{"id":1383,"date":"2024-11-26T18:20:45","date_gmt":"2024-11-26T12:50:45","guid":{"rendered":"https:\/\/www.techandtrain.com\/blog\/?p=1383"},"modified":"2025-10-22T14:50:33","modified_gmt":"2025-10-22T09:20:33","slug":"how-can-portals-commerce-have-intelligence-via-llms-gai-chatgpt-gemini-etc-part-1","status":"publish","type":"post","link":"https:\/\/www.techandtrain.com\/blog\/2024\/11\/how-can-portals-commerce-have-intelligence-via-llms-gai-chatgpt-gemini-etc-part-1\/","title":{"rendered":"How can portals &amp; commerce have intelligence via LLMs\/GAI\/ChatGPT\/Gemini\/etc. &#8211; Part 1"},"content":{"rendered":"\n<p id=\"ember3191\">Here is my solution template for having intelligence from AI\/GAI\/LLMs in Portals &amp; Commerce &#8211; Part 1:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Assumptions: Java\/PHP\/Dot Net\/SharePoint\/Liferay\/WordPress\/Drupal type of a portal and \/ or commerce<\/li>\n\n\n\n<li>Just like we have HTML &#8211; HEAD \/ BODY \/ FOOTER \/ HEADER \/ META TAGS \/ BACKEND LOGIC in Java \/ Front end JSP \/ etc. in web applications, let&#8217;s say we define a section in HEAD \/ META \/ etc. to contextualize the page and it&#8217;s content &#8211; WHAT, WHY, WHERE, WHEN, HOW, etc.? Right now in classic HTML \/ Java \/ JSP we define Meta tags and actual content but no semantics \/ context \/ etc. Till now it was fine because we could manage with search engines, basic chatbots and so on.<\/li>\n\n\n\n<li>What these new tags and standard does is it gives context for ChatBots, Agents &amp; LLMs\/GAI\/ChatGPT\/Gemini and so on. Now these AI systems can talk to these pages and users on it with a context which immediately results in much better intelligence.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>How do we define intelligence for above components:<\/strong><\/li>\n\n\n\n<li>Context sensitive help<\/li>\n\n\n\n<li>Context sensitive agentic work<\/li>\n\n\n\n<li>Semantic \/ contextual \/ relevance-based flow suggestions of usage of system pages<\/li>\n\n\n\n<li>Automated suggestions on shopping<\/li>\n\n\n\n<li>Context sensitive content generation<\/li>\n\n\n\n<li>Use cases are endless and all these get enabled at GAI\/LLMs\/Agentic level instead of customized baking in the product or customizations. This is a repeat of Google \/ Bing \/ Yahoo search but at AI level<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>What this basically does is it adds context to all the pages and the portal or commerce as a whole.<\/li>\n\n\n\n<li>Also, it removes to a large extent though not fully the need to continuously generate training data for the integrated intelligence as context is prebuilt along with meta tags and actual content.<\/li>\n\n\n\n<li>This could be a larger standard under Mozilla \/ Apache Foundation or IETF or similar to enhance our web to the new world beyond simple search which is agents and LLMs \/ GAI \/ AI. Whole web could slowly become context aware along with content and meta tags. We are enhancing the META DATA itself on the web with this. All we have to do is add context and the SUPER AI like agents \/ LLMs \/ GAI will do the rest on their own.<\/li>\n\n\n\n<li>Various plugins with governance and privacy for nonpublic sites could be thought off.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Email me: <a href=\"mailto:Neil@HarwaniSytems.in\">Neil@HarwaniSytems.in<\/a><\/li>\n\n\n\n<li>Website: <a href=\"http:\/\/www.harwanisystems.in\/\">www.HarwaniSystems.in<\/a><\/li>\n\n\n\n<li>Blog: <a href=\"http:\/\/www.techandtrain.com\/blog\">www.TechAndTrain.com\/blog<\/a><\/li>\n\n\n\n<li>LinkedIn: <a href=\"https:\/\/www.linkedin.com\/in\/neil27\/\">Neil Harwani | LinkedIn<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Here is my solution template for having intelligence from AI\/GAI\/LLMs in Portals &amp; Commerce &#8211; Part 1:<\/p>\n","protected":false},"author":2,"featured_media":1384,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"nf_dc_page":"","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_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[144,413],"tags":[296,414,416,281,415,365,417],"class_list":["post-1383","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-aiml","category-portals","tag-ai","tag-commerce","tag-context-aware","tag-gai","tag-llm","tag-portals","tag-semantic-web"],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/11\/web.jpg?fit=1280%2C853&ssl=1","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p7do02-mj","jetpack-related-posts":[{"id":1380,"url":"https:\/\/www.techandtrain.com\/blog\/2024\/11\/web-portal-commerce-cyber-forensics\/","url_meta":{"origin":1383,"position":0},"title":"Web portal &amp; commerce cyber forensics","author":"Neil Harwani","date":"November 24, 2024","format":false,"excerpt":"For this discussion, we will refer the top open-source products like Liferay, Drupal, WordPress, etc. and one proprietary portal like SharePoint which has good documentation. Home - Liferay WordPress.com: Build a Site, Sell Your Stuff, Start a Blog & More Drupal - Open Source CMS | Drupal.org Microsoft SharePoint Online\u2026","rel":"","context":"In &quot;Cyber Forensics&quot;","block_context":{"text":"Cyber Forensics","link":"https:\/\/www.techandtrain.com\/blog\/category\/cyber-forensics\/"},"img":{"alt_text":"Credits: www.Pixabay.com","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/11\/interface.png?fit=1200%2C801&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/11\/interface.png?fit=1200%2C801&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/11\/interface.png?fit=1200%2C801&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/11\/interface.png?fit=1200%2C801&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/11\/interface.png?fit=1200%2C801&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":358,"url":"https:\/\/www.techandtrain.com\/blog\/2018\/09\/history-future-of-information-technology\/","url_meta":{"origin":1383,"position":1},"title":"History &#038; Future of Information Technology","author":"Neil Harwani","date":"September 22, 2018","format":false,"excerpt":"Late 1970s - Ethernet Late 1980s & Early 1990s - Internet Late 1990s - Y2K was the trend and revolution of easy operating systems like Windows with word processing and spreadsheets happened. Also, LINUX. ERP, CRM, BPM, HRM and similar software pick up in market. Early 2000s - Internet boom,\u2026","rel":"","context":"In &quot;Internet&quot;","block_context":{"text":"Internet","link":"https:\/\/www.techandtrain.com\/blog\/category\/internet\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2018\/09\/Dream.jpg?fit=1200%2C720&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2018\/09\/Dream.jpg?fit=1200%2C720&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2018\/09\/Dream.jpg?fit=1200%2C720&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2018\/09\/Dream.jpg?fit=1200%2C720&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2018\/09\/Dream.jpg?fit=1200%2C720&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":1417,"url":"https:\/\/www.techandtrain.com\/blog\/2025\/02\/notes-on-metadata-of-llms-gai-ai-to-tie-accountability-liability-and-more-in-legal-terms-plus-study-its-evolution-and-analyze-part-1\/","url_meta":{"origin":1383,"position":2},"title":"Notes on metadata of LLMs\/GAI\/AI to tie accountability, liability and more in legal terms plus study it&#8217;s evolution and analyze &#8211; Part 1","author":"Neil Harwani","date":"February 15, 2025","format":false,"excerpt":"Following up on my thoughts here: https:\/\/www.linkedin.com\/posts\/activity-7296196592175321089-jk1B - I asked ChatGPT on metadata to achieve my goals as in the post. Here are it's inputs. My focus is on legal accountability and evolution along with visualization \/ analysis of this meta-data. Some notes on metadata for AI\/GAI\/LLM and it's legal\u2026","rel":"","context":"In &quot;AIML&quot;","block_context":{"text":"AIML","link":"https:\/\/www.techandtrain.com\/blog\/category\/aiml\/"},"img":{"alt_text":"Image credit: www.Pixabay.com","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2025\/02\/LLMs.jpg?fit=1200%2C800&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2025\/02\/LLMs.jpg?fit=1200%2C800&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2025\/02\/LLMs.jpg?fit=1200%2C800&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2025\/02\/LLMs.jpg?fit=1200%2C800&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2025\/02\/LLMs.jpg?fit=1200%2C800&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":838,"url":"https:\/\/www.techandtrain.com\/blog\/2022\/02\/why-liferay-what-about-my-performance-part-1\/","url_meta":{"origin":1383,"position":3},"title":"Why Liferay &#038; what about my performance? &#8211; Part 1","author":"Neil Harwani","date":"February 26, 2022","format":false,"excerpt":"An unbiased view on why you should adopt a platform like Liferay and what are the benefits in using Liferay: Having implementations in various domains like insurance, manufacturing, financial services, healthcare, education, government, intranets, commerce, energy, customer \/ partner portals and moreOpen standards based system built with and around Java\u2026","rel":"","context":"In &quot;Liferay&quot;","block_context":{"text":"Liferay","link":"https:\/\/www.techandtrain.com\/blog\/category\/liferay\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2022\/02\/Liferay.png?fit=594%2C209&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2022\/02\/Liferay.png?fit=594%2C209&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2022\/02\/Liferay.png?fit=594%2C209&ssl=1&resize=525%2C300 1.5x"},"classes":[]},{"id":131,"url":"https:\/\/www.techandtrain.com\/blog\/2017\/11\/bpm-business-process-management-and-trends\/","url_meta":{"origin":1383,"position":4},"title":"BPM (Business Process Management) and trends","author":"Neil Harwani","date":"November 6, 2017","format":false,"excerpt":"Business process management from 1990s \/ 2000s in simplest terms is a set of activities (automated or manual) with breaks for events and interactions with external systems \/ human beings along with notifications \/ rules \/ filters \/ etc. Traditional BPM \/ Workflows included manual and automated tasks, integrations (mainly\u2026","rel":"","context":"In &quot;Enterprise Content Management&quot;","block_context":{"text":"Enterprise Content Management","link":"https:\/\/www.techandtrain.com\/blog\/category\/enterprise-content-management\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2017\/11\/BPM.jpg?fit=1080%2C720&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2017\/11\/BPM.jpg?fit=1080%2C720&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2017\/11\/BPM.jpg?fit=1080%2C720&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2017\/11\/BPM.jpg?fit=1080%2C720&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2017\/11\/BPM.jpg?fit=1080%2C720&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":1541,"url":"https:\/\/www.techandtrain.com\/blog\/2026\/04\/dimensions-for-artificial-intelligence-genai-llms-deep-learning-neural-networks-data-science-to-ponder-on-part-1-assisted-by-ai-chatgpt\/","url_meta":{"origin":1383,"position":5},"title":"Dimensions for Artificial Intelligence \/ GenAI \/ LLMs \/ Deep Learning \/ Neural Networks \/ Data Science to ponder on &#8211; Part 1-Assisted by AI &#8211; ChatGPT","author":"Neil Harwani","date":"April 17, 2026","format":false,"excerpt":"\ud83e\udde0 1. Model Performance & Quality Beyond accuracy: Precision \/ Recall \/ F1-score ROC-AUC Calibration (probability correctness) Generalization ability Robustness (noise, adversarial inputs) Stability (variance across runs) Overfitting \/ Underfitting control Latency (response time) Throughput (requests per second) \u2696\ufe0f 2. 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