{"id":1740,"date":"2026-06-15T19:32:08","date_gmt":"2026-06-15T19:32:08","guid":{"rendered":"https:\/\/navigotechsolutions.com\/blog\/aws-ml-launches-strands-evals-for-indian-ai-troubleshooting-what-it-means-2\/"},"modified":"2026-06-15T19:32:11","modified_gmt":"2026-06-15T19:32:11","slug":"aws-ml-launches-strands-evals-for-indian-ai-troubleshooting-what-it-means-2","status":"publish","type":"post","link":"https:\/\/navigotechsolutions.com\/blog\/aws-ml-launches-strands-evals-for-indian-ai-troubleshooting-what-it-means-2\/","title":{"rendered":"AWS ML Launches Strands Evals for Indian AI Troubleshooting: What It Means"},"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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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>Your AI chatbot or agent has stopped responding correctly. You do not know why. AWS ML has just introduced <strong>Strands Evals<\/strong> to fix this exact problem in Indian business automation. This guide breaks down what it is, why it matters for your small business, and how to use it starting today.<\/p>\n<p>This guide covers:<\/p>\n<ul>\n<li>What Strands Evals and the Strands Agents SDK actually do<\/li>\n<li>Why AI troubleshooting matters for Indian businesses in 2026<\/li>\n<li>A step by step process to evaluate your own AI agent<\/li>\n<li>Common mistakes and how to avoid them<\/li>\n<\/ul>\n<p>If you run a business in Chennai or anywhere in India and use AI for customer support, scheduling, or sales, this update is for you.<\/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>How Strands Evals help you find and fix AI agent errors quickly<\/li>\n<li>Why the Strands Agents SDK is built for Indian use cases<\/li>\n<li>A practical 5 step evaluation process you can use today<\/li>\n<li>The top 3 mistakes Indian businesses make when troubleshooting AI<\/li>\n<\/ul><\/div>\n<div class=\"toc\">\n      <strong>Table of Contents<\/strong><\/p>\n<ul>\n<li><a href=\"#section-1\">What Are Strands Evals and the Strands Agents SDK<\/a><\/li>\n<li><a href=\"#section-2\">Why It Matters for Indian Small Businesses in 2026<\/a><\/li>\n<li><a href=\"#section-3\">How to Use Strands Evals for Your AI Agent: A 5 Step Guide<\/a><\/li>\n<li><a href=\"#section-4\">Common Mistakes Indian Businesses Make with AI Troubleshooting<\/a><\/li>\n<li><a href=\"#section-5\">Comparison: Strands Evals vs Other AI Troubleshooting Tools<\/a><\/li>\n<\/ul><\/div>\n<h2 id=\"section-1\">What Are Strands Evals and the Strands Agents SDK<\/h2>\n<p>AWS Machine Learning has launched a new set of tools called <strong>Strands Evals<\/strong> and the <strong>Strands Agents SDK<\/strong>. These tools help businesses like yours test and fix AI agents that are not performing well. Think of it as a diagnostic centre for your AI assistant.<\/p>\n<p>An AI agent is a piece of software that can take actions. For example, a chatbot that books appointments for your salon in Chennai or a voice assistant that answers customer calls for your restaurant in T Nagar. When these agents make mistakes, you lose time and money. Strands Evals lets you run tests, see why the agent failed, and fix it.<\/p>\n<p>The Strands Agents SDK goes a step deeper. It gives you a technical framework to build, observe, and improve your agent architecture. This means you can see every step your AI takes, find where it went wrong, and correct the path. This is especially useful for Indian businesses that handle mixed languages, diverse customer queries, and complex workflows like payment processing or inventory checks.<\/p>\n<p>You do not need a team of data scientists to use Strands Evals. The tools are designed to be practical and give you clear reports. For more on how we help businesses adopt AI, see our <a href=\"https:\/\/navigotechsolutions.com\/services.html#ai-agents\">AI Agents and Bots<\/a> page.<\/p>\n<h2 id=\"section-2\">Why It Matters for Indian Small Businesses in 2026<\/h2>\n<p>Indian small businesses are adopting AI faster than ever. From online stores in Delhi to clinics in Chennai, AI agents handle bookings, answer enquiries, and even manage social media. But with more AI comes more errors. A chatbot that misunderstands a customer in Tamil or Hindi can cost you that customer. Strands Evals helps you catch these errors before they reach your customers.<\/p>\n<h3>Better Customer Experience<\/h3>\n<p>When your AI agent works correctly, your customers get fast, accurate answers. A restaurant using an AI agent for reservations can avoid double bookings. A clinic can send correct appointment reminders. Strands Evals lets you test your agent on real Indian scenarios, like handling a customer who switches between English and Tamil mid conversation. This keeps your customer experience smooth and professional.<\/p>\n<h3>Cost Savings Through Automation<\/h3>\n<p>Every error your AI agent makes costs you. It might be a lost sale, a refund, or time spent manually fixing a mistake. By using Strands Evals to evaluate your agent before it goes live, you reduce these errors. You also save on the cost of human support staff. A properly tested AI agent can handle 80 percent of routine queries without human help.<\/p>\n<h3>Trust and Brand Reputation<\/h3>\n<p>Indian customers are becoming more aware of AI. They know when they are talking to a bot. If your bot gives wrong information, they will not come back. Strands Evals helps you build a reliable AI agent that earns trust. This is critical for small businesses where every customer matters. For a deeper look at AI agent trends in Indian marketing, read our post on <a href=\"https:\/\/navigotechsolutions.com\/blog\/agentic-ai-agents-in-indian-marketing-what-small-business-owners-need-to-know\/\">Agentic AI Agents in Indian Marketing<\/a>.<\/p>\n<h3>Compliance and Data Safety<\/h3>\n<p>Indian businesses have to follow data protection rules. Strands Evals lets you test your agent for compliance. For example, you can check that the agent does not ask for unnecessary personal data. This reduces legal risk and builds customer confidence.<\/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-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-3\">How to Use Strands Evals for Your AI Agent: A 5 Step Guide<\/h2>\n<p>Here is a practical 5 step process to evaluate your AI agent using Strands Evals. You can follow this even if you are not a technical expert.<\/p>\n<ul>\n<li><strong>Step 1: Define what success looks like.<\/strong> Write down 10 to 15 common questions or tasks your AI agent should handle. For a Chennai bakery, this could be &#8220;What are your opening hours?&#8221; or &#8220;Can I order a custom cake?&#8221; For a salon, &#8220;Book a haircut for Saturday morning.&#8221; Be specific about the correct answers. These become your test cases.<\/li>\n<li><strong>Step 2: Run your agent through the test cases.<\/strong> Use the Strands Evals interface to input your test cases one by one. The tool will call your AI agent and record its response. It will also log the internal steps the agent took, like which database it queried or which API it called. This is called observability and it is the core of the Strands Agents SDK.<\/li>\n<li><strong>Step 3: Review the evaluation report.<\/strong> Strands Evals gives you a report showing which tests passed and which failed. For each failure, it shows you the exact step where the agent went wrong. Maybe the agent called the wrong API or misunderstood the customer&#8217;s language. This report is easy to read and highlights problem areas.<\/li>\n<li><strong>Step 4: Fix the identified issues.<\/strong> Based on the report, you can update your agent&#8217;s instructions or training data. For example, if the agent failed on a question about pricing, you might need to add more specific price information to its knowledge base. If it failed on a language switch, you might need to add instructions for handling mixed languages.<\/li>\n<li><strong>Step 5: Retest and repeat.<\/strong> After fixing the issues, run the tests again. Keep doing this until your agent passes all your test cases. Make this a regular process. Every time you update your agent, run a new evaluation. This is how you keep your AI reliable over time.<\/li>\n<\/ul>\n<h2 id=\"section-4\">Common Mistakes Indian Businesses Make with AI Troubleshooting<\/h2>\n<p>Even with good tools, many Indian businesses make avoidable mistakes. Here are the three most common ones we see and how to avoid them.<\/p>\n<h3>Mistake 1: Not Testing with Real Indian Scenarios<\/h3>\n<p>Many businesses test their AI agent with perfect English questions. But real Indian customers use Hinglish, switch languages, or ask questions in unexpected ways. If you only test with textbook examples, your agent will fail in the real world. To avoid this, use test cases based on actual customer conversations. Ask your support team for examples of tricky questions. Include those in your Strands Evals test suite.<\/p>\n<h3>Mistake 2: Testing Once and Forgetting It<\/h3>\n<p>AI agents change over time. The data they access changes, customer behaviour changes, and your offers change. A single evaluation is never enough. Some businesses test their agent when they launch it and never test again. Then they wonder why it suddenly stops working. Make evaluation a monthly habit. Set a reminder to run your Strands Evals tests every month or after any major update. For help with ongoing AI strategy, explore our <a href=\"https:\/\/navigotechsolutions.com\/services.html#consulting\">AI Strategy Consulting<\/a> service.<\/p>\n<h3>Mistake 3: Ignoring the Observability Data<\/h3>\n<p>The Strands Agents SDK gives you detailed logs of every step your AI agent takes. Many business owners ignore this data because it looks technical. But these logs are gold. They show you exactly where your agent slows down or fails. Spend 15 minutes reviewing the logs after each evaluation. You will spot patterns like repeated errors on a specific city or product. Fixing those patterns will improve your agent dramatically.<\/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-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\">Comparison: Strands Evals vs Other AI Troubleshooting Tools<\/h2>\n<p>Several tools help you troubleshoot AI agents. Here is how Strands Evals compares to other popular options. This table focuses on what matters for Indian small businesses.<\/p>\n<table>\n<thead>\n<tr>\n<th>Feature<\/th>\n<th>Strands Evals (AWS ML)<\/th>\n<th>OpenAI Evals<\/th>\n<th>LangSmith<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Focus area<\/td>\n<td>Agent architectures and observability<\/td>\n<td>Language model evaluation<\/td>\n<td>LLM application monitoring<\/td>\n<\/tr>\n<tr>\n<td>Indian use case support<\/td>\n<td>Strong, built for diverse workflows<\/td>\n<td>Moderate, generic<\/td>\n<td>Moderate, requires custom config<\/td>\n<\/tr>\n<tr>\n<td>Ease of use for non-coders<\/td>\n<td>Good, with clear visual reports<\/td>\n<td>Requires Python coding<\/td>\n<td>Good, but setup takes time<\/td>\n<\/tr>\n<tr>\n<td>Cost<\/td>\n<td>Pay per evaluation<\/td>\n<td>Free for basic usage<\/td>\n<td>Subscription based<\/td>\n<\/tr>\n<tr>\n<td>Observability detail<\/td>\n<td>Very high, full agent step logs<\/td>\n<td>Low, only final response<\/td>\n<td>High, full trace logs<\/td>\n<\/tr>\n<tr>\n<td>Best for<\/td>\n<td>Indian businesses with custom agents<\/td>\n<td>Researchers and developers<\/td>\n<td>Teams already using LangChain<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Strands Evals stands out because it is designed for agent architectures, not just language models. For Indian businesses building custom AI assistants, it offers the best balance of detail and ease of use. If you want to see how this fits into a broader digital marketing strategy, check out our guide on <a href=\"https:\/\/navigotechsolutions.com\/blog\/top-25-ai-tools-in-2026\/\">Top 25 AI Tools in 2026<\/a>.<\/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\">I run a small restaurant in Chennai. Do I really need Strands Evals?<\/summary>\n<div class=\"navigo-faq-answer\">If you use any AI assistant for taking orders, reservations, or answering customer questions, yes. Strands Evals helps you ensure the AI gives correct hours, handles special requests, and does not double book tables. A single mistake can cost you a repeat customer. The tool is lightweight and you only pay for the evaluations you run.<\/div>\n<\/details>\n<details class=\"navigo-faq-details\">\n<summary class=\"navigo-faq-summary\">Do I need to know coding to use Strands Evals?<\/summary>\n<div class=\"navigo-faq-answer\">Not for the basic evaluation process. AWS ML has designed Strands Evals with a visual interface that shows you test results and logs. You need some technical help to set up the initial agent and integrate the SDK, but running the eval and reading the report is designed to be accessible to business owners. Our team at NaviGo Tech Solutions can help with setup and ongoing evaluation.<\/div>\n<\/details>\n<details class=\"navigo-faq-details\">\n<summary class=\"navigo-faq-summary\">Can Strands Evals handle AI agents that speak Hindi or Tamil?<\/summary>\n<div class=\"navigo-faq-answer\">Yes. Strands Evals tests the agent&#8217;s actual performance, regardless of language. If your AI agent supports Hindi, Tamil, or Hinglish, you can write test cases in those languages and evaluate how the agent responds. The tool logs every step and shows you exactly where the agent fails, including language related errors.<\/div>\n<\/details>\n<details class=\"navigo-faq-details\">\n<summary class=\"navigo-faq-summary\">How much does Strands Evals cost for a small business?<\/summary>\n<div class=\"navigo-faq-answer\">Pricing is pay per evaluation run. This means you only pay when you test your agent. For a small business running 10 to 20 test cases once a month, the cost is very low, often under Rs.500 per month. This is much cheaper than hiring a developer to manually test your AI or dealing with lost customers from agent errors. See the AWS ML pricing page for exact figures.<\/div>\n<\/details>\n<div class=\"navigo-footer\">\n<p>Ready to make your AI agent reliable and profitable? Let us set up Strands Evals for your business in Chennai.<\/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 Strands Evals helps Indian businesses troubleshoot AI agents. A practical guide for small business owners and entrepreneurs.<\/p>\n","protected":false},"author":1,"featured_media":1737,"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":[931,362,926,98,924,922,604,21,930,923],"class_list":["post-1740","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-tools","tag-agent-architectures","tag-ai-agents","tag-ai-observability","tag-ai-tools-2026","tag-ai-troubleshooting","tag-aws-ml","tag-indian-business-automation","tag-navigo-tech-solutions","tag-strands-agents-sdk","tag-strands-evals"],"jetpack_featured_media_url":"https:\/\/navigotechsolutions.com\/blog\/wp-content\/uploads\/2026\/06\/aws-ml-strands-evals.jpg","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/navigotechsolutions.com\/blog\/wp-json\/wp\/v2\/posts\/1740","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=1740"}],"version-history":[{"count":1,"href":"https:\/\/navigotechsolutions.com\/blog\/wp-json\/wp\/v2\/posts\/1740\/revisions"}],"predecessor-version":[{"id":1741,"href":"https:\/\/navigotechsolutions.com\/blog\/wp-json\/wp\/v2\/posts\/1740\/revisions\/1741"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/navigotechsolutions.com\/blog\/wp-json\/wp\/v2\/media\/1737"}],"wp:attachment":[{"href":"https:\/\/navigotechsolutions.com\/blog\/wp-json\/wp\/v2\/media?parent=1740"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/navigotechsolutions.com\/blog\/wp-json\/wp\/v2\/categories?post=1740"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/navigotechsolutions.com\/blog\/wp-json\/wp\/v2\/tags?post=1740"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}