlist_icon{\ncolor:#000000;\n}\n#top #wrap_all .avia-icon-list-container.av-m1iuuqje-ad5b8438c29c782fc5725abafd896b46 .av_iconlist_title{\ncolor:#000000;\n}\n.avia-icon-list-container.av-m1iuuqje-ad5b8438c29c782fc5725abafd896b46 .iconlist_content{\ncolor:#000000;\n}\n<\/style>\n<div  class='avia-icon-list-container av-m1iuuqje-ad5b8438c29c782fc5725abafd896b46'><ul class='avia-icon-list avia_animate_when_almost_visible avia-icon-list-left av-iconlist-small av-m1iuuqje-ad5b8438c29c782fc5725abafd896b46 avia-iconlist-animate'>\n<li><div class='iconlist_icon av-m1iutwb2-ba4b6f0d2b63f25dd70a6a721a4a1107 avia-font-entypo-fontello'><span class='iconlist-char' aria-hidden='true' data-av_icon='\ue871' data-av_iconfont='entypo-fontello'><\/span><\/div><article class=\"article-icon-entry \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class=\"iconlist_content_wrap\"><header class=\"entry-content-header\"><\/header><div class='iconlist_content av_inherit_color'  itemprop=\"text\" ><p><strong>Cleaning the Mess Before the Magic &#8211;<\/strong> We began by cleaning ticket content like a chef preps their kitchen\u2014sanitizing HTML, validating inputs, and baking in fallback logic.<\/p>\n<\/div><\/div><footer class=\"entry-footer\"><\/footer><\/article><div class=\"iconlist-timeline\"><\/div><\/li>\n<li><div class='iconlist_icon av-m1iuu9ju-d35f4f94831acd93b6c49534b41be2c9 avia-font-entypo-fontello'><span class='iconlist-char' aria-hidden='true' data-av_icon='\ue871' data-av_iconfont='entypo-fontello'><\/span><\/div><article class=\"article-icon-entry \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class=\"iconlist_content_wrap\"><header class=\"entry-content-header\"><\/header><div class='iconlist_content av_inherit_color'  itemprop=\"text\" ><p><strong>Confidence Scoring with Vector Search &#8211;<\/strong> Using Qdrant vector search and SentenceTransformer embeddings, we created a smart matching engine. Only when the AI was truly sure\u2014above a tenant-specific threshold\u2014did it swing into auto-resolution mode. Otherwise, it logged the case for review and learning.<\/p>\n<\/div><\/div><footer class=\"entry-footer\"><\/footer><\/article><div class=\"iconlist-timeline\"><\/div><\/li>\n<li><div class='iconlist_icon av-mcnbhcg3-fa88d8630a2a9b821f296451b55e1323 avia-font-entypo-fontello'><span class='iconlist-char' aria-hidden='true' data-av_icon='\ue871' data-av_iconfont='entypo-fontello'><\/span><\/div><article class=\"article-icon-entry \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class=\"iconlist_content_wrap\"><header class=\"entry-content-header\"><\/header><div class='iconlist_content av_inherit_color'  itemprop=\"text\" ><p><strong>Tenant-Centric Architecture &#8211;<\/strong> Every tenant gets its own data collection and config hub. From routing logic to formatting rules, we made the platform as flexible as a yoga instructor and as secure as a vault.<\/p>\n<\/div><\/div><footer class=\"entry-footer\"><\/footer><\/article><div class=\"iconlist-timeline\"><\/div><\/li>\n<\/ul><\/div><\/div><div  class='flex_column av-w29smr-fd55e09c19ae950c5f6129601c5a44e4 av_one_half flex_column_div  '     ><style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-m1iuvez5-e2132692f4d686c36c5143ca06332ed2\">\n#top .avia-icon-list-container.av-m1iuvez5-e2132692f4d686c36c5143ca06332ed2 .iconlist_icon{\ncolor:#000000;\n}\n#top #wrap_all .avia-icon-list-container.av-m1iuvez5-e2132692f4d686c36c5143ca06332ed2 .av_iconlist_title{\ncolor:#000000;\n}\n.avia-icon-list-container.av-m1iuvez5-e2132692f4d686c36c5143ca06332ed2 .iconlist_content{\ncolor:#000000;\n}\n<\/style>\n<div  class='avia-icon-list-container av-m1iuvez5-e2132692f4d686c36c5143ca06332ed2'><ul class='avia-icon-list avia_animate_when_almost_visible avia-icon-list-left av-iconlist-small av-m1iuvez5-e2132692f4d686c36c5143ca06332ed2 avia-iconlist-animate'>\n<li><div class='iconlist_icon av-m1iuv2ab-857350941564b1f436ca151d30de65e4 avia-font-entypo-fontello'><span class='iconlist-char' aria-hidden='true' data-av_icon='\ue871' data-av_iconfont='entypo-fontello'><\/span><\/div><article class=\"article-icon-entry \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class=\"iconlist_content_wrap\"><header class=\"entry-content-header\"><\/header><div class='iconlist_content av_inherit_color'  itemprop=\"text\" ><p><strong>Real-Time Freshdesk &amp; Playbook Integration &#8211;<\/strong> We didn\u2019t just plug into Freshdesk\u2014we danced with it. Tickets triggered actions, Playbook handled task automation, and fallback scenarios sent Squadcast alerts when things got hairy.<\/p>\n<\/div><\/div><footer class=\"entry-footer\"><\/footer><\/article><div class=\"iconlist-timeline\"><\/div><\/li>\n<li><div class='iconlist_icon av-mamdpp7l-8f3b67745460a40b2e6dd6ec0b84ab25 avia-font-entypo-fontello'><span class='iconlist-char' aria-hidden='true' data-av_icon='\ue871' data-av_iconfont='entypo-fontello'><\/span><\/div><article class=\"article-icon-entry \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class=\"iconlist_content_wrap\"><header class=\"entry-content-header\"><\/header><div class='iconlist_content av_inherit_color'  itemprop=\"text\" ><p><strong>Partial Data? No Problem. &#8211;<\/strong> We introduced a two-step process for missing info:<\/p>\n<ul>\n<li>Ask for what\u2019s missing.<\/li>\n<li>Resume automation, the moment we get it.<\/li>\n<li>Think of it like putting a puzzle on pause until you find that final piece.<\/li>\n<\/ul>\n<\/div><\/div><footer class=\"entry-footer\"><\/footer><\/article><div class=\"iconlist-timeline\"><\/div><\/li>\n<li><div class='iconlist_icon av-mcnbj94b-a34fccd8513bb016d26cfd3d901d66f0 avia-font-entypo-fontello'><span class='iconlist-char' aria-hidden='true' data-av_icon='\ue871' data-av_iconfont='entypo-fontello'><\/span><\/div><article class=\"article-icon-entry \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class=\"iconlist_content_wrap\"><header class=\"entry-content-header\"><\/header><div class='iconlist_content av_inherit_color'  itemprop=\"text\" ><p><strong>Feedback That Fuels Growth &#8211;<\/strong> Agents could review, tweak, and even rewrite AI suggestions. These edits were saved back to the knowledge base, helping Resolvify++ learn like a straight-A student with perfect memory.<\/p>\n<\/div><\/div><footer class=\"entry-footer\"><\/footer><\/article><div class=\"iconlist-timeline\"><\/div><\/li>\n<\/ul><\/div><\/div>\n<\/div><\/div><\/div><!-- close content main div --><\/div><\/div><div id='after_section_2'  class='main_color av_default_container_wrap container_wrap sidebar_right'  ><div class='container av-section-cont-open' ><div class='template-page content  av-content-small alpha units'><div class='post-entry post-entry-type-page post-entry-56980'><div class='entry-content-wrapper clearfix'>\n<\/div><\/div><\/div><!-- close content main div --><\/div><\/div>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-v9rrwj-2d30f54f2e56256dc3943177643b9557\">\n.avia-section.av-v9rrwj-2d30f54f2e56256dc3943177643b9557{\nbackground-repeat:no-repeat;\nbackground-image:url(https:\/\/sigma-ai.sigmainfo.net\/wp-content\/uploads\/2024\/07\/business-office-work-300x200.webp);\nbackground-position:50% 50%;\nbackground-attachment:fixed;\n}\n.avia-section.av-v9rrwj-2d30f54f2e56256dc3943177643b9557 .av-section-color-overlay{\nopacity:0.9;\nbackground-color:#35383c;\n}\n<\/style>\n<div id='av_section_3'  class='avia-section av-v9rrwj-2d30f54f2e56256dc3943177643b9557 main_color avia-section-default avia-no-border-styling avia-full-stretch avia-bg-style-fixed av-section-color-overlay-active container_wrap sidebar_right'  data-section-bg-repeat='stretch'><div class=\"av-section-color-overlay-wrap\"><div class=\"av-section-color-overlay\"><\/div><div class='container av-section-cont-open' ><div class='template-page content  av-content-small alpha units'><div class='post-entry post-entry-type-page post-entry-56980'><div class='entry-content-wrapper clearfix'>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-sl2jtv-e55c1d492f32900ade8c171fa84f7bdd\">\n#top .av-special-heading.av-sl2jtv-e55c1d492f32900ade8c171fa84f7bdd{\npadding-bottom:10px;\ncolor:#ffffff;\n}\nbody .av-special-heading.av-sl2jtv-e55c1d492f32900ade8c171fa84f7bdd .av-special-heading-tag .heading-char{\nfont-size:25px;\n}\n.av-special-heading.av-sl2jtv-e55c1d492f32900ade8c171fa84f7bdd .special-heading-inner-border{\nborder-color:#ffffff;\n}\n.av-special-heading.av-sl2jtv-e55c1d492f32900ade8c171fa84f7bdd .av-subheading{\nfont-size:15px;\n}\n<\/style>\n<div  class='av-special-heading av-sl2jtv-e55c1d492f32900ade8c171fa84f7bdd av-special-heading-h2 custom-color-heading blockquote modern-quote modern-centered'><h2 class='av-special-heading-tag'  itemprop=\"headline\"  >Benefits<\/h2><div class=\"special-heading-border\"><div class=\"special-heading-inner-border\"><\/div><\/div><\/div>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-av_hr-f9cbe5a8bc6db256dad8c59f4ea3b236\">\n#top .hr.av-av_hr-f9cbe5a8bc6db256dad8c59f4ea3b236{\nmargin-top:10px;\nmargin-bottom:10px;\n}\n.hr.av-av_hr-f9cbe5a8bc6db256dad8c59f4ea3b236 .hr-inner{\nwidth:50px;\nborder-color:#ffffff;\n}\n<\/style>\n<div  class='hr av-av_hr-f9cbe5a8bc6db256dad8c59f4ea3b236 hr-custom hr-center hr-icon-no'><span class='hr-inner inner-border-av-border-fat'><span class=\"hr-inner-style\"><\/span><\/span><\/div>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-mcnbjyze-656e6d52d45ba67b5948495473d6ce61\">\n#top .av_textblock_section.av-mcnbjyze-656e6d52d45ba67b5948495473d6ce61 .avia_textblock{\ncolor:#ffffff;\n}\n<\/style>\n<section  class='av_textblock_section av-mcnbjyze-656e6d52d45ba67b5948495473d6ce61 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock av_inherit_color'  itemprop=\"text\" ><p style=\"text-align: center;\">The proof is in the performance\u2014Resolvify++ didn\u2019t just tick boxes, it rewrote the playbook.<\/p>\n<\/div><\/section>\n<div  class='flex_column av-pygk37-4ad1ecb544754340224e6616f4007d9c av_one_half first flex_column_div  '     ><style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-m1iuwwvx-d2ea82b98460db145278dba85325b920\">\n#top .avia-icon-list-container.av-m1iuwwvx-d2ea82b98460db145278dba85325b920 .iconlist_icon{\ncolor:#ffffff;\n}\n#top #wrap_all .avia-icon-list-container.av-m1iuwwvx-d2ea82b98460db145278dba85325b920 .av_iconlist_title{\ncolor:#ffffff;\n}\n.avia-icon-list-container.av-m1iuwwvx-d2ea82b98460db145278dba85325b920 .iconlist_content{\ncolor:#ffffff;\n}\n<\/style>\n<div  class='avia-icon-list-container av-m1iuwwvx-d2ea82b98460db145278dba85325b920'><ul class='avia-icon-list avia_animate_when_almost_visible avia-icon-list-left av-iconlist-small av-m1iuwwvx-d2ea82b98460db145278dba85325b920 avia-iconlist-animate'>\n<li><div class='iconlist_icon av-m1iuw5vh-463c62b47d8b1bfbed9bd2c0e57a22dd avia-font-entypo-fontello'><span class='iconlist-char' aria-hidden='true' data-av_icon='\ue871' data-av_iconfont='entypo-fontello'><\/span><\/div><article class=\"article-icon-entry \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class=\"iconlist_content_wrap\"><header class=\"entry-content-header\"><\/header><div class='iconlist_content av_inherit_color'  itemprop=\"text\" ><p><strong>50%+ Faster Resolutions:<\/strong> Routine tickets vanished like smoke\u2014auto-resolved within seconds. Complex ones got faster, context-rich handling. Less waiting, more winning.<\/p>\n<\/div><\/div><footer class=\"entry-footer\"><\/footer><\/article><div class=\"iconlist-timeline\"><\/div><\/li>\n<li><div class='iconlist_icon av-m1iuwsd8-1f5fe73a23ae0049d8e75d94b70a3a85 avia-font-entypo-fontello'><span class='iconlist-char' aria-hidden='true' data-av_icon='\ue871' data-av_iconfont='entypo-fontello'><\/span><\/div><article class=\"article-icon-entry \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class=\"iconlist_content_wrap\"><header class=\"entry-content-header\"><\/header><div class='iconlist_content av_inherit_color'  itemprop=\"text\" ><p><strong>Cleaner Coverage, Fewer Gaps:<\/strong> By pulling from historical context, AccelTest ensures <strong>consistent coverage<\/strong>\u2014no more forgotten edge cases or duplicate test logic.<\/p>\n<\/div><\/div><footer class=\"entry-footer\"><\/footer><\/article><div class=\"iconlist-timeline\"><\/div><\/li>\n<li><div class='iconlist_icon av-m5nnp4vy-6a0f21da802f3682e0cca47cc67f0e92 avia-font-entypo-fontello'><span class='iconlist-char' aria-hidden='true' data-av_icon='\ue871' data-av_iconfont='entypo-fontello'><\/span><\/div><article class=\"article-icon-entry \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class=\"iconlist_content_wrap\"><header class=\"entry-content-header\"><\/header><div class='iconlist_content av_inherit_color'  itemprop=\"text\" ><p><strong>Personalized QA Workflows:<\/strong> Each tenant runs their own version of the platform, complete with <strong>tailored test libraries<\/strong> and reusability built in.<\/p>\n<\/div><\/div><footer class=\"entry-footer\"><\/footer><\/article><div class=\"iconlist-timeline\"><\/div><\/li>\n<\/ul><\/div><\/div><div  class='flex_column av-os6s4z-5133d78c3f122dae1339be8817695723 av_one_half flex_column_div  '     ><style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-m1iuy7fn-ed405555caa57093c2b7f8d7179afaae\">\n#top .avia-icon-list-container.av-m1iuy7fn-ed405555caa57093c2b7f8d7179afaae .iconlist_icon{\ncolor:#ffffff;\n}\n#top #wrap_all .avia-icon-list-container.av-m1iuy7fn-ed405555caa57093c2b7f8d7179afaae .av_iconlist_title{\ncolor:#ffffff;\n}\n.avia-icon-list-container.av-m1iuy7fn-ed405555caa57093c2b7f8d7179afaae .iconlist_content{\ncolor:#ffffff;\n}\n<\/style>\n<div  class='avia-icon-list-container av-m1iuy7fn-ed405555caa57093c2b7f8d7179afaae'><ul class='avia-icon-list avia_animate_when_almost_visible avia-icon-list-left av-iconlist-small av-m1iuy7fn-ed405555caa57093c2b7f8d7179afaae avia-iconlist-animate'>\n<li><div class='iconlist_icon av-m1iuxn3e-55d7d6e9236700b91cf2a4724de0c758 avia-font-entypo-fontello'><span class='iconlist-char' aria-hidden='true' data-av_icon='\ue871' data-av_iconfont='entypo-fontello'><\/span><\/div><article class=\"article-icon-entry \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class=\"iconlist_content_wrap\"><header class=\"entry-content-header\"><\/header><div class='iconlist_content av_inherit_color'  itemprop=\"text\" ><p><strong>Continuous Learning on Autopilot:<\/strong> With every tweak and bit of feedback, Resolvify++ got sharper, smarter, and more tenant-aware. It wasn\u2019t just a system\u2014it became a teammate.<\/p>\n<\/div><\/div><footer class=\"entry-footer\"><\/footer><\/article><div class=\"iconlist-timeline\"><\/div><\/li>\n<li><div class='iconlist_icon av-m1iuy3ye-2597eee74cb7cf55ec93989dfb87ddd9 avia-font-entypo-fontello'><span class='iconlist-char' aria-hidden='true' data-av_icon='\ue871' data-av_iconfont='entypo-fontello'><\/span><\/div><article class=\"article-icon-entry \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class=\"iconlist_content_wrap\"><header class=\"entry-content-header\"><\/header><div class='iconlist_content av_inherit_color'  itemprop=\"text\" ><p><strong>Scalability Built In:<\/strong> From onboarding new tenants to ingesting fresh documents, Resolvify++ scaled like a champ\u2014without breaking a sweat.<\/p>\n<\/div><\/div><footer class=\"entry-footer\"><\/footer><\/article><div class=\"iconlist-timeline\"><\/div><\/li>\n<li><div class='iconlist_icon av-mb0bmtug-e03bdd2795ae1143c5933b7bd286d257 avia-font-entypo-fontello'><span class='iconlist-char' aria-hidden='true' data-av_icon='\ue871' data-av_iconfont='entypo-fontello'><\/span><\/div><article class=\"article-icon-entry \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class=\"iconlist_content_wrap\"><header class=\"entry-content-header\"><\/header><div class='iconlist_content av_inherit_color'  itemprop=\"text\" ><p><strong>Happier Clients, Smoother Ops:<\/strong> Quick turnarounds, reliable answers, and proactive updates meant one thing: happier clients who trust our support like a lifeline.<\/p>\n<\/div><\/div><footer class=\"entry-footer\"><\/footer><\/article><div class=\"iconlist-timeline\"><\/div><\/li>\n<\/ul><\/div><\/div>\n<\/div><\/div><\/div><!-- close content main div --><\/div><\/div><\/div><div id='after_section_3'  class='main_color av_default_container_wrap container_wrap sidebar_right'  ><div class='container av-section-cont-open' ><div class='template-page content  av-content-small alpha units'><div class='post-entry post-entry-type-page post-entry-56980'><div class='entry-content-wrapper clearfix'>\n<\/div><\/div><\/div><!-- close content main div --><\/div><\/div><div id='av_section_4'  class='avia-section av-mgenw3-16b77dbdd603d642680dac82f649a9a7 main_color avia-section-default avia-no-border-styling avia-bg-style-scroll container_wrap sidebar_right'  ><div class='container av-section-cont-open' ><div class='template-page content  av-content-small alpha units'><div class='post-entry post-entry-type-page post-entry-56980'><div class='entry-content-wrapper clearfix'>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-l29jbn-51bf17fdc9aad61339eb2dd182437b43\">\n#top .av-special-heading.av-l29jbn-51bf17fdc9aad61339eb2dd182437b43{\npadding-bottom:10px;\n}\nbody .av-special-heading.av-l29jbn-51bf17fdc9aad61339eb2dd182437b43 .av-special-heading-tag .heading-char{\nfont-size:25px;\n}\n.av-special-heading.av-l29jbn-51bf17fdc9aad61339eb2dd182437b43 .av-subheading{\nfont-size:15px;\n}\n<\/style>\n<div  class='av-special-heading av-l29jbn-51bf17fdc9aad61339eb2dd182437b43 av-special-heading-h2 blockquote modern-quote modern-centered'><h2 class='av-special-heading-tag'  itemprop=\"headline\"  >Tools <span class='special_amp'>&amp;<\/span> Technologies<\/h2><div class=\"special-heading-border\"><div class=\"special-heading-inner-border\"><\/div><\/div><\/div>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-iurqmr-a5e376e26f41b1c9212552a09a6c216a\">\n#top .hr.av-iurqmr-a5e376e26f41b1c9212552a09a6c216a{\nmargin-top:10px;\nmargin-bottom:10px;\n}\n.hr.av-iurqmr-a5e376e26f41b1c9212552a09a6c216a .hr-inner{\nwidth:50px;\nborder-color:#8dc321;\n}\n<\/style>\n<div  class='hr av-iurqmr-a5e376e26f41b1c9212552a09a6c216a hr-custom hr-center hr-icon-no'><span class='hr-inner inner-border-av-border-fat'><span class=\"hr-inner-style\"><\/span><\/span><\/div>\n<div class='avia-data-table-wrap av-hbt02b-674a7198a41b24e154b74e941fd00a5b avia_responsive_table avia-table-1'><table  class='avia-table avia-data-table avia_pricing_default'  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/Table\" ><tbody><tr class=''><td class=''><strong>Frontend:<\/strong> HTML, CSS, JavaScript<\/td><td class=''><strong>Backend:<\/strong> Python (Flask)<\/td><\/tr><tr class=''><td class=''><strong>AI:<\/strong> Claude (Anthropic API), Sentence Transformers<\/td><td class=''><strong>Vector DB:<\/strong> QDrant Cloud<\/td><\/tr><tr class=''><td class=''><strong>User Management:<\/strong> PostgreSQL<\/td><td class=''><strong>APIs:<\/strong> Freshdesk, SquadCast<\/td><\/tr><tr class=''><td class=''><strong>Secrets:<\/strong> AWS Secrets Manager<\/td><td class=''><\/td><\/tr><\/tbody><\/table><\/div>\n<\/div><\/div><\/div><!-- close content main div --><\/div><\/div><div id='after_section_4'  class='main_color av_default_container_wrap container_wrap sidebar_right'  ><div class='container av-section-cont-open' ><div class='template-page content  av-content-small alpha units'><div class='post-entry post-entry-type-page post-entry-56980'><div class='entry-content-wrapper clearfix'>\n<\/div><\/div><\/div><!-- close content main div --><\/div><\/div>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-av_section-9b6fbf25c5b4c5c86bc0bfe77cd03eed\">\n.avia-section.av-av_section-9b6fbf25c5b4c5c86bc0bfe77cd03eed{\nbackground-repeat:no-repeat;\nbackground-image:url(https:\/\/sigma-ai.sigmainfo.net\/wp-content\/uploads\/2024\/07\/business-office-work-300x200.webp);\nbackground-position:50% 50%;\nbackground-attachment:fixed;\n}\n.avia-section.av-av_section-9b6fbf25c5b4c5c86bc0bfe77cd03eed .av-section-color-overlay{\nopacity:0.9;\nbackground-color:#35383c;\n}\n<\/style>\n<div id='av_section_5'  class='avia-section av-av_section-9b6fbf25c5b4c5c86bc0bfe77cd03eed main_color avia-section-default avia-no-border-styling avia-full-stretch avia-bg-style-fixed av-section-color-overlay-active container_wrap sidebar_right'  data-section-bg-repeat='stretch'><div class=\"av-section-color-overlay-wrap\"><div class=\"av-section-color-overlay\"><\/div><div class='container av-section-cont-open' ><div class='template-page content  av-content-small alpha units'><div class='post-entry post-entry-type-page post-entry-56980'><div class='entry-content-wrapper clearfix'>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-mcelvmvb-8b1ad965c62897258bd16de7c9b4be64\">\n#top .av-special-heading.av-mcelvmvb-8b1ad965c62897258bd16de7c9b4be64{\npadding-bottom:10px;\ncolor:#ffffff;\n}\nbody .av-special-heading.av-mcelvmvb-8b1ad965c62897258bd16de7c9b4be64 .av-special-heading-tag .heading-char{\nfont-size:25px;\n}\n.av-special-heading.av-mcelvmvb-8b1ad965c62897258bd16de7c9b4be64 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By blending AI with human oversight, we built a solution that\u2019s always learning, always improving, and always ready to take on the next support curveball.<\/p>\n<p style=\"text-align: center;\">If you&#8217;re looking to tame your ticket chaos, reduce support fatigue, and delight customers with lightning-fast answers, let\u2019s talk.<\/p>\n<p style=\"text-align: center;\"><strong>Sigma Infosolutions<\/strong> knows how to turn support from a pain point into a competitive edge.<\/p>\n<\/div><\/section>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-mcelxg55-660dc85ab1f2ca86ef9971d99d085c79\">\n.avia-image-container.av-mcelxg55-660dc85ab1f2ca86ef9971d99d085c79 img.avia_image{\nbox-shadow:none;\n}\n.avia-image-container.av-mcelxg55-660dc85ab1f2ca86ef9971d99d085c79 .av-image-caption-overlay-center{\ncolor:#ffffff;\n}\n<\/style>\n<div  class='avia-image-container av-mcelxg55-660dc85ab1f2ca86ef9971d99d085c79 av-styling- av-img-linked 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