{"id":1240,"date":"2026-03-24T08:55:41","date_gmt":"2026-03-24T08:55:41","guid":{"rendered":"https:\/\/beetsol.com\/blog\/?p=1240"},"modified":"2026-03-26T13:41:55","modified_gmt":"2026-03-26T13:41:55","slug":"reduce-support-tickets-customer-training","status":"publish","type":"post","link":"https:\/\/beetsol.com\/blog\/reduce-support-tickets-customer-training\/","title":{"rendered":"How to Reduce Support Tickets Through Customer Training"},"content":{"rendered":"\r\n<p><span style=\"font-weight: 400;\">The 2020 playbook was &#8220;write more help articles.&#8221; The 2026 playbook is making customers self-sufficient before the question exists \u2014 through training that&#8217;s embedded where they work and searchable in their language.<\/span><\/p>\r\n\r\n\r\n\r\n<div style=\"background-color: #f0f9ff; border-left: 4px solid #0284c7; padding: 20px 24px; border-radius: 0 8px 8px 0; margin: 0 0 32px 0;\">\r\n<p style=\"margin: 0 0 8px 0; font-weight: 600;\">Scope<\/p>\r\n<p style=\"margin: 0; color: #334155;\">This guide focuses on eliminating how-to support tickets through customer training architecture. For broader training strategy, see our <a href=\"https:\/\/beetsol.com\/blog\/customer-training-lms-strategy-roi-implementation-guide\/\">Customer Training LMS: Strategy, ROI &amp; Implementation Guide<\/a>. For connecting training to churn and revenue, see <a href=\"https:\/\/beetsol.com\/blog\/customer-training-roi\/\">Customer Training ROI: The Metrics That Actually Reduce Churn<\/a>. For platform comparisons, see <a href=\"https:\/\/beetsol.com\/blog\/best-customer-training-software\/\">Best Customer Training Software for B2B SaaS (2026)<\/a> and our <a href=\"https:\/\/beetsol.com\/blog\/customer-training-pricing-guide\/\">Pricing Guide<\/a>.<\/p>\r\n<\/div>\r\n\r\n\r\n\r\n<p>\u00a0<span style=\"font-weight: 400;\">There&#8217;s someone on your support team who has been there since the early days. They know the product better than most of the engineering team \u2014 the edge cases, the workarounds, the reasons a feature works the way it does. They&#8217;re also your biggest bottleneck. Not because they&#8217;re slow, but because they&#8217;re the only ones who know. Half their day gets consumed by how-to questions they&#8217;ve answered a hundred times. The other half goes to the engineering escalations and complex issues that actually need their expertise. They can&#8217;t do both well. Nobody can.<\/span><\/p>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">Meanwhile, somewhere in your customer base, someone is stuck. They signed up three weeks ago and today they&#8217;re trying to configure a webhook. They search your help center \u2014 but the article they need is titled &#8220;Managing Integration Endpoints&#8221; and they searched &#8220;webhook not working.&#8221; No match. They try browsing \u2014 &#8220;Account Management,&#8221; &#8220;Platform Configuration,&#8221; &#8220;Integration Setup&#8221; \u2014 none of these obviously contain &#8220;how to fix a broken webhook.&#8221; They click into one, scan 15 article titles, nothing matches the problem in their head. Back out, try another category. Three clicks in and they&#8217;re further from the answer than when they started.<\/span><\/p>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">Most don&#8217;t open a ticket. They just stop. They close the tab, go back to what they were doing, and mentally file your product as &#8220;too complicated.&#8221; No complaint. No cancellation email. Just a quiet fade that shows up four months later as a non-renewal your CS team never saw coming.<\/span><\/p>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">The ticket was never the real problem. The real problem is that the customer wasn&#8217;t equipped to succeed independently \u2014 and when they hit a wall, no system met them in the moment with the answer in their language.<\/span><\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\"><b>What Training Actually Solves (And What It Doesn&#8217;t)<\/b><\/h2>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">Before going further \u2014 training isn&#8217;t a magic fix for everything, and pretending it is would waste your time. Here&#8217;s an honest breakdown of a typical B2B SaaS support queue:<\/span><\/p>\r\n\r\n\r\n\r\n<table style=\"width: 100%; border-collapse: collapse; margin: 24px 0;\">\r\n<thead>\r\n<tr style=\"background-color: #0f172a; color: #ffffff;\">\r\n<th style=\"padding: 12px 16px; text-align: left; font-weight: 600;\">Ticket Category<\/th>\r\n<th style=\"padding: 12px 16px; text-align: left; font-weight: 600;\">% of Queue<\/th>\r\n<th style=\"padding: 12px 16px; text-align: left; font-weight: 600;\">Can Training Eliminate It?<\/th>\r\n<\/tr>\r\n<\/thead>\r\n<tbody>\r\n<tr style=\"background-color: #f8fafc;\">\r\n<td style=\"padding: 12px 16px; border-bottom: 1px solid #e2e8f0; font-weight: 600;\">How-do-I questions<br \/><span style=\"font-weight: 400; color: #64748b;\">&#8220;How do I set up SSO,&#8221; &#8220;How do I bulk import,&#8221; &#8220;How do I configure permissions&#8221;<\/span><\/td>\r\n<td style=\"padding: 12px 16px; border-bottom: 1px solid #e2e8f0;\">40\u201360%<\/td>\r\n<td style=\"padding: 12px 16px; border-bottom: 1px solid #e2e8f0; color: #166534; font-weight: 600;\">Yes. This is the entire target.<\/td>\r\n<\/tr>\r\n<tr>\r\n<td style=\"padding: 12px 16px; border-bottom: 1px solid #e2e8f0; font-weight: 600;\">Bugs and errors<br \/><span style=\"font-weight: 400; color: #64748b;\">&#8220;I&#8217;m seeing a 505,&#8221; &#8220;This feature crashes when I do X&#8221;<\/span><\/td>\r\n<td style=\"padding: 12px 16px; border-bottom: 1px solid #e2e8f0;\">15\u201325%<\/td>\r\n<td style=\"padding: 12px 16px; border-bottom: 1px solid #e2e8f0;\">No. Bugs need engineering. Training helps customers distinguish &#8220;I&#8217;m doing this wrong&#8221; from &#8220;this is broken&#8221; \u2014 but the ticket still gets created.<\/td>\r\n<\/tr>\r\n<tr style=\"background-color: #f8fafc;\">\r\n<td style=\"padding: 12px 16px; border-bottom: 1px solid #e2e8f0; font-weight: 600;\">Account and billing<br \/><span style=\"font-weight: 400; color: #64748b;\">&#8220;It&#8217;s asking me to upgrade,&#8221; &#8220;Add seats,&#8221; &#8220;Change billing cycle&#8221;<\/span><\/td>\r\n<td style=\"padding: 12px 16px; border-bottom: 1px solid #e2e8f0;\">15\u201320%<\/td>\r\n<td style=\"padding: 12px 16px; border-bottom: 1px solid #e2e8f0;\">No. These need a human with account access or an automated billing system.<\/td>\r\n<\/tr>\r\n<tr>\r\n<td style=\"padding: 12px 16px; border-bottom: 1px solid #e2e8f0; font-weight: 600;\">Feature requests<br \/><span style=\"font-weight: 400; color: #64748b;\">&#8220;Can you add X,&#8221; &#8220;Have you considered Y&#8221;<\/span><\/td>\r\n<td style=\"padding: 12px 16px; border-bottom: 1px solid #e2e8f0;\">5\u201310%<\/td>\r\n<td style=\"padding: 12px 16px; border-bottom: 1px solid #e2e8f0;\">No. Though trained customers make better requests \u2014 they don&#8217;t ask for capabilities the product already has.<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">Training eliminates the largest single category \u2014 the 40-60% that are how-to questions about documented capabilities. That one category is where most of your support cost sits, where the silent churn hides, and where your senior agents&#8217; time gets wasted. Fix it and everything downstream improves.<\/span><\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\"><b>What That Category Costs You<\/b><b><\/b><\/h2>\r\n\r\n\r\n\r\n<table style=\"width: 100%; border-collapse: collapse; margin: 24px 0;\">\r\n<thead>\r\n<tr style=\"background-color: #0f172a; color: #ffffff;\">\r\n<th style=\"padding: 12px 16px; text-align: left; font-weight: 600;\">Metric<\/th>\r\n<th style=\"padding: 12px 16px; text-align: left; font-weight: 600;\">Typical Range (200 customers)<\/th>\r\n<\/tr>\r\n<\/thead>\r\n<tbody>\r\n<tr style=\"background-color: #f8fafc;\">\r\n<td style=\"padding: 12px 16px; border-bottom: 1px solid #e2e8f0;\">Monthly ticket volume<\/td>\r\n<td style=\"padding: 12px 16px; border-bottom: 1px solid #e2e8f0;\">800\u20131,200<\/td>\r\n<\/tr>\r\n<tr>\r\n<td style=\"padding: 12px 16px; border-bottom: 1px solid #e2e8f0;\">How-to tickets (documented features)<\/td>\r\n<td style=\"padding: 12px 16px; border-bottom: 1px solid #e2e8f0;\">320\u2013720 (40\u201360%)<\/td>\r\n<\/tr>\r\n<tr style=\"background-color: #f8fafc;\">\r\n<td style=\"padding: 12px 16px; border-bottom: 1px solid #e2e8f0;\">Internal cost per ticket<\/td>\r\n<td style=\"padding: 12px 16px; border-bottom: 1px solid #e2e8f0;\">$15\u201325<\/td>\r\n<\/tr>\r\n<tr>\r\n<td style=\"padding: 12px 16px; border-bottom: 1px solid #e2e8f0;\">Monthly cost of how-to tickets<\/td>\r\n<td style=\"padding: 12px 16px; border-bottom: 1px solid #e2e8f0;\">$4,800\u2013$18,000<\/td>\r\n<\/tr>\r\n<tr style=\"background-color: #f8fafc;\">\r\n<td style=\"padding: 12px 16px; border-bottom: 1px solid #e2e8f0;\"><strong>Annual cost<\/strong><\/td>\r\n<td style=\"padding: 12px 16px; border-bottom: 1px solid #e2e8f0;\"><strong>$57,600\u2013$216,000<\/strong><\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">That&#8217;s the direct cost. The indirect cost compounds from there \u2014 engineering escalations slow down because the queue is clogged, product feedback stops flowing because nobody has time to synthesize it, and CSMs become message routers instead of driving retention.<\/span><\/p>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">And for every customer who opens a how-to ticket, three to five hit the same wall and don&#8217;t. They just reduce their usage, stop exploring features, and settle into using 20% of what they&#8217;re paying for. The ticket is the visible cost. The quiet disengagement underneath it is what kills net revenue retention. For the full churn framework, see <\/span><a href=\"https:\/\/beetsol.com\/blog\/customer-training-roi\/\"><span style=\"font-weight: 400;\">Customer Training ROI: The Metrics That Actually Reduce Churn<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\"><b>Why Nothing You&#8217;ve Tried Has Fixed This<\/b><\/h2>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">Every SaaS company has attempted some combination of the following. None solve the core problem because none match how customers actually behave.<\/span><\/p>\r\n\r\n\r\n\r\n<p><b>&#8220;Write more help articles.&#8221;<\/b><span style=\"font-weight: 400;\"> Your product team writes from the feature perspective: &#8220;Here&#8217;s how Feature X works.&#8221; Your customer searches from the problem perspective: &#8220;Why can&#8217;t I add someone to my project?&#8221; Two different languages, same thing. Keyword search can&#8217;t bridge that gap. More articles in the wrong language just mean more content customers can&#8217;t find.<\/span><\/p>\r\n\r\n\r\n\r\n<p><b>&#8220;Centralize the knowledge base.&#8221;<\/b><span style=\"font-weight: 400;\"> You already have knowledge everywhere \u2014 help articles, Confluence, Slack threads, Jira tickets, Google Docs. The knowledge isn&#8217;t missing. It&#8217;s fragmented across systems with no search that understands what the customer is trying to do.<\/span><\/p>\r\n\r\n\r\n\r\n<p><b>&#8220;Build training courses.&#8221;<\/b><span style=\"font-weight: 400;\"> So you invest in an LMS. Adoption plateaus at 20-25%. A customer with a specific question at 2pm isn&#8217;t going to enroll in a 30-minute course and sit through Modules 1 through 6 to find the answer in Module 7. Course structures \u2014 enrollment gates, sequential progression, completion requirements \u2014 were designed for employees with dedicated learning time. Customers don&#8217;t learn that way.<\/span><\/p>\r\n\r\n\r\n\r\n<p><b>&#8220;Deploy AI support agents.&#8221;<\/b><span style=\"font-weight: 400;\"> The 2026 version of the same instinct. And for findability specifically, AI agents are genuinely better than keyword search \u2014 they can semantically match a customer&#8217;s question to a help article even when the terminology doesn&#8217;t align. But they only work after the customer initiates a support conversation. A search-first training platform solves the same findability problem earlier \u2014 inside the product, before the customer considers asking anyone. And for the customers who quietly disengage instead of reaching out, AI agents never get the chance to help. Embedded search does, because those customers are still inside the product when they search.<\/span><\/p>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">Every one of these approaches tries to answer questions faster. None ask: why does the customer have this question at all?<\/span><\/p>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">For a deeper look at why course-based training fails customers, see <\/span><a href=\"https:\/\/beetsol.com\/blog\/why-customer-training-fails-and-how-modern-platforms-fix-it\/\"><span style=\"font-weight: 400;\">Why Customer Training Fails (And How Modern Platforms Fix It)<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\"><b>What Actually Eliminates How-To Tickets<\/b><\/h2>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">Humans search. That&#8217;s the behavior. Not &#8220;browse a course catalog.&#8221; Not &#8220;enroll in a program.&#8221; Not &#8220;open a ticket and wait.&#8221; When someone is stuck, they search. If they find the answer, they move on. If they don&#8217;t, everything else in your support stack gets triggered.<\/span><\/p>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">The solution isn&#8217;t a faster way to answer questions. It&#8217;s a training architecture that ensures customers find answers the moment they search \u2014 and a learning system that equips them deeply enough that many questions never arise.<\/span><\/p>\r\n\r\n\r\n\r\n<h3 class=\"wp-block-heading\"><b>1. Training Where Customers Already Work<\/b><\/h3>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">If training lives in a separate portal \u2014 a standalone academy with its own URL and login \u2014 most customers will never visit it. When they&#8217;re stuck, they&#8217;re not going to open a new tab, log into a different platform, and hope they find something relevant. They&#8217;re going to search wherever they already are.<\/span><\/p>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">Embedded training puts the search bar inside your product. Inside your help center. Inside the support flow. The customer is stuck on your settings page, they see a search bar on your settings page, they type their question, they get the answer without leaving. No recommendations engine. No proactive nudges. Just the ability to search from where they already are, instead of being sent somewhere else.<\/span><\/p>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">A customer who can search without context-switching will search. A customer who has to leave the product to find training won&#8217;t. That behavioral difference is why embedded delivery sees 3-4x higher utilization than standalone portals. See how <\/span><a href=\"https:\/\/beetsol.com\/embedded-learning\"><span style=\"font-weight: 400;\">embedded learning<\/span><\/a><span style=\"font-weight: 400;\"> works in practice.<\/span><\/p>\r\n\r\n\r\n\r\n<h3 class=\"wp-block-heading\"><b>2. Search That Bridges the Language Gap<\/b><\/h3>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">Your customer types: &#8220;how do I let someone access my project.&#8221; Your training platform has a module titled &#8220;Role-Based Access Control and Team Permissions.&#8221; Keyword search sees zero overlap. Semantic search understands that &#8220;let someone access&#8221; and &#8220;team permissions&#8221; describe the same intent. The customer gets the right training module in seconds.<\/span><\/p>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">One company discovered customers searched &#8220;bulk import contacts&#8221; 38 times in a month with zero results. The training module existed \u2014 titled &#8220;Data Migration &amp; Batch Upload Procedures.&#8221; They recorded a 90-second walkthrough titled &#8220;How to Import Your Contacts in Bulk.&#8221; Searches resolved immediately. Related support tickets dropped by half within two weeks.<\/span><\/p>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">Every module in the LMS \u2014 every video, PDF, walkthrough \u2014 exists as a searchable unit. A customer finds a 2-minute module on webhook configuration without enrolling in the &#8220;Advanced Integration&#8221; course. But those same modules also assemble into structured onboarding paths and certification programs for customers who want guided learning. One content library, two access models, no duplication. For a deeper look, see <\/span><a href=\"https:\/\/beetsol.com\/deep-search\"><span style=\"font-weight: 400;\">how Deep Search bridges the terminology gap<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\r\n\r\n\r\n\r\n<h3 class=\"wp-block-heading\"><b>3. Gap Analytics: Build What&#8217;s Missing Before It Becomes a Ticket<\/b><\/h3>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">Every zero-result search is a training module waiting to be created. Every drop-off at timestamp 1:30 in a video is a moment that needs fixing. Every topic with high ticket volume despite having a training module means the module isn&#8217;t doing its job.<\/span><\/p>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">Gap analytics move you from reactive to proactive. The data tells you exactly what to create next \u2014 not what you assume customers need, but what they&#8217;re actually searching for and failing to find. Learn more about <\/span><a href=\"https:\/\/beetsol.com\/analytics-reporting\"><span style=\"font-weight: 400;\">gap detection analytics<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\"><b>What This Looks Like in Practice<\/b><\/h2>\r\n\r\n\r\n\r\n<p><b>Mid-Market SaaS (280 Customers)<\/b><\/p>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li><b>The Problem:<\/b><span style=\"font-weight: 400;\"> 950 tickets\/month. 420 about documented features. Support team of 5, but 2 senior agents handled 70% of the complex work.<\/span><\/li>\r\n\r\n\r\n\r\n<li><b>The Action:<\/b><span style=\"font-weight: 400;\"> Uploaded 180 existing help articles into a search-first LMS. Embedded search in-product. Senior agents recorded 2-minute modules for the top search gaps.<\/span><\/li>\r\n\r\n\r\n\r\n<li><b>The Result (90 Days):<\/b><span style=\"font-weight: 400;\"> How-to tickets dropped 40% (420 \u2192 252). Senior agents went from 50% to 78% time on complex issues.<\/span><\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<p><b>Fast-Growing SaaS (120 Customers, Doubling Annually)<\/b><\/p>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li><b>The Problem:<\/b><span style=\"font-weight: 400;\"> 380 tickets\/month, growing 30%\/year. Support team of 2 \u2014 both overwhelmed. About to hire a third person ($60K\/year).<\/span><\/li>\r\n\r\n\r\n\r\n<li><b>The Action:<\/b><span style=\"font-weight: 400;\"> 3-day setup. Uploaded 40 modular videos. Embedded in-product.<\/span><\/li>\r\n\r\n\r\n\r\n<li><b>The Result (6 Months):<\/b><span style=\"font-weight: 400;\"> Customer base grew 46%. Ticket volume stayed flat at ~320\/month. Avoided the $60K hire.<\/span><\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\"><b>How Fast This Works<\/b><\/h2>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">Most companies go live within a week. Upload existing content \u2014 help articles, videos, PDFs, walkthroughs \u2014 as-is into the LMS. No course restructuring. Enable semantic search. Embed inside your product or help center. Customers can now find answers through natural language from wherever they work.<\/span><\/p>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">By week 3-4, you have your first zero-result search report \u2014 the exact questions customers are asking that have no matching training module. Create the top 5. That&#8217;s where your first measurable ticket reduction comes from.<\/span><\/p>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">By week 8, companies typically see 30-40% reduction in how-to tickets. The ongoing work is minimal: every two weeks, check what customers searched and couldn&#8217;t find, create a module for the top gaps. It compounds \u2014 each gap you fill permanently eliminates the tickets that question was generating.<\/span><\/p>\r\n\r\n\r\n\r\n<p><b>The number that matters:<\/b><span style=\"font-weight: 400;\"> Track how-to ticket volume on documented topics. Measure it before you launch. Measure it at 30 days and 60 days. If it dropped 30-40%, the training is working. Everything else is optimization for your team over time \u2014 but the ticket number is what proves the investment to leadership. For the full ROI calculation, use <\/span><a href=\"https:\/\/beetsol.com\/roi-calculator\"><span style=\"font-weight: 400;\">Beetsol&#8217;s ROI calculator<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\"><b>Where This Is Heading<\/b><\/h2>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">The industry is investing in faster ways to answer questions \u2014 AI support agents, chatbots, smarter routing, auto-generated help articles. All of it optimizes what happens after a customer gets stuck.<\/span><\/p>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">Nobody is investing in making sure the customer never gets stuck.<\/span><\/p>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">That&#8217;s the gap. A customer who was trained through an embedded onboarding path, who can search a training library that understands their language from inside the product they&#8217;re using \u2014 that customer never enters the support funnel at all. The question was either avoided because the learning happened in context, or deflected because they searched and found the answer in seconds.<\/span><\/p>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">What&#8217;s left after training works is the stuff that genuinely needs humans \u2014 bugs, billing, complex edge cases, product feedback. The work support was originally hired to do, before 60% of their day got consumed by questions the documentation already answered.<\/span><\/p>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">The how-to support ticket is an architectural bug. In 2026, with semantic search and embedded training available, a customer opening a ticket to ask &#8220;how do I set up SSO&#8221; is a system failure \u2014 not a cost of doing business. The companies that build the training layer first will scale customer success without scaling headcount. The rest will keep hiring agents \u2014 human and AI \u2014 to answer the same questions faster.<\/span><\/p>\r\n\r\n\r\n\r\n<div style=\"background-color: #f0f9ff; border-left: 4px solid #0284c7; padding: 20px 24px; border-radius: 0 8px 8px 0; margin: 32px 0;\">\r\n<p style=\"margin: 0 0 8px 0; font-weight: 600;\">Related reading<\/p>\r\n<p style=\"margin: 0; color: #334155;\"><a href=\"https:\/\/beetsol.com\/blog\/customer-training-lms-strategy-roi-implementation-guide\/\">Customer Training LMS: Strategy, ROI &amp; Implementation Guide<\/a><br \/><a href=\"https:\/\/beetsol.com\/blog\/customer-training-roi\/\">Customer Training ROI: The Metrics That Actually Reduce Churn<\/a><br \/><a href=\"https:\/\/beetsol.com\/blog\/best-customer-training-software\/\">Best Customer Training Software for B2B SaaS (2026)<\/a><br \/><a href=\"https:\/\/beetsol.com\/blog\/customer-training-pricing-guide\/\">Customer Training Software Pricing Guide 2026<\/a><br \/><a href=\"https:\/\/beetsol.com\/blog\/lms-adoption-trap\/\">Why Your Customer Training Academy Has 25% Adoption<\/a><\/p>\r\n<\/div>\r\n\r\n\r\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\r\n\r\n\r\n<h2 class=\"wp-block-heading\"><b>FAQ<\/b><\/h2>\r\n\r\n\r\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\r\n\r\n\r\n<h3 class=\"wp-block-heading\"><b>How quickly will we see ticket reduction?<\/b><\/h3>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">Most companies see measurable reduction within 3-4 weeks of making existing training content searchable. The first wave comes from customers finding answers that were already documented but unfindable through keyword search. The second wave comes at weeks 5-8 as you fill gaps identified through zero-result analytics.<\/span><\/p>\r\n\r\n\r\n\r\n<h3 class=\"wp-block-heading\"><b>Do we need to create new training content before launching?<\/b><\/h3>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">No. Upload existing help articles, videos, docs, and PDFs into the LMS as-is. Semantic search makes them findable immediately without restructuring into courses. New module creation should be driven by gap analytics \u2014 create what customers actually search for, not what you assume they need.<\/span><\/p>\r\n\r\n\r\n\r\n<h3 class=\"wp-block-heading\"><b>What if our content is scattered across multiple systems?<\/b><\/h3>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">That&#8217;s the norm. Start with customer-facing content \u2014 that deflects tickets immediately. Internal documentation can be added over time as a separate audience segment within the same LMS, giving your support team access to both customer-facing and internal training from one search interface.<\/span><\/p>\r\n\r\n\r\n\r\n<h3 class=\"wp-block-heading\"><b>We&#8217;re deploying AI support agents. Do we still need training?<\/b><\/h3>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">They solve different problems. AI agents optimize what happens after a customer gets stuck. Training prevents the customer from getting stuck in the first place. For the 40-60% of tickets that are how-to questions, training eliminates the question before any agent \u2014 human or AI \u2014 gets triggered. For bugs, billing, and complex issues, AI agents mostly just route to humans anyway. Training reduces the total volume that hits your entire support stack.<\/span><\/p>\r\n\r\n\r\n\r\n<h3 class=\"wp-block-heading\"><b>What about tools that auto-generate help articles from support conversations?<\/b><\/h3>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">Auto-generated articles are reactive \u2014 created after enough customers already asked the same question. They&#8217;re still help articles, indexed by keywords, written in feature language. Training is proactive \u2014 it equips customers before they get stuck. Articles answer questions. Training prevents them. Different layer, different timing.<\/span><\/p>\r\n\r\n\r\n\r\n<h3 class=\"wp-block-heading\"><b>What&#8217;s the difference between ticket deflection and ticket avoidance?<\/b><\/h3>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">Deflection: the customer had a question, searched training inside your product, found the answer, no ticket. The question existed \u2014 the resolution path changed. Avoidance: the customer completed an onboarding path that taught them the capability before they ever got stuck. Deflection is immediate when you embed search in-product. Avoidance builds over weeks as customers move through learning paths. A mature training program delivers both.<\/span><\/p>\r\n\r\n\r\n\r\n<h3 class=\"wp-block-heading\"><b>How does this compare to hiring more support agents?<\/b><\/h3>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">Hiring is linear \u2014 double the agents, double the cost. Training is a multiplier \u2014 it reduces volume while making existing agents more effective. At a mid-market SaaS company, $15,000-$27,000\/year in a search-first LMS typically delivers more how-to ticket reduction than a $65,000\/year support hire, with the added benefit of improving customer adoption and retention.<\/span><\/p>\r\n\r\n\r\n\r\n<h3 class=\"wp-block-heading\"><b>What if our ticket volume is low \u2014 is this still worth it?<\/b><\/h3>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">If tickets are low, the primary value shifts to adoption and retention. A customer training LMS helps customers discover features they didn&#8217;t know existed, reach value faster, and engage more deeply with your product. Ticket reduction becomes a secondary benefit.<\/span><\/p>\r\n\r\n\r\n\r\n<h3 class=\"wp-block-heading\"><b>Can we measure the impact on churn?<\/b><\/h3>\r\n\r\n\r\n\r\n<p><span style=\"font-weight: 400;\">Yes, but it takes 6-12 months for statistically significant data. Track leading indicators in the meantime: training utilization by segment, feature adoption for trained vs untrained customers, and engagement trends for accounts that historically churn. See <\/span><a href=\"https:\/\/beetsol.com\/blog\/customer-training-roi\/\"><span style=\"font-weight: 400;\">the churn metrics guide<\/span><\/a><span style=\"font-weight: 400;\"> for the full framework.<\/span><\/p>\r\n","protected":false},"excerpt":{"rendered":"<p>The 2020 playbook was &#8220;write more help articles.&#8221; The 2026 playbook is making customers self-sufficient before the question exists \u2014 through training that&#8217;s embedded where they work and searchable in their language. Scope This guide focuses on eliminating how-to support tickets through customer training architecture. For broader training strategy, see our Customer Training LMS: Strategy,&hellip;&nbsp;<a href=\"https:\/\/beetsol.com\/blog\/reduce-support-tickets-customer-training\/\" rel=\"bookmark\">Read More &raquo;<span class=\"screen-reader-text\">How to Reduce Support Tickets Through Customer Training<\/span><\/a><\/p>\n","protected":false},"author":2,"featured_media":1252,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"off","neve_meta_content_width":70,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"","footnotes":""},"categories":[1],"tags":[],"class_list":["post-1240","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-beetsol"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>How to Reduce Support Tickets Through Customer Training | 2026 Framework<\/title>\n<meta name=\"description\" content=\"40-60% of your support tickets are how-to questions your docs already answer. Here&#039;s why help articles, courses, and AI agents don&#039;t fix it \u2014 and what does.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/beetsol.com\/blog\/reduce-support-tickets-customer-training\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How to Reduce Support Tickets Through Customer Training | 2026 Framework\" \/>\n<meta property=\"og:description\" content=\"40-60% of your support tickets are how-to questions your docs already answer. Here&#039;s why help articles, courses, and AI agents don&#039;t fix it \u2014 and what does.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/beetsol.com\/blog\/reduce-support-tickets-customer-training\/\" \/>\n<meta property=\"og:site_name\" content=\"Customer Training &amp; Search-First Insights | Beetsol Blog\" \/>\n<meta property=\"article:published_time\" content=\"2026-03-24T08:55:41+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-03-26T13:41:55+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/beetsol.com\/blog\/wp-content\/uploads\/2026\/03\/customer-training-reduces-support-tickets-banner-1.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1536\" \/>\n\t<meta property=\"og:image:height\" content=\"1024\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Roshan Vig\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@beetsol\" \/>\n<meta name=\"twitter:site\" content=\"@beetsol\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Roshan Vig\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"12 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":[\"Article\",\"BlogPosting\"],\"@id\":\"https:\/\/beetsol.com\/blog\/reduce-support-tickets-customer-training\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/beetsol.com\/blog\/reduce-support-tickets-customer-training\/\"},\"author\":{\"name\":\"Roshan Vig\",\"@id\":\"https:\/\/beetsol.com\/blog\/#\/schema\/person\/308eba9126600009590d694345c6414a\"},\"headline\":\"How to Reduce Support Tickets Through Customer Training\",\"datePublished\":\"2026-03-24T08:55:41+00:00\",\"dateModified\":\"2026-03-26T13:41:55+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/beetsol.com\/blog\/reduce-support-tickets-customer-training\/\"},\"wordCount\":2647,\"publisher\":{\"@id\":\"https:\/\/beetsol.com\/blog\/#organization\"},\"image\":{\"@id\":\"https:\/\/beetsol.com\/blog\/reduce-support-tickets-customer-training\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/beetsol.com\/blog\/wp-content\/uploads\/2026\/03\/customer-training-reduces-support-tickets-banner-1.jpg\",\"articleSection\":[\"Beetsol\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/beetsol.com\/blog\/reduce-support-tickets-customer-training\/\",\"url\":\"https:\/\/beetsol.com\/blog\/reduce-support-tickets-customer-training\/\",\"name\":\"How to Reduce Support Tickets Through Customer Training | 2026 Framework\",\"isPartOf\":{\"@id\":\"https:\/\/beetsol.com\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/beetsol.com\/blog\/reduce-support-tickets-customer-training\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/beetsol.com\/blog\/reduce-support-tickets-customer-training\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/beetsol.com\/blog\/wp-content\/uploads\/2026\/03\/customer-training-reduces-support-tickets-banner-1.jpg\",\"datePublished\":\"2026-03-24T08:55:41+00:00\",\"dateModified\":\"2026-03-26T13:41:55+00:00\",\"description\":\"40-60% of your support tickets are how-to questions your docs already answer. Here's why help articles, courses, and AI agents don't fix it \u2014 and what does.\",\"breadcrumb\":{\"@id\":\"https:\/\/beetsol.com\/blog\/reduce-support-tickets-customer-training\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/beetsol.com\/blog\/reduce-support-tickets-customer-training\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/beetsol.com\/blog\/reduce-support-tickets-customer-training\/#primaryimage\",\"url\":\"https:\/\/beetsol.com\/blog\/wp-content\/uploads\/2026\/03\/customer-training-reduces-support-tickets-banner-1.jpg\",\"contentUrl\":\"https:\/\/beetsol.com\/blog\/wp-content\/uploads\/2026\/03\/customer-training-reduces-support-tickets-banner-1.jpg\",\"width\":1536,\"height\":1024,\"caption\":\"Glowing lightbulb with graduation cap surrounded by laptop, book, and support icons on a dark background representing customer training and self-service learning\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/beetsol.com\/blog\/reduce-support-tickets-customer-training\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/beetsol.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"How to Reduce Support Tickets Through Customer Training\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/beetsol.com\/blog\/#website\",\"url\":\"https:\/\/beetsol.com\/blog\/\",\"name\":\"Customer Training & Search-First Insights | Beetsol Blog\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/beetsol.com\/blog\/#organization\"},\"alternateName\":\"Customer Training & Search-First Insights | Beetsol Blog\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/beetsol.com\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/beetsol.com\/blog\/#organization\",\"name\":\"Customer Training & Search-First Insights | Beetsol Blog\",\"alternateName\":\"Customer Training & Search-First Insights | Beetsol Blog\",\"url\":\"https:\/\/beetsol.com\/blog\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/beetsol.com\/blog\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/beetsol.com\/blog\/wp-content\/uploads\/2026\/01\/Beetsol-2026.jpg\",\"contentUrl\":\"https:\/\/beetsol.com\/blog\/wp-content\/uploads\/2026\/01\/Beetsol-2026.jpg\",\"width\":984,\"height\":524,\"caption\":\"Customer Training & Search-First Insights | Beetsol Blog\"},\"image\":{\"@id\":\"https:\/\/beetsol.com\/blog\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/x.com\/beetsol\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/beetsol.com\/blog\/#\/schema\/person\/308eba9126600009590d694345c6414a\",\"name\":\"Roshan Vig\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/beetsol.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/3c5a03e57c94edd9529f6348ed94f99a?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/3c5a03e57c94edd9529f6348ed94f99a?s=96&d=mm&r=g\",\"caption\":\"Roshan Vig\"},\"sameAs\":[\"https:\/\/beetsol.com\"],\"url\":\"https:\/\/beetsol.com\/blog\/author\/roshn\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"How to Reduce Support Tickets Through Customer Training | 2026 Framework","description":"40-60% of your support tickets are how-to questions your docs already answer. Here's why help articles, courses, and AI agents don't fix it \u2014 and what does.","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:\/\/beetsol.com\/blog\/reduce-support-tickets-customer-training\/","og_locale":"en_US","og_type":"article","og_title":"How to Reduce Support Tickets Through Customer Training | 2026 Framework","og_description":"40-60% of your support tickets are how-to questions your docs already answer. Here's why help articles, courses, and AI agents don't fix it \u2014 and what does.","og_url":"https:\/\/beetsol.com\/blog\/reduce-support-tickets-customer-training\/","og_site_name":"Customer Training &amp; Search-First Insights | Beetsol Blog","article_published_time":"2026-03-24T08:55:41+00:00","article_modified_time":"2026-03-26T13:41:55+00:00","og_image":[{"width":1536,"height":1024,"url":"https:\/\/beetsol.com\/blog\/wp-content\/uploads\/2026\/03\/customer-training-reduces-support-tickets-banner-1.jpg","type":"image\/jpeg"}],"author":"Roshan Vig","twitter_card":"summary_large_image","twitter_creator":"@beetsol","twitter_site":"@beetsol","twitter_misc":{"Written by":"Roshan Vig","Est. reading time":"12 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":["Article","BlogPosting"],"@id":"https:\/\/beetsol.com\/blog\/reduce-support-tickets-customer-training\/#article","isPartOf":{"@id":"https:\/\/beetsol.com\/blog\/reduce-support-tickets-customer-training\/"},"author":{"name":"Roshan Vig","@id":"https:\/\/beetsol.com\/blog\/#\/schema\/person\/308eba9126600009590d694345c6414a"},"headline":"How to Reduce Support Tickets Through Customer Training","datePublished":"2026-03-24T08:55:41+00:00","dateModified":"2026-03-26T13:41:55+00:00","mainEntityOfPage":{"@id":"https:\/\/beetsol.com\/blog\/reduce-support-tickets-customer-training\/"},"wordCount":2647,"publisher":{"@id":"https:\/\/beetsol.com\/blog\/#organization"},"image":{"@id":"https:\/\/beetsol.com\/blog\/reduce-support-tickets-customer-training\/#primaryimage"},"thumbnailUrl":"https:\/\/beetsol.com\/blog\/wp-content\/uploads\/2026\/03\/customer-training-reduces-support-tickets-banner-1.jpg","articleSection":["Beetsol"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/beetsol.com\/blog\/reduce-support-tickets-customer-training\/","url":"https:\/\/beetsol.com\/blog\/reduce-support-tickets-customer-training\/","name":"How to Reduce Support Tickets Through Customer Training | 2026 Framework","isPartOf":{"@id":"https:\/\/beetsol.com\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/beetsol.com\/blog\/reduce-support-tickets-customer-training\/#primaryimage"},"image":{"@id":"https:\/\/beetsol.com\/blog\/reduce-support-tickets-customer-training\/#primaryimage"},"thumbnailUrl":"https:\/\/beetsol.com\/blog\/wp-content\/uploads\/2026\/03\/customer-training-reduces-support-tickets-banner-1.jpg","datePublished":"2026-03-24T08:55:41+00:00","dateModified":"2026-03-26T13:41:55+00:00","description":"40-60% of your support tickets are how-to questions your docs already answer. Here's why help articles, courses, and AI agents don't fix it \u2014 and what does.","breadcrumb":{"@id":"https:\/\/beetsol.com\/blog\/reduce-support-tickets-customer-training\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/beetsol.com\/blog\/reduce-support-tickets-customer-training\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/beetsol.com\/blog\/reduce-support-tickets-customer-training\/#primaryimage","url":"https:\/\/beetsol.com\/blog\/wp-content\/uploads\/2026\/03\/customer-training-reduces-support-tickets-banner-1.jpg","contentUrl":"https:\/\/beetsol.com\/blog\/wp-content\/uploads\/2026\/03\/customer-training-reduces-support-tickets-banner-1.jpg","width":1536,"height":1024,"caption":"Glowing lightbulb with graduation cap surrounded by laptop, book, and support icons on a dark background representing customer training and self-service learning"},{"@type":"BreadcrumbList","@id":"https:\/\/beetsol.com\/blog\/reduce-support-tickets-customer-training\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/beetsol.com\/blog\/"},{"@type":"ListItem","position":2,"name":"How to Reduce Support Tickets Through Customer Training"}]},{"@type":"WebSite","@id":"https:\/\/beetsol.com\/blog\/#website","url":"https:\/\/beetsol.com\/blog\/","name":"Customer Training & Search-First Insights | Beetsol Blog","description":"","publisher":{"@id":"https:\/\/beetsol.com\/blog\/#organization"},"alternateName":"Customer Training & Search-First Insights | Beetsol Blog","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/beetsol.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/beetsol.com\/blog\/#organization","name":"Customer Training & Search-First Insights | Beetsol Blog","alternateName":"Customer Training & Search-First Insights | Beetsol Blog","url":"https:\/\/beetsol.com\/blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/beetsol.com\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/beetsol.com\/blog\/wp-content\/uploads\/2026\/01\/Beetsol-2026.jpg","contentUrl":"https:\/\/beetsol.com\/blog\/wp-content\/uploads\/2026\/01\/Beetsol-2026.jpg","width":984,"height":524,"caption":"Customer Training & Search-First Insights | Beetsol Blog"},"image":{"@id":"https:\/\/beetsol.com\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/beetsol"]},{"@type":"Person","@id":"https:\/\/beetsol.com\/blog\/#\/schema\/person\/308eba9126600009590d694345c6414a","name":"Roshan Vig","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/beetsol.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/3c5a03e57c94edd9529f6348ed94f99a?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/3c5a03e57c94edd9529f6348ed94f99a?s=96&d=mm&r=g","caption":"Roshan Vig"},"sameAs":["https:\/\/beetsol.com"],"url":"https:\/\/beetsol.com\/blog\/author\/roshn\/"}]}},"_links":{"self":[{"href":"https:\/\/beetsol.com\/blog\/wp-json\/wp\/v2\/posts\/1240","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/beetsol.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/beetsol.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/beetsol.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/beetsol.com\/blog\/wp-json\/wp\/v2\/comments?post=1240"}],"version-history":[{"count":4,"href":"https:\/\/beetsol.com\/blog\/wp-json\/wp\/v2\/posts\/1240\/revisions"}],"predecessor-version":[{"id":1251,"href":"https:\/\/beetsol.com\/blog\/wp-json\/wp\/v2\/posts\/1240\/revisions\/1251"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/beetsol.com\/blog\/wp-json\/wp\/v2\/media\/1252"}],"wp:attachment":[{"href":"https:\/\/beetsol.com\/blog\/wp-json\/wp\/v2\/media?parent=1240"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/beetsol.com\/blog\/wp-json\/wp\/v2\/categories?post=1240"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/beetsol.com\/blog\/wp-json\/wp\/v2\/tags?post=1240"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}