{"id":2622,"date":"2026-08-20T21:31:39","date_gmt":"2026-08-20T21:31:39","guid":{"rendered":"https:\/\/navigotechsolutions.com\/blog\/aws-no-code-ml-tools-for-indian-smes-a-practical-guide\/"},"modified":"2026-08-20T21:31:42","modified_gmt":"2026-08-20T21:31:42","slug":"aws-no-code-ml-tools-for-indian-smes-a-practical-guide","status":"publish","type":"post","link":"https:\/\/navigotechsolutions.com\/blog\/aws-no-code-ml-tools-for-indian-smes-a-practical-guide\/","title":{"rendered":"AWS No-Code ML Tools for Indian SMEs: A Practical Guide"},"content":{"rendered":"<style>\n:root{--primary-blue:#1e90ff;--deep-blue:#003C8F;--accent-orange:#1e90ff;--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:var(--light-blue-bg);}\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 rgba(0,0,0,.05);position:relative;overflow:hidden;}\n.navigo-shape-top-right{position:absolute;top:-50px;right:-50px;width:150px;height:150px;background:var(--primary-blue);border-radius:50%;opacity:.1;z-index:0;}\n.navigo-shape-bottom-left{position:absolute;bottom:-50px;left:-50px;width:200px;height:200px;background:var(--accent-orange);border-radius:50%;opacity:.05;z-index:0;}\n.navigo-hero{background:var(--neutral-white);padding:45px;border-radius:15px;box-shadow:0 4px 15px rgba(0,0,0,.03);border-left:6px solid var(--primary-blue);margin-bottom:40px;position:relative;z-index:1;}\n.navigo-logo{font-family:'Montserrat',sans-serif;font-weight:800;background:var(--light-blue-bg);padding:6px 12px;border-radius:4px;color:var(--deep-blue);letter-spacing:1px;font-size:1rem;margin-bottom:18px;display:inline-block;}\n.navigo-hero h1{font-family:'Montserrat',sans-serif;font-size:2rem;margin:0 0 12px;color:var(--text-charcoal);line-height:1.3;}\n.navigo-hero 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 Just Launched No-Code ML Tools for Indian SMEs: What It Means for Your Business<\/h1>\n<p>AWS has just launched <strong>no-code ML tools for Indian SMEs<\/strong>, and this is a real game changer for small business owners across India who want to use machine learning without hiring data scientists or writing a single line of code. The tools are designed for people like you.<\/p>\n<p>This guide covers:<\/p>\n<ul>\n<li>What exactly AWS has launched and how it works<\/li>\n<li>Why this matters for Indian small businesses in 2026<\/li>\n<li>A simple step-by-step process to get started today<\/li>\n<li>Common mistakes to avoid and tools to compare<\/li>\n<\/ul>\n<p>Let&#8217;s break it down in plain, practical language.<\/p>\n<\/p><\/div>\n<div class=\"navigo-article\">\n<div class=\"key-takeaways\"><strong>What You&#8217;ll Learn:<\/strong><\/p>\n<ul>\n<li>How AWS no-code ML tools remove the need for coding skills<\/li>\n<li>Real use cases for Indian SMEs like demand forecasting and customer churn prediction<\/li>\n<li>A step-by-step approach to build your first model<\/li>\n<li>Common pitfalls and how to avoid them<\/li>\n<li>A comparison of AWS tools vs alternatives for Indian businesses<\/li>\n<\/ul><\/div>\n<div class=\"toc\"><strong>Table of Contents<\/strong><\/p>\n<ul>\n<li><a href=\"#section-1\">What Are AWS No-Code ML Tools?<\/a><\/li>\n<li><a href=\"#section-2\">Why This Matters for Indian SMEs<\/a><\/li>\n<li><a href=\"#section-3\">Step-by-Step Guide to Get Started<\/a><\/li>\n<li><a href=\"#section-4\">Common Mistakes to Avoid<\/a><\/li>\n<li><a href=\"#section-5\">AWS Tools vs Alternatives: A Comparison<\/a><\/li>\n<\/ul><\/div>\n<h2 id=\"section-1\">What Are AWS No-Code ML Tools?<\/h2>\n<p>AWS has introduced a suite of machine learning tools that require no programming knowledge. These tools are built for business users, not engineers. You can upload your data, pick a task like prediction or classification, and AWS handles the heavy lifting. The system automatically builds, trains, and deploys a model for you.<\/p>\n<p>For Indian SMEs, this means you can now use the same technology that large corporations use, but without the big budget. You do not need to hire a data science team or buy expensive software. You simply connect your data, usually a CSV file or a database, and the tool suggests the best model for your needs.<\/p>\n<p>The core offering includes services like Amazon SageMaker Canvas and Amazon QuickSight Q. These tools allow you to ask questions in plain English and get predictions instantly. Think of it like having a data analyst on your team who works 24\/7 and never takes a day off.<\/p>\n<p>This is not a distant future concept. This is available now, and Indian businesses are already using it to improve their operations. If you are a small business owner in Chennai or Mumbai, you can start using these tools this week.<\/p>\n<h2 id=\"section-2\">Why This Matters for Indian SMEs<\/h2>\n<p>The Indian SME sector is the backbone of the economy, but many small businesses struggle with manual processes and guesswork. AWS no-code ML tools change that by giving you data-driven answers. Here is why you should care.<\/p>\n<h3>Cost Reduction<\/h3>\n<p>Hiring a data scientist in India costs anywhere from Rs 6 lakh to Rs 20 lakh per year. For a small business, that is a huge expense. With no-code ML tools, you pay a monthly subscription that is often less than the cost of one day of a consultant. You can now do demand forecasting, inventory management, and customer segmentation without breaking the bank.<\/p>\n<h3>Faster Decision Making<\/h3>\n<p>Instead of waiting for a weekly report, you can get insights instantly. For example, a textile exporter in Surat can use these tools to predict which designs will sell more next season. A restaurant chain in Bengaluru can forecast footfall and plan staffing. The speed of decision making becomes your competitive edge.<\/p>\n<h3>Level Playing Field<\/h3>\n<p>Large companies have used machine learning for years. Now, a small business in Jaipur can access the same algorithms for a fraction of the cost. This means you can compete with the big players on data-driven efficiency, not just on price. The playing field is finally level.<\/p>\n<h3>Ease of Use<\/h3>\n<p>The whole point of no-code is simplicity. If you can use Microsoft Excel, you can use these tools. The interface is visual, with drag-and-drop features. You do not need to understand what a neural network is or how backpropagation works. You just need to know your business, and the tool does the rest.<\/p>\n<p>For a deeper dive into how AI is reshaping marketing and operations, check out our <a href=\"https:\/\/navigotechsolutions.com\/blog\/chatgpt-ads-europe-launch-what-indian-marketers-gain\/\">guide on AI marketing tools<\/a>.<\/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\/08\/list-based-infographic-of-why-aws-no-code-ml-tools-matter-fo.jpg\" alt=\"list-based infographic of \"Why AWS No-Code ML Tools Matter for Indian SMEs\" with four numbered cards in premium blue and green colours, labelled Cost Reduction, Faster Decisions, Level Playing Field, and Ease of Use, on a 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-3\">Step-by-Step Guide to Get Started<\/h2>\n<p>Getting started with AWS no-code ML tools is easier than you think. Follow these steps and you will have your first model running within a day.<\/p>\n<ul>\n<li><strong>Step 1: Create an AWS Account<\/strong> &#8211; Go to aws.amazon.com and sign up. You will need a credit card or bank details for verification, but you can use the free tier for many services. The free tier is generous, so you can experiment without spending money.<\/li>\n<li><strong>Step 2: Prepare Your Data<\/strong> &#8211; Collect your business data in a simple format like Excel or CSV. This could be sales data, customer information, or inventory records. Clean it up by removing obvious errors and empty rows. Good data gives good results.<\/li>\n<li><strong>Step 3: Open Amazon SageMaker Canvas<\/strong> &#8211; This is the main no-code tool. Once you log in, you will see a simple interface. Upload your data file, and the system will analyse it automatically. It shows you data quality issues and suggests fixes.<\/li>\n<li><strong>Step 4: Choose a Task<\/strong> &#8211; The tool asks what you want to predict. For example, &#8220;How many units will I sell next month?&#8221; or &#8220;Which customers are likely to leave?&#8221; Pick the relevant option, and the system builds a model for you in minutes.<\/li>\n<li><strong>Step 5: Review and Deploy<\/strong> &#8211; The tool shows you the model&#8217;s accuracy. If it looks good, you click deploy. This creates a live prediction endpoint. You can now make predictions on new data as it comes in.<\/li>\n<li><strong>Step 6: Interpret with QuickSight<\/strong> &#8211; Use Amazon QuickSight Q to ask questions about your data in plain English. For instance, &#8220;Show me sales by region&#8221; or &#8220;What is the profit margin for product X?&#8221; This turns your raw data into clear charts and tables.<\/li>\n<\/ul>\n<p>If you need help setting this up for your business, our team at NaviGo Tech Solutions can guide you. We specialise in <a href=\"https:\/\/navigotechsolutions.com\/services.html#ai-agents\">AI agents and automation<\/a> for Indian businesses, and we can help you integrate these tools with your existing systems.<\/p>\n<h2 id=\"section-4\">Common Mistakes to Avoid<\/h2>\n<p>While these tools are user friendly, there are still some traps that can waste your time and money. Here are the most common ones and how to dodge them.<\/p>\n<h3>Mistake 1: Using Dirty Data<\/h3>\n<p>If your data has errors, missing values, or duplicates, your model will be unreliable. Garbage in, garbage out. Spend time cleaning your data before uploading. Use simple Excel filters to remove obvious issues. This one step will improve your results dramatically.<\/p>\n<h3>Mistake 2: Ignoring Data Quality Checks<\/h3>\n<p>AWS gives you a data quality report before you build a model. Many users skip this and click build. This is a mistake. Read the report carefully. It will tell you if you have enough data and if there are any anomalies. Fix these issues first, and your model will be far more accurate.<\/p>\n<h3>Mistake 3: Expecting Magic<\/h3>\n<p>No ML tool can predict the future perfectly. A model with 80% accuracy is often excellent, but some users expect 100%. Set realistic expectations. Use the predictions as a guide, not as gospel. Combine them with your business experience for the best results.<\/p>\n<h3>Mistake 4: Not Integrating with Existing Systems<\/h3>\n<p>The tools work best when connected to your CRM or accounting software. If you keep your data in silos, you will not get the full benefit. Take the time to connect your sources. If you are unsure how to do this, consider working with a <a href=\"https:\/\/navigotechsolutions.com\/services.html#consulting\">digital marketing agency in Chennai<\/a> that can handle the technical integration for you.<\/p>\n<h3>Mistake 5: Stopping at One Model<\/h3>\n<p>Your business changes, and so should your models. Rebuild them monthly or quarterly with fresh data. A model trained on last year&#8217;s data will be outdated. Make it a habit to refresh your data and retrain your models regularly.<\/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\/08\/2-column-comparison-grid-on-a-clean-white-background-left-co-2.jpg\" alt=\"2-column comparison grid on a clean white background, left column labelled Common Mistakes with red X icons, right column labelled Best Practices with green check icons, showing the five mistakes and their fixes in simple text, premium professional colours.\" 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\">AWS Tools vs Alternatives: A Comparison<\/h2>\n<p>AWS is not the only player in the no-code ML space. Google and Microsoft offer similar tools. Here is a quick comparison to help you decide which one fits your needs.<\/p>\n<p>For Indian SMEs, AWS has a strong advantage in terms of pricing and local support. But the best choice depends on your specific situation. If you already use Google Workspace, Google Cloud AutoML might be easier to integrate. If you are a Microsoft shop, Azure Machine Learning is worth a look.<\/p>\n<table>\n<thead>\n<tr>\n<th>Feature<\/th>\n<th>AWS (SageMaker Canvas)<\/th>\n<th>Google Cloud AutoML<\/th>\n<th>Azure ML Studio<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>No-Code Interface<\/td>\n<td>Yes, drag and drop<\/td>\n<td>Yes, visual builder<\/td>\n<td>Yes, designer mode<\/td>\n<\/tr>\n<tr>\n<td>Free Tier Available<\/td>\n<td>Yes, generous monthly hours<\/td>\n<td>Yes, limited credits<\/td>\n<td>Yes, limited workspace<\/td>\n<\/tr>\n<tr>\n<td>Best For<\/td>\n<td>General purpose, retail, logistics<\/td>\n<td>Vision and language tasks<\/td>\n<td>Microsoft ecosystem users<\/td>\n<\/tr>\n<tr>\n<td>Pricing in India<\/td>\n<td>Pay as you go, approx Rs 200\/hour<\/td>\n<td>Per training hour, higher cost<\/td>\n<td>Based on compute, moderate<\/td>\n<\/tr>\n<tr>\n<td>Local Support<\/td>\n<td>Strong, AWS has India regions<\/td>\n<td>Good, Mumbai region available<\/td>\n<td>Good, India regions available<\/td>\n<\/tr>\n<tr>\n<td>Ease of Learning<\/td>\n<td>Very easy for beginners<\/td>\n<td>Moderate learning curve<\/td>\n<td>Easy for Excel users<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>If you want to see how these tools can help you with demand forecasting, inventory management, or customer retention, our team can assist. We have hands-on experience with AWS and other platforms. Read more about how we apply AI in <a href=\"https:\/\/navigotechsolutions.com\/services.html#ai\">AI digital marketing<\/a> and business automation for Indian clients.<\/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;\">Our team at NaviGo Tech Solutions will set it up for you \u2014 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;\">WhatsApp Us Now \u2014 It&#8217;s Free<\/a>\n<\/div>\n<div class=\"navigo-faq-header\">\n<h2>Frequently Asked Questions<\/h2>\n<\/div>\n<details class=\"navigo-faq-details\">\n<summary class=\"navigo-faq-summary\">Do I need coding skills to use AWS no-code ML tools?<\/summary>\n<div class=\"navigo-faq-answer\">No, that is the whole point. The tools are designed for business users. If you can use Excel, you can use SageMaker Canvas. The interface is visual, and the system handles all the complex machine learning algorithms behind the scenes. You just upload data, choose a task, and review the results.<\/div>\n<\/details>\n<details class=\"navigo-faq-details\">\n<summary class=\"navigo-faq-summary\">How much does AWS no-code ML cost for a small business in India?<\/summary>\n<div class=\"navigo-faq-answer\">AWS offers a free tier that includes up to 250 hours of SageMaker Canvas usage per month for the first two months. After that, you pay per hour of use, roughly Rs 200 per hour for standard instances. For a small business, this means you can start with almost no investment and scale up as you see value.<\/div>\n<\/details>\n<details class=\"navigo-faq-details\">\n<summary class=\"navigo-faq-summary\">What type of business problems can I solve with these tools?<\/summary>\n<div class=\"navigo-faq-answer\">The most common uses are demand forecasting, customer churn prediction, inventory optimisation, and price setting. For example, a distributor in Chennai can predict which products will sell fast, and a coaching centre can predict which students might drop out. The tools work with any structured data you have.<\/div>\n<\/details>\n<details class=\"navigo-faq-details\">\n<summary class=\"navigo-faq-summary\">Can I integrate AWS no-code ML with my existing software like Tally or Zoho?<\/summary>\n<div class=\"navigo-faq-answer\">Yes, you can. AWS provides connectors and APIs to pull data from these systems. If you use Zoho CRM or Tally, you can export data as CSV and upload it. For a more automated setup, you can use AWS Glue to connect directly to your databases. Our team can help you set this up if you need assistance.<\/div>\n<\/details>\n<div class=\"navigo-footer\">\n<p>Stop guessing and start predicting. Let NaviGo Tech Solutions help you use AWS no-code ML tools to grow your business with confidence. Get proven support without the complexity.<\/p>\n<p><a href=\"https:\/\/navigotechsolutions.com\/contact.html\" target=\"_blank\">WhatsApp Us Now \u2014 It&#8217;s Free \u2014 NaviGo Tech Solutions<\/a><\/p>\n<\/p><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Learn how AWS no-code ML tools help Indian SMEs automate tasks, cut costs, and grow faster. No coding needed. Start today.<\/p>\n","protected":false},"author":1,"featured_media":2619,"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":[34],"tags":[552,355,116,1835,399,1561,960,1352,995,1871],"class_list":["post-2622","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-web-development","tag-ads-automation-india","tag-agentic-ai-for-small-business","tag-agentic-ai-tools","tag-ai-business-growth","tag-aws","tag-aws-ai","tag-aws-sagemaker","tag-indian-smes","tag-machine-learning","tag-no-code-ml"],"jetpack_featured_media_url":"https:\/\/navigotechsolutions.com\/blog\/wp-content\/uploads\/2026\/08\/aws-just-launched-no-code-ml-tools-for-indian-smes.jpg","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/navigotechsolutions.com\/blog\/wp-json\/wp\/v2\/posts\/2622","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=2622"}],"version-history":[{"count":1,"href":"https:\/\/navigotechsolutions.com\/blog\/wp-json\/wp\/v2\/posts\/2622\/revisions"}],"predecessor-version":[{"id":2623,"href":"https:\/\/navigotechsolutions.com\/blog\/wp-json\/wp\/v2\/posts\/2622\/revisions\/2623"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/navigotechsolutions.com\/blog\/wp-json\/wp\/v2\/media\/2619"}],"wp:attachment":[{"href":"https:\/\/navigotechsolutions.com\/blog\/wp-json\/wp\/v2\/media?parent=2622"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/navigotechsolutions.com\/blog\/wp-json\/wp\/v2\/categories?post=2622"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/navigotechsolutions.com\/blog\/wp-json\/wp\/v2\/tags?post=2622"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}