{"id":330434,"date":"2026-06-25T00:22:50","date_gmt":"2026-06-25T00:22:50","guid":{"rendered":"https:\/\/wordpress.org\/plugins\/techlabindia-smartrec-ai-product-recommendations\/"},"modified":"2026-06-25T00:31:08","modified_gmt":"2026-06-25T00:31:08","slug":"techlabindia-hybrid-recommender","status":"publish","type":"plugin","link":"https:\/\/wordpress.org\/plugins\/techlabindia-hybrid-recommender\/","author":14806894,"comment_status":"closed","ping_status":"closed","template":"","meta":{"version":"1.0.1","stable_tag":"1.0.1","tested":"7.0","requires":"5.8","requires_php":"7.4","requires_plugins":null,"header_name":"TechLabIndia Hybrid Recommender for WooCommerce","header_author":"Aditya Kumar","header_description":"AI-powered WooCommerce product recommendations using hybrid collaborative + content-based filtering.","assets_banners_color":"c5b8a0","last_updated":"2026-06-25 00:31:08","external_support_url":"","external_repository_url":"","donate_link":"","header_plugin_uri":"https:\/\/techlabindia.com\/smartrec-ai","header_author_uri":"https:\/\/techlabindia.com","rating":0,"author_block_rating":0,"active_installs":0,"downloads":35,"num_ratings":0,"support_threads":0,"support_threads_resolved":0,"author_block_count":0,"sections":["description","installation","faq","changelog"],"tags":{"1.0.0":{"tag":"1.0.0","author":"aditkuma","date":"2026-06-25 00:22:39"},"1.0.1":{"tag":"1.0.1","author":"aditkuma","date":"2026-06-25 00:31:08"}},"upgrade_notice":{"1.0.0":"<p>Initial public release.<\/p>"},"ratings":[],"assets_icons":{"icon-128x128.png":{"filename":"icon-128x128.png","revision":3585514,"resolution":"128x128","location":"assets","locale":"","width":128,"height":128},"icon-256x256.png":{"filename":"icon-256x256.png","revision":3585514,"resolution":"256x256","location":"assets","locale":"","width":256,"height":256}},"assets_banners":{"banner-1544x500.png":{"filename":"banner-1544x500.png","revision":3585514,"resolution":"1544x500","location":"assets","locale":"","width":1544,"height":500},"banner-772x250.png":{"filename":"banner-772x250.png","revision":3585514,"resolution":"772x250","location":"assets","locale":"","width":772,"height":250}},"assets_blueprints":{},"all_blocks":[],"tagged_versions":["1.0.0","1.0.1"],"block_files":[],"assets_screenshots":[],"screenshots":[]},"plugin_section":[],"plugin_tags":[2353,13788,3669,1311,286],"plugin_category":[45,53],"plugin_contributors":[267129],"plugin_business_model":[],"class_list":["post-330434","plugin","type-plugin","status-publish","hentry","plugin_tags-ai","plugin_tags-cross-sell","plugin_tags-recommendations","plugin_tags-upsell","plugin_tags-woocommerce","plugin_category-ecommerce","plugin_category-ratings-and-reviews","plugin_contributors-aditkuma","plugin_committers-aditkuma"],"banners":{"banner":"https:\/\/ps.w.org\/techlabindia-hybrid-recommender\/assets\/banner-772x250.png?rev=3585514","banner_2x":"https:\/\/ps.w.org\/techlabindia-hybrid-recommender\/assets\/banner-1544x500.png?rev=3585514","banner_rtl":false,"banner_2x_rtl":false},"icons":{"svg":false,"icon":"https:\/\/ps.w.org\/techlabindia-hybrid-recommender\/assets\/icon-128x128.png?rev=3585514","icon_2x":"https:\/\/ps.w.org\/techlabindia-hybrid-recommender\/assets\/icon-256x256.png?rev=3585514","generated":false},"screenshots":[],"raw_content":"<!--section=description-->\n<p>SmartRec AI automatically shows the most relevant products to each shopper by combining three complementary signals:<\/p>\n\n<ul>\n<li><strong>Collaborative Filtering (80%)<\/strong> \u2013 Identifies products frequently viewed or purchased together by real users.<\/li>\n<li><strong>Content-Based Filtering (20%)<\/strong> \u2013 Matches products sharing the same categories, tags, and attributes.<\/li>\n<li><strong>Bestseller Fallback<\/strong> \u2013 Falls back to your top-selling products when no behavioural data exists yet.<\/li>\n<\/ul>\n\n<p>Carousels are rendered via lightweight AJAX so they never slow down your page load.<\/p>\n\n<h3>Free Features<\/h3>\n\n<ul>\n<li>Hybrid recommendation engine (collaborative 80% + content-based 20%)<\/li>\n<li>Product page carousel widget (configurable hook &amp; priority)<\/li>\n<li>Cart page carousel widget<\/li>\n<li>View tracking (logged-in + guest users)<\/li>\n<li>Purchase tracking via WooCommerce order hooks<\/li>\n<li>Anonymous guest cookie session (30-day, httpOnly, SameSite)<\/li>\n<li>Recommendation cache with configurable TTL and scheduled cleanup<\/li>\n<li><code>[smartrec_recommendations]<\/code> shortcode<\/li>\n<li>Admin dashboard with live stats (views, purchases, cache entries)<\/li>\n<li>One-click cache flush<\/li>\n<li>Settings: title, limit, columns, hook, cache TTL<\/li>\n<\/ul>\n\n<h3>Pro Features<\/h3>\n\n<p>Upgrade at https:\/\/techlabindia.com\/smartrec-ai\/ for:<\/p>\n\n<ul>\n<li><strong>AI Re-ranking<\/strong> \u2013 GPT-4o-mini + Claude Haiku re-rank results for each user.<\/li>\n<li><strong>A\/B Testing<\/strong> \u2013 50\/50 split between hybrid and content-based algorithms with statistical reporting.<\/li>\n<li><strong>Advanced Analytics<\/strong> \u2013 Impressions, clicks, CTR, and revenue attribution per recommendation widget.<\/li>\n<li><strong>Email Blocks<\/strong> \u2013 Inject personalised recommendation rows into WooCommerce order emails.<\/li>\n<li><strong>REST API<\/strong> \u2013 <code>GET \/wp-json\/smartrec\/v1\/recommendations\/{product_id}<\/code><\/li>\n<li><strong>Checkout Widget<\/strong> \u2013 Show relevant recommendations on the checkout page.<\/li>\n<li><strong>Annual Licence System<\/strong> \u2013 Activate your licence key inside WordPress.<\/li>\n<\/ul>\n\n<!--section=installation-->\n<ol>\n<li>Upload the <code>smartrec-ai<\/code> folder to <code>\/wp-content\/plugins\/<\/code>.<\/li>\n<li>Activate the plugin through <strong>Plugins \u2192 Installed Plugins<\/strong>.<\/li>\n<li>Go to <strong>SmartRec AI \u2192 Settings<\/strong> to configure your widget title, limit, and grid columns.<\/li>\n<li>The product-page and cart-page carousels are enabled automatically.<\/li>\n<li>Optionally place <code>[smartrec_recommendations]<\/code> anywhere in your content.<\/li>\n<\/ol>\n\n<!--section=faq-->\n<dl>\n<dt id=\"does%20it%20work%20with%20no%20purchase%2Fview%20history%3F\"><h3>Does it work with no purchase\/view history?<\/h3><\/dt>\n<dd><p>Yes. When there is insufficient behavioural data the plugin automatically falls back to your top-selling products so the widget is never empty.<\/p><\/dd>\n<dt id=\"is%20it%20gdpr-compliant%3F\"><h3>Is it GDPR-compliant?<\/h3><\/dt>\n<dd><p>Guest tracking uses an anonymous, httpOnly session cookie. No personal data (name, email, IP) is stored in the tracking tables.<\/p><\/dd>\n<dt id=\"can%20i%20place%20the%20carousel%20anywhere%3F\"><h3>Can I place the carousel anywhere?<\/h3><\/dt>\n<dd><p>Yes \u2014 use the shortcode <code>[smartrec_recommendations product_id=\"42\" limit=\"8\" title=\"Customers Also Bought\"]<\/code>. The <code>product_id<\/code> attribute is optional; it defaults to the current post.<\/p><\/dd>\n<dt id=\"which%20wordpress%20hooks%20are%20supported%20for%20the%20product%20widget%3F\"><h3>Which WordPress hooks are supported for the product widget?<\/h3><\/dt>\n<dd><p>woocommerce_after_single_product_summary (default), <code>woocommerce_after_single_product<\/code>, and <code>woocommerce_before_single_product<\/code>. Selectable in Settings.<\/p><\/dd>\n<dt id=\"how%20do%20i%20increase%20recommendation%20freshness%3F\"><h3>How do I increase recommendation freshness?<\/h3><\/dt>\n<dd><p>Lower the Cache TTL in Settings (minimum 60 seconds). The scheduled cleanup cron runs hourly.<\/p><\/dd>\n\n<\/dl>\n\n<!--section=changelog-->\n<h4>1.0.1 \u2013 2026-06-25<\/h4>\n\n<ul>\n<li>Fix: Removed invalid Contributors username.<\/li>\n<\/ul>\n\n<h4>1.0.0 \u2013 2025-06-21<\/h4>\n\n<ul>\n<li>Initial release.<\/li>\n<\/ul>","raw_excerpt":"AI-powered hybrid product recommendations \u2014 collaborative filtering, content matching, and smart bestseller fallback to boost your store&#039;s sales.","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/wordpress.org\/plugins\/wp-json\/wp\/v2\/plugin\/330434","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wordpress.org\/plugins\/wp-json\/wp\/v2\/plugin"}],"about":[{"href":"https:\/\/wordpress.org\/plugins\/wp-json\/wp\/v2\/types\/plugin"}],"replies":[{"embeddable":true,"href":"https:\/\/wordpress.org\/plugins\/wp-json\/wp\/v2\/comments?post=330434"}],"author":[{"embeddable":true,"href":"https:\/\/wordpress.org\/plugins\/wp-json\/wporg\/v1\/users\/aditkuma"}],"wp:attachment":[{"href":"https:\/\/wordpress.org\/plugins\/wp-json\/wp\/v2\/media?parent=330434"}],"wp:term":[{"taxonomy":"plugin_section","embeddable":true,"href":"https:\/\/wordpress.org\/plugins\/wp-json\/wp\/v2\/plugin_section?post=330434"},{"taxonomy":"plugin_tags","embeddable":true,"href":"https:\/\/wordpress.org\/plugins\/wp-json\/wp\/v2\/plugin_tags?post=330434"},{"taxonomy":"plugin_category","embeddable":true,"href":"https:\/\/wordpress.org\/plugins\/wp-json\/wp\/v2\/plugin_category?post=330434"},{"taxonomy":"plugin_contributors","embeddable":true,"href":"https:\/\/wordpress.org\/plugins\/wp-json\/wp\/v2\/plugin_contributors?post=330434"},{"taxonomy":"plugin_business_model","embeddable":true,"href":"https:\/\/wordpress.org\/plugins\/wp-json\/wp\/v2\/plugin_business_model?post=330434"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}