{"id":208276,"date":"2026-04-10T11:30:01","date_gmt":"2026-04-10T11:30:01","guid":{"rendered":"https:\/\/ushopwell.com\/ublog\/the-future-of-shopping-agentic-ai-with-visual-search-voicepart-1\/"},"modified":"2026-04-10T11:30:01","modified_gmt":"2026-04-10T11:30:01","slug":"the-future-of-shopping-agentic-ai-with-visual-search-voicepart-1","status":"publish","type":"post","link":"https:\/\/ushopwell.com\/ublog\/the-future-of-shopping-agentic-ai-with-visual-search-voicepart-1\/","title":{"rendered":"The Future of Shopping: Agentic AI with Visual Search &#038; Voice(PART 1)"},"content":{"rendered":"<div class=\"youtubomatic-video-container\"><iframe loading=\"lazy\" width=\"580\" height=\"380\" src=\"https:\/\/www.youtube.com\/embed\/a-aj0FgwTJc?autoplay=1&#038;controls=1&#038;hl=en\" frameborder=\"0\" allowfullscreen><\/iframe><\/div>\n<p>View the Working demo video here (<a href=\"https:\/\/youtu.be\/8ZSXzlsrHuE?si=6LRq6q4ht6kjJ1YY)\" target=\"_blank\">https:\/\/youtu.be\/8ZSXzlsrHuE?si=6LRq6q4ht6kjJ1YY)<\/a><\/p>\n<p>============================================================<br \/>\nChapters:<\/p>\n<p>00: 00 Workshop Introduction &#038; Furniture App Overview<br \/>\n02: 06 Prerequisites: IDE, AWS CLI, and CDK<br \/>\n04: 33 Backend Services Overview: S3, AppSync, and Lambda<br \/>\n06: 59 Why S3 Vector Database is Used for Cost Savings<br \/>\n10: 32 Comparing Step Functions vs. Lambda Durable Functions<br \/>\n15: 18 Correlating Vector Data with DynamoDB Records<br \/>\n19: 50 Introduction to AWS Bedrock Agent Core<br \/>\n25: 37 Solutions Architecture Walkthrough<br \/>\n33: 56 Visual Search Workflow and SQS Throttling Logic<br \/>\n44: 55 Processing Product Data with Strands Library<br \/>\n52: 54 Generating Metadata with Agentic Scripts<br \/>\n01: 05: 09 Manual Step Functions Workflow Configuration<br \/>\n01: 13: 06 Implementing Nova 2 Multimodal Embeddings<br \/>\n01: 23: 31 Extending IDE Capabilities with MCP Servers<br \/>\n01: 32: 00 Configuring Agent Skills and Architecture Layers<br \/>\n01: 48: 31 Walkthrough of the AWS CDK Infrastructure Code<br \/>\n02: 00: 26 SQS Visibility Timeouts and Dead Letter Queues<br \/>\n02: 05: 37 Coding the Agent Core Tools for E-commerce<br \/>\n02: 14: 29 Setting up the Bedrock Agent Gateway<br \/>\n02: 19: 11 Final Deployment and Runtime Invocation<\/p>\n<p>======================================================================<\/p>\n<p>This video demonstrates how i built an agentic e-commerce furniture app with AWS Serverless Services such as<br \/>\nAWS Bedrock Agentcore,<br \/>\nAWS Stepfunctions ,<br \/>\nAWS EventBridge,<br \/>\nAWS Lambda Durable Functions,<br \/>\nAWS S3 Vectors,<br \/>\nAWS S3,<br \/>\nAWS DynamoDB,<br \/>\nAWS AppSync. AI Models such as AWS Nova Multimodal Embeddings 2, AWS Nova Sonic Model(voice).<br \/>\nAWS Strands Agent.<br \/>\nI added payments with Stripe using the Stripe MCP Server.<\/p>\n<p>The app enables users to visually search items using images.<br \/>\nUsers can also view products, place orders and create stripe payment links with voice.<br \/>\nSo a user can ask questions such as, &#8220;can i see furniture for kids bedrooms within a price range of $200 and $1000 ? &#8221; .<br \/>\n&#8220;Please create an order, plus a payment link for the luxury bedroom cupboard&#8221;.<\/p>\n<p>This workshop is for educational purposes only and doesn&#8217;t reflect a real production application. <\/p>\n<p>More workshops can be found on Educloud Academy = <a href=\"https:\/\/educloud.academy\" target=\"_blank\">https:\/\/educloud.academy<\/a><\/p>\n<p>Github Link = <a href=\"https:\/\/github.com\/trey-rosius\/furniture_app\" target=\"_blank\">https:\/\/github.com\/trey-rosius\/furniture_app<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>View the Working demo video here (https:\/\/youtu.be\/8ZSXzlsrHuE?si=6LRq6q4ht6kjJ1YY) ============================================================ Chapters: 00: 00 Workshop Introduction &#038; Furniture App Overview 02: 06 Prerequisites: IDE, AWS CLI, and CDK 04: 33 Backend Services Overview: S3, AppSync, and Lambda 06: 59 Why S3 Vector Database is Used for Cost Savings 10: 32 Comparing Step Functions vs. Lambda Durable Functions 15: 18 Correlating Vector Data with DynamoDB Records 19: 50 Introduction to AWS Bedrock Agent Core&#8230;<\/p>\n","protected":false},"author":1,"featured_media":208277,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-208276","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>The Future of Shopping: Agentic AI with Visual Search &amp; Voice(PART 1) - UshopWell.com<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ushopwell.com\/ublog\/the-future-of-shopping-agentic-ai-with-visual-search-voicepart-1\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"The Future of Shopping: Agentic AI with Visual Search &amp; Voice(PART 1) - UshopWell.com\" \/>\n<meta property=\"og:description\" content=\"View the Working demo video here (https:\/\/youtu.be\/8ZSXzlsrHuE?si=6LRq6q4ht6kjJ1YY) ============================================================ Chapters: 00: 00 Workshop Introduction &#038; Furniture App Overview 02: 06 Prerequisites: IDE, AWS CLI, and CDK 04: 33 Backend Services Overview: S3, AppSync, and Lambda 06: 59 Why S3 Vector Database is Used for Cost Savings 10: 32 Comparing Step Functions vs. Lambda Durable Functions 15: 18 Correlating Vector Data with DynamoDB Records 19: 50 Introduction to AWS Bedrock Agent Core...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/ushopwell.com\/ublog\/the-future-of-shopping-agentic-ai-with-visual-search-voicepart-1\/\" \/>\n<meta property=\"og:site_name\" content=\"UshopWell.com\" \/>\n<meta property=\"article:published_time\" content=\"2026-04-10T11:30:01+00:00\" \/>\n<meta name=\"author\" content=\"UShopWell\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"UShopWell\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/the-future-of-shopping-agentic-ai-with-visual-search-voicepart-1\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/the-future-of-shopping-agentic-ai-with-visual-search-voicepart-1\\\/\"},\"author\":{\"name\":\"UShopWell\",\"@id\":\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/#\\\/schema\\\/person\\\/6fd1f9e0ff932e534c86c70d5acff0fc\"},\"headline\":\"The Future of Shopping: Agentic AI with Visual Search &#038; 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