{"id":1735,"date":"2026-06-15T19:01:53","date_gmt":"2026-06-15T19:01:53","guid":{"rendered":"https:\/\/navigotechsolutions.com\/blog\/aws-ml-launches-strands-evals-for-indian-ai-troubleshooting-a-guide\/"},"modified":"2026-06-15T19:01:55","modified_gmt":"2026-06-15T19:01:55","slug":"aws-ml-launches-strands-evals-for-indian-ai-troubleshooting-a-guide","status":"publish","type":"post","link":"https:\/\/navigotechsolutions.com\/blog\/aws-ml-launches-strands-evals-for-indian-ai-troubleshooting-a-guide\/","title":{"rendered":"AWS ML Launches Strands Evals for Indian AI Troubleshooting: A Guide"},"content":{"rendered":"<style>\n:root{--primary-blue:#1e90ff;--deep-blue:#003C8F;--accent-orange:hsl(209,100%,50%);--neutral-bg:#F9F9F9;--neutral-white:#FFFFFF;--text-charcoal:#2C2C2C;--text-grey:#555555;--light-blue-bg:#EDF5FF;}\nbody{margin:0;padding:0;font-family:'Open Sans',sans-serif;background-color:var(--neutral-bg);color:var(--text-charcoal);line-height:1.6;}\na{color:var(--primary-blue);font-weight:700;text-decoration:none;border-bottom:2px solid var(--accent-orange);transition:all .3s ease;}\na:hover{color:var(--deep-blue);border-bottom-color:var(--primary-blue);background-color:#EDF5FF;}\n.navigo-container{font-family:'Open Sans',sans-serif;background-color:var(--neutral-bg);background-image:radial-gradient(#e5e5e5 1px,transparent 1px);background-size:20px 20px;max-width:900px;margin:40px auto;padding:40px;border-radius:20px;box-shadow:0 10px 30px 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p{font-size:1.05rem;color:var(--text-grey);line-height:1.7;margin:0 0 12px;max-width:760px;}\n.navigo-article{background:var(--neutral-white);padding:35px;border-radius:12px;border:1px solid #e5e5e5;line-height:1.9;font-size:1.06rem;color:var(--text-grey);position:relative;z-index:1;}\n.navigo-article h2{font-family:'Montserrat',sans-serif;color:var(--deep-blue);font-size:1.6rem;margin-top:34px;margin-bottom:12px;}\n.navigo-article h3{font-family:'Montserrat',sans-serif;color:var(--text-charcoal);font-size:1.2rem;margin-top:22px;margin-bottom:8px;}\n.navigo-article p{margin-bottom:14px;}\n.navigo-article ul{margin-left:18px;margin-bottom:14px;}\n.navigo-article table{width:100%;border-collapse:collapse;margin:20px 0;}\n.navigo-article th,.navigo-article td{border:1px solid #e5e5e5;padding:12px;text-align:left;}\n.navigo-article th{background-color:#f2f2f2;color:var(--deep-blue);}\n.key-takeaways{background:var(--light-blue-bg);border-left:6px solid var(--primary-blue);padding:18px 22px;border-radius:8px;margin:28px 0;}\n.toc{background:#fafafa;border:1px solid #eee;padding:20px;border-radius:8px;margin:25px 0;}\n.toc strong{display:block;margin-bottom:10px;font-family:'Montserrat',sans-serif;color:var(--deep-blue);}\n.toc ul{list-style-type:none;padding-left:0;margin:0;}\n.toc li{margin-bottom:8px;padding-left:15px;position:relative;}\n.toc li::before{content:\"\u2022\";color:var(--primary-blue);position:absolute;left:0;top:0;}\n.navigo-faq-header{text-align:center;margin-top:42px;margin-bottom:22px;}\n.navigo-faq-header h2{font-family:'Montserrat',sans-serif;font-size:1.9rem;color:var(--text-charcoal);}\n.navigo-faq-details{background:var(--neutral-white);margin-bottom:12px;border-radius:8px;border:1px solid #e5e5e5;overflow:hidden;position:relative;z-index:1;}\n.navigo-faq-summary{padding:16px 20px;font-family:'Montserrat',sans-serif;font-weight:700;color:var(--deep-blue);cursor:pointer;display:flex;justify-content:space-between;align-items:center;list-style:none;}\n.navigo-faq-summary::after{content:'';width:10px;height:10px;border-right:3px solid var(--primary-blue);border-bottom:3px solid var(--primary-blue);transform:rotate(45deg);flex-shrink:0;}\n.navigo-faq-details[open] .navigo-faq-summary::after{transform:rotate(-135deg);}\n.navigo-faq-answer{padding:0 20px 18px;color:var(--text-grey);}\n.navigo-footer{margin-top:36px;padding-top:22px;border-top:2px solid #eee;text-align:center;color:var(--text-grey);font-size:.95rem;position:relative;z-index:1;}\n@media(max-width:768px){.navigo-container{padding:20px;margin:0;border-radius:0;}.navigo-hero{padding:25px;}.navigo-article{padding:20px;font-size:1rem;}.navigo-shape-top-right,.navigo-shape-bottom-left{display:none;}}\n<\/style>\n<link href=\"https:\/\/fonts.googleapis.com\/css2?family=Montserrat:wght@400;700;800&#038;family=Open+Sans:wght@400;600;700&#038;display=swap\" rel=\"stylesheet\">\n<div class=\"navigo-container\">\n<div class=\"navigo-shape-top-right\"><\/div>\n<div class=\"navigo-shape-bottom-left\"><\/div>\n<div class=\"navigo-hero\">\n<div class=\"navigo-logo\">NaviGo Tech Solutions<\/div>\n<h1>AWS ML Just Launched Strands Evals for Indian AI Troubleshooting<\/h1>\n<p>If you run a small business in India and rely on <strong>AI agents<\/strong> for customer support, lead generation, or automation, you know the struggle: the AI sometimes gives wrong answers, behaves unpredictably, or just stops working. AWS ML has just launched <strong>Strands Evals<\/strong>, a new tool designed to help you find and fix these issues fast. In this guide, we break down what it is, how it works, and how Indian businesses can use it to make their AI more reliable.<\/p>\n<p>This guide covers:<\/p>\n<ul>\n<li>What Strands Evals is and why it matters for Indian businesses<\/li>\n<li>How to use it to troubleshoot your AI agents step by step<\/li>\n<li>Common mistakes to avoid when evaluating AI performance<\/li>\n<li>Practical examples and a comparison of evaluation tools<\/li>\n<\/ul>\n<p>Let&#8217;s get straight into it.<\/p>\n<\/p><\/div>\n<div class=\"navigo-article\">\n<div class=\"key-takeaways\">\n      <strong>What You&#8217;ll Learn:<\/strong><\/p>\n<ul>\n<li>Strands Evals is a new AWS ML tool for evaluating and debugging AI agent performance<\/li>\n<li>Indian businesses can use it to reduce customer support errors and automation failures<\/li>\n<li>You need observability and structured testing to get the most out of your AI<\/li>\n<li>NaviGo Tech Solutions can help you integrate these tools into your workflow<\/li>\n<\/ul><\/div>\n<div class=\"toc\">\n      <strong>Table of Contents<\/strong><\/p>\n<ul>\n<li><a href=\"#section-1\">What is AWS ML Strands Evals for AI Troubleshooting?<\/a><\/li>\n<li><a href=\"#section-2\">Why Strands Evals Matters for Indian Businesses in 2026<\/a><\/li>\n<li><a href=\"#section-3\">How to Use Strands Evals: A Step-by-Step Guide<\/a><\/li>\n<li><a href=\"#section-4\">Common Mistakes When Evaluating AI Agents<\/a><\/li>\n<li><a href=\"#section-5\">Strands Evals vs Other AI Evaluation Tools: A Comparison<\/a><\/li>\n<\/ul><\/div>\n<h2 id=\"section-1\">What is AWS ML Strands Evals for AI Troubleshooting?<\/h2>\n<p>AWS ML&#8217;s Strands Evals is a new evaluation framework that helps developers and businesses test and debug AI agents. Think of it as a diagnostic tool for your AI system. Instead of guessing why your chatbot gave a customer a wrong product recommendation, you can run a structured evaluation to pinpoint the exact mistake.<\/p>\n<p>The name &#8220;Strands&#8221; refers to the way the tool breaks down an AI agent&#8217;s behaviour into separate strands or traces. Each strand represents a sequence of actions, decisions, and responses. By examining these strands, you can see where the AI went wrong and fix it.<\/p>\n<p>For Indian small business owners, this is a game changer. Many of you use AI tools like chatbots, automated email responders, or lead scoring systems. But without proper evaluation, these tools can cost you customers. Strands Evals gives you a clear, data-driven way to improve your AI&#8217;s accuracy without needing a PhD in machine learning.<\/p>\n<p>At <a href=\"https:\/\/navigotechsolutions.com\/services.html#ai-agents\">NaviGo Tech Solutions<\/a>, we help businesses in Chennai set up and manage AI agents. We have seen how a small mistake in an AI workflow can lead to lost sales. Strands Evals helps you catch those mistakes before they affect your customers.<\/p>\n<h2 id=\"section-2\">Why Strands Evals Matters for Indian Businesses in 2026<\/h2>\n<h3>Growing Reliance on AI Agents<\/h3>\n<p>Indian businesses are adopting AI agents faster than ever. From e-commerce stores in Chennai using chatbots to answer queries, to real estate agencies using AI for lead qualification, the trend is clear. But with more AI comes more complexity. A single broken AI workflow can frustrate customers and damage your brand. Strands Evals gives you the tools to keep your AI running smoothly.<\/p>\n<h3>Reducing Customer Support Errors<\/h3>\n<p>Imagine a customer in Mumbai asks your chatbot if you ship to Pune. The bot says no, but you actually do. That mistake can cost you a sale. Strands Evals lets you test hundreds of such scenarios automatically. You can identify where your AI is failing and retrain it with better data or rules.<\/p>\n<h3>Improving Automation ROI<\/h3>\n<p>You are spending money on AI tools. If they are not working correctly, you are throwing money away. Strands Evals helps you measure the accuracy of your AI agents. You can see which agents perform well and which need improvement. This data helps you make smarter decisions about where to invest your marketing budget. If you want to improve your overall digital presence, check out our <a href=\"https:\/\/navigotechsolutions.com\/services.html#digital-marketing\">AI Digital Marketing<\/a> services.<\/p>\n<figure class=\"wp-block-image size-large\" style=\"margin: 32px 0; text-align: center;\">\n                      <img decoding=\"async\" src=\"https:\/\/navigotechsolutions.com\/blog\/wp-content\/uploads\/2026\/06\/aws-ml-strands-evals-indian-ai-troubleshooting-1.jpg\" alt=\"A modern list-based business infographic showing why this topic matters. Left side shows colored circular icons for each point, right side shows a bold, correctly spelled header like '1. Cost Reduction' or '2. High ROI', followed by a very short, clean text description, all on a clean minimal white background. Premium color scheme of deep navy blue, bright blue, and clean accents.\" style=\"border-radius: 12px; max-width: 100%; height: auto; box-shadow: 0 4px 15px rgba(0,0,0,0.08);\" \/><br \/>\n                    <\/figure>\n<h2 id=\"section-2\">Step-by-Step Guide to Using Strands Evals<\/h2>\n<ul>\n<li><strong>Step 1: Set up your AI agent in AWS<\/strong> \u2014 First, you need to have your AI agent deployed on AWS. This could be a chatbot, a recommendation engine, or any automated system. Make sure you have access to the AWS console.<\/li>\n<li><strong>Step 2: Enable tracing for your agent<\/strong> \u2014 In the AWS dashboard, turn on the tracing feature for your agent. This records every action your AI takes, from receiving a query to generating a response. The traces are called &#8220;strands&#8221;.<\/li>\n<li><strong>Step 3: Create evaluation scenarios<\/strong> \u2014 Think of common situations where your AI might make mistakes. For example, if you run a restaurant booking chatbot, test scenarios like &#8220;customer asks for a table at a closed time&#8221; or &#8220;customer asks about dietary restrictions&#8221;. Write these down as test cases.<\/li>\n<li><strong>Step 4: Run the Strands Evals tool<\/strong> \u2014 Upload your test scenarios to the Strands Evals tool. It will run your agent through each scenario and record the responses. The tool then analyses each strand to see if the agent behaved correctly.<\/li>\n<li><strong>Step 5: Review the results and fix issues<\/strong> \u2014 The tool gives you a detailed report showing where your agent passed and failed. For each failure, you can see the exact strand that caused the problem. You can then update your agent&#8217;s training data or rules to fix the issue.<\/li>\n<li><strong>Step 6: Retest and monitor continuously<\/strong> \u2014 AI agents change over time as they learn from new data. Schedule regular evaluations using Strands Evals to catch new issues early. This keeps your AI reliable and your customers happy.<\/li>\n<\/ul>\n<h2 id=\"section-4\">Common Mistakes When Evaluating AI Agents<\/h2>\n<h3>Not Testing Real-World Scenarios<\/h3>\n<p>Many business owners test their AI with simple, happy-path scenarios. But real customers ask weird questions. A customer in Chennai might ask your bot about local festivals affecting delivery times. If you have not tested that, your bot might fail. Always include edge cases in your evaluation. For more on building robust AI workflows, explore our <a href=\"https:\/\/navigotechsolutions.com\/services.html#consulting\">AI Strategy Consulting<\/a>.<\/p>\n<h3>Ignoring Observability Data<\/h3>\n<p>Strands Evals provides rich observability data, but many users ignore it. They just look at pass\/fail rates. The real value is in understanding why the AI failed. Look at the actual traces to see where the logic broke. This gives you actionable insights.<\/p>\n<h3>Skipping Regular Evaluations<\/h3>\n<p>Setting up Strands Evals once and forgetting it is a mistake. Your AI agent learns from new data, and its behaviour can drift over time. For example, if you update your product catalogue, your recommendation AI might start suggesting outdated items. Regular evaluations catch these drifts.<\/p>\n<h3>Overcomplicating the Setup<\/h3>\n<p>Strands Evals is powerful but can be complex. Some business owners try to build overly detailed evaluation scenarios from day one. Start small. Test 5 to 10 critical scenarios first. As you get comfortable, add more. This avoids analysis paralysis and gets you results faster.<\/p>\n<figure class=\"wp-block-image size-large\" style=\"margin: 32px 0; text-align: center;\">\n                      <img decoding=\"async\" src=\"https:\/\/navigotechsolutions.com\/blog\/wp-content\/uploads\/2026\/06\/aws-ml-strands-evals-indian-ai-troubleshooting-2.jpg\" alt=\"A professional 2-column comparison grid diagram showing Common Mistakes vs Best Practices. Left column has red X icons and correctly spelled labels like 'Broad Target', 'No Landing Page'. Right column has green checkmark icons and labels like 'Niche Target', 'Custom Landing Page'. Minimal modern flat design, highly spaced and legible text, clean white background.\" style=\"border-radius: 12px; max-width: 100%; height: auto; box-shadow: 0 4px 15px rgba(0,0,0,0.08);\" \/><br \/>\n                    <\/figure>\n<h2 id=\"section-5\">Strands Evals vs Other AI Evaluation Tools: A Comparison<\/h2>\n<p>Strands Evals is not the only evaluation tool on the market. Here is a comparison with two other popular options to help you decide.<\/p>\n<table>\n<thead>\n<tr>\n<th>Feature<\/th>\n<th>Strands Evals (AWS)<\/th>\n<th>LangSmith<\/th>\n<th>Custom testing scripts<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Setup complexity<\/td>\n<td>Medium, requires AWS account<\/td>\n<td>Low, works with any LLM<\/td>\n<td>High, requires coding<\/td>\n<\/tr>\n<tr>\n<td>Trace granularity<\/td>\n<td>Very high, per-step traces<\/td>\n<td>Medium, conversation level<\/td>\n<td>Variable, depends on script<\/td>\n<\/tr>\n<tr>\n<td>Cost<\/td>\n<td>Pay per evaluation run<\/td>\n<td>Subscription based<\/td>\n<td>Developer time only<\/td>\n<\/tr>\n<tr>\n<td>Indian business support<\/td>\n<td>Full AWS India region support<\/td>\n<td>Global, no local support<\/td>\n<td>No support<\/td>\n<\/tr>\n<tr>\n<td>Best for<\/td>\n<td>Businesses already on AWS<\/td>\n<td>Teams using LangChain<\/td>\n<td>Developers with spare time<\/td>\n<\/tr>\n<tr>\n<td>Automated retesting<\/td>\n<td>Yes, with CI\/CD<\/td>\n<td>Yes<\/td>\n<td>Manual<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>For most Indian small businesses, Strands Evals is the best choice if you already use AWS. It integrates seamlessly with your existing infrastructure and provides deep observability. If you need help setting up your AI evaluation workflow, <a href=\"https:\/\/navigotechsolutions.com\/services.html#ai\">NaviGo&#8217;s AI Ads and Automation<\/a> team can assist you.<\/p>\n<\/p><\/div>\n<div style=\"background:linear-gradient(135deg,#25D366 0%,#128C7E 100%);border-radius:12px;padding:24px 28px;margin:32px 0;text-align:center;position:relative;z-index:1;\">\n<p style=\"color:#fff;font-family:'Montserrat',sans-serif;font-weight:800;font-size:1.15rem;margin:0 0 8px;\">Not sure which tool fits your business?<\/p>\n<p style=\"color:rgba(255,255,255,0.9);font-size:0.95rem;margin:0 0 16px;font-family:'Open Sans',sans-serif;\">Our team at NaviGo Tech Solutions will set it up for you &mdash; free 30-minute strategy call.<\/p>\n<p>  <a href=\"https:\/\/wa.me\/916380853075?text=Hi%2C%20I%20read%20your%20blog%20and%20want%20a%20free%20strategy%20call\" target=\"_blank\" rel=\"noopener\" style=\"background:#fff;color:#128C7E;font-family:&#039;Montserrat&#039;,sans-serif;font-weight:800;padding:12px 28px;border-radius:50px;text-decoration:none;font-size:1rem;border-bottom:none;display:inline-block;\"><br \/>\n    WhatsApp Us Now &mdash; It&apos;s Free<br \/>\n  <\/a>\n<\/div>\n<div class=\"navigo-faq-header\">\n<h2>Frequently Asked Questions<\/h2>\n<\/p><\/div>\n<details class=\"navigo-faq-details\">\n<summary class=\"navigo-faq-summary\">Is Strands Evals difficult to set up for a non-technical business owner?<\/summary>\n<div class=\"navigo-faq-answer\">It requires some technical knowledge, but AWS provides guided setup wizards. If you do not have an in-house developer, you can hire a digital agency like <a href=\"https:\/\/navigotechsolutions.com\/\">NaviGo Tech Solutions<\/a> to do the initial setup and training for you.<\/div>\n<\/details>\n<details class=\"navigo-faq-details\">\n<summary class=\"navigo-faq-summary\">Will Strands Evals work with AI agents built using Google or OpenAI?<\/summary>\n<div class=\"navigo-faq-answer\">Strands Evals is designed for AI agents deployed on AWS. If you are using models from other providers, you would need to host them on AWS to use this tool. AWS supports many third-party models through SageMaker.<\/div>\n<\/details>\n<details class=\"navigo-faq-details\">\n<summary class=\"navigo-faq-summary\">How often should I run evaluations on my AI agent?<\/summary>\n<div class=\"navigo-faq-answer\">For most small businesses, running evaluations weekly is enough. If your AI agent handles customer-facing tasks like support or sales, consider testing after every major update to your products or policies.<\/div>\n<\/details>\n<details class=\"navigo-faq-details\">\n<summary class=\"navigo-faq-summary\">Can Strands Evals help me improve my AI&#8217;s performance without writing code?<\/summary>\n<div class=\"navigo-faq-answer\">Yes, the tool provides a visual dashboard where you can see evaluation results. You can identify failures and adjust your agent&#8217;s settings or training data without writing code. For complex fixes, some scripting may be needed.<\/div>\n<\/details>\n<div class=\"navigo-footer\">\n<p>Stop guessing why your AI is failing. Start using AWS ML Strands Evals to troubleshoot and optimise your AI agents today. Let NaviGo Tech Solutions help you implement a reliable, high-performing AI system for your business.<\/p>\n<p><a href=\"https:\/\/navigotechsolutions.com\/contact.html\" target=\"_blank\">Get Your Free Consultation \u2014 NaviGo Tech Solutions<\/a><\/p>\n<\/p><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Learn how AWS ML&#8217;s new Strands Evals helps Indian businesses troubleshoot AI agents. A practical guide for small business owners using AI tools.<\/p>\n","protected":false},"author":1,"featured_media":1732,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[216],"tags":[362,926,929,924,922,590,402,457,21,923],"class_list":["post-1735","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-tools","tag-ai-agents","tag-ai-observability","tag-ai-performance","tag-ai-troubleshooting","tag-aws-ml","tag-chennai-ai-tools","tag-indian-business-ai","tag-indian-small-business-ai","tag-navigo-tech-solutions","tag-strands-evals"],"jetpack_featured_media_url":"https:\/\/navigotechsolutions.com\/blog\/wp-content\/uploads\/2026\/06\/aws-ml-strands-evals-indian-ai-troubleshooting.jpg","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/navigotechsolutions.com\/blog\/wp-json\/wp\/v2\/posts\/1735","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/navigotechsolutions.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/navigotechsolutions.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/navigotechsolutions.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/navigotechsolutions.com\/blog\/wp-json\/wp\/v2\/comments?post=1735"}],"version-history":[{"count":1,"href":"https:\/\/navigotechsolutions.com\/blog\/wp-json\/wp\/v2\/posts\/1735\/revisions"}],"predecessor-version":[{"id":1736,"href":"https:\/\/navigotechsolutions.com\/blog\/wp-json\/wp\/v2\/posts\/1735\/revisions\/1736"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/navigotechsolutions.com\/blog\/wp-json\/wp\/v2\/media\/1732"}],"wp:attachment":[{"href":"https:\/\/navigotechsolutions.com\/blog\/wp-json\/wp\/v2\/media?parent=1735"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/navigotechsolutions.com\/blog\/wp-json\/wp\/v2\/categories?post=1735"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/navigotechsolutions.com\/blog\/wp-json\/wp\/v2\/tags?post=1735"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}