{"id":198146,"date":"2026-02-09T08:38:59","date_gmt":"2026-02-09T08:38:59","guid":{"rendered":"https:\/\/www.ka.nz\/blog\/\/"},"modified":"2026-02-12T16:15:55","modified_gmt":"2026-02-12T16:15:55","slug":"build-an-ai-resume-evaluator-in-under-an-hour","status":"publish","type":"post","link":"https:\/\/www.ka.nz\/ar\/blog\/build-an-ai-resume-evaluator-in-under-an-hour\/","title":{"rendered":"Build an AI Resume Evaluator in Under an Hour"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"198146\" class=\"elementor elementor-198146\">\n\t\t\t\t<div class=\"elementor-element elementor-element-17390d7 e-con-full e-flex e-con e-parent\" data-id=\"17390d7\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f9f4d24 e-flex e-con-boxed e-con e-parent\" data-id=\"f9f4d24\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8b0c301 elementor-widget elementor-widget-text-editor\" data-id=\"8b0c301\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>What if you could build a fully functional, AI-powered hiring tool \u2014 frontend, backend, multi-agent evaluation \u2014 without writing a single line of code? That&#8217;s exactly what we did in our Agentic AI Workshop.<\/p>\n<p><!-- \/wp:paragraph --><!-- wp:paragraph --><\/p>\n<p>This workshop walked participants through building a\u00a0<strong>Candidate Talent Evaluator<\/strong>\u00a0that takes a job description and candidate resumes, runs them through a series of AI agents, and returns scored evaluations with strengths, concerns, and hiring recommendations. The entire build took under an hour.<\/p>\n<p><!-- \/wp:paragraph --><!-- wp:paragraph --><\/p>\n<p>Here&#8217;s how it works \u2014 and how you can replicate it.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4e22dcd elementor-widget elementor-widget-video\" data-id=\"4e22dcd\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/CTt3pxUpCcs?si=T5nFw9VpmKCq9SBC&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3bce3a9 e-flex e-con-boxed e-con e-parent\" data-id=\"3bce3a9\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6ec3bec elementor-widget elementor-widget-spacer\" data-id=\"6ec3bec\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1adbd9a e-flex e-con-boxed e-con e-parent\" data-id=\"1adbd9a\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d388de6 elementor-widget elementor-widget-heading\" data-id=\"d388de6\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The Architecture: Three Tools, Zero Code<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ee1decb e-flex e-con-boxed e-con e-parent\" data-id=\"ee1decb\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8263951 elementor-widget elementor-widget-text-editor\" data-id=\"8263951\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The application uses three platforms, each handling a distinct layer of the stack:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f88e3ef e-con-full e-flex e-con e-parent\" data-id=\"f88e3ef\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d31f542 e-con-full e-flex e-con e-child\" data-id=\"d31f542\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ed1ed08 elementor-view-default elementor-position-top elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"ed1ed08\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-brain\" viewbox=\"0 0 576 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M208 0c-29.9 0-54.7 20.5-61.8 48.2-.8 0-1.4-.2-2.2-.2-35.3 0-64 28.7-64 64 0 4.8.6 9.5 1.7 14C52.5 138 32 166.6 32 200c0 12.6 3.2 24.3 8.3 34.9C16.3 248.7 0 274.3 0 304c0 33.3 20.4 61.9 49.4 73.9-.9 4.6-1.4 9.3-1.4 14.1 0 39.8 32.2 72 72 72 4.1 0 8.1-.5 12-1.2 9.6 28.5 36.2 49.2 68 49.2 39.8 0 72-32.2 72-72V64c0-35.3-28.7-64-64-64zm368 304c0-29.7-16.3-55.3-40.3-69.1 5.2-10.6 8.3-22.3 8.3-34.9 0-33.4-20.5-62-49.7-74 1-4.5 1.7-9.2 1.7-14 0-35.3-28.7-64-64-64-.8 0-1.5.2-2.2.2C422.7 20.5 397.9 0 368 0c-35.3 0-64 28.6-64 64v376c0 39.8 32.2 72 72 72 31.8 0 58.4-20.7 68-49.2 3.9.7 7.9 1.2 12 1.2 39.8 0 72-32.2 72-72 0-4.8-.5-9.5-1.4-14.1 29-12 49.4-40.6 49.4-73.9z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tClaudeClaude \u2014 Meta-Prompting\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cf2571d e-con-full e-flex e-con e-child\" data-id=\"cf2571d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e84ddfd elementor-view-default elementor-position-top elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"e84ddfd\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-palette\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M204.3 5C104.9 24.4 24.8 104.3 5.2 203.4c-37 187 131.7 326.4 258.8 306.7 41.2-6.4 61.4-54.6 42.5-91.7-23.1-45.4 9.9-98.4 60.9-98.4h79.7c35.8 0 64.8-29.6 64.9-65.3C511.5 97.1 368.1-26.9 204.3 5zM96 320c-17.7 0-32-14.3-32-32s14.3-32 32-32 32 14.3 32 32-14.3 32-32 32zm32-128c-17.7 0-32-14.3-32-32s14.3-32 32-32 32 14.3 32 32-14.3 32-32 32zm128-64c-17.7 0-32-14.3-32-32s14.3-32 32-32 32 14.3 32 32-14.3 32-32 32zm128 64c-17.7 0-32-14.3-32-32s14.3-32 32-32 32 14.3 32 32-14.3 32-32 32z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t Lovable \u2014 Frontend UI\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fbf4e00 e-con-full e-flex e-con e-child\" data-id=\"fbf4e00\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-be28f06 elementor-view-default elementor-position-top elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"be28f06\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-star-of-life\" viewbox=\"0 0 480 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M471.99 334.43L336.06 256l135.93-78.43c7.66-4.42 10.28-14.2 5.86-21.86l-32.02-55.43c-4.42-7.65-14.21-10.28-21.87-5.86l-135.93 78.43V16c0-8.84-7.17-16-16.01-16h-64.04c-8.84 0-16.01 7.16-16.01 16v156.86L56.04 94.43c-7.66-4.42-17.45-1.79-21.87 5.86L2.15 155.71c-4.42 7.65-1.8 17.44 5.86 21.86L143.94 256 8.01 334.43c-7.66 4.42-10.28 14.21-5.86 21.86l32.02 55.43c4.42 7.65 14.21 10.27 21.87 5.86l135.93-78.43V496c0 8.84 7.17 16 16.01 16h64.04c8.84 0 16.01-7.16 16.01-16V339.14l135.93 78.43c7.66 4.42 17.45 1.8 21.87-5.86l32.02-55.43c4.42-7.65 1.8-17.43-5.86-21.85z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tCrewAI \u2014 Backend Agents\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b217e04 e-flex e-con-boxed e-con e-parent\" data-id=\"b217e04\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dd66cd9 elementor-widget elementor-widget-text-editor\" data-id=\"dd66cd9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Claude acts as the architect \u2014 you describe what you want, and it generates separate, optimized prompts for Lovable (to build the interface) and CrewAI (to build the evaluation engine). You then paste each prompt into its respective platform, connect the two with API credentials, and you have a working application.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4f353f0 e-flex e-con-boxed e-con e-parent\" data-id=\"4f353f0\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bd5e3d4 elementor-widget elementor-widget-image\" data-id=\"bd5e3d4\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"768\" height=\"442\" src=\"https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/blog-image-1.jpg\" class=\"attachment-medium_large size-medium_large wp-image-198253\" alt=\"\" srcset=\"https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/blog-image-1.jpg 988w, https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/blog-image-1-300x172.jpg 300w, https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/blog-image-1-18x10.jpg 18w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-35862d8 e-flex e-con-boxed e-con e-parent\" data-id=\"35862d8\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-106559b elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"106559b\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-72ba1dd e-flex e-con-boxed e-con e-parent\" data-id=\"72ba1dd\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4a2e505 elementor-widget elementor-widget-spacer\" data-id=\"4a2e505\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2cff615 e-flex e-con-boxed e-con e-parent\" data-id=\"2cff615\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-35d15ca elementor-widget elementor-widget-heading\" data-id=\"35d15ca\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Step-by-Step Walkthrough<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2d94a90 e-flex e-con-boxed e-con e-parent\" data-id=\"2d94a90\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-749d22f elementor-widget elementor-widget-spacer\" data-id=\"749d22f\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b53b0e6 e-flex e-con-boxed e-con e-parent\" data-id=\"b53b0e6\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b03285e elementor-widget elementor-widget-heading\" data-id=\"b03285e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Step 1: Meta-Prompt with Claude<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f2607b3 e-flex e-con-boxed e-con e-parent\" data-id=\"f2607b3\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-035c410 elementor-widget elementor-widget-text-editor\" data-id=\"035c410\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><i>Start in Claude with a single, structured prompt that describes your candidate evaluation app \u2014 features, constraints, and how the frontend and backend should interact. Claude returns two ready-to-paste prompts: one for Lovable, one for CrewAI.<\/i><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bae153e e-flex e-con-boxed e-con e-parent\" data-id=\"bae153e\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5a1e92a elementor-widget elementor-widget-text-editor\" data-id=\"5a1e92a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Task: Generate 2 separate prompts \u2014 one for Lovable (frontend\/UI) and one for CrewAI(backend\/processing).<\/p>\n<p>Context: Build a candidate evaluation app that:<\/p>\n<ul>\n<li>\u00a0Allows users to paste a job description OR generate one with AI<\/li>\n<li>\u00a0Accepts multiple resumes via copy-paste<\/li>\n<li>Sends data to CrewAI for evaluation<\/li>\n<li>Returns scores for skills, experience, professionalism, potential, and authenticity<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0d9dc2b e-flex e-con-boxed e-con e-parent\" data-id=\"0d9dc2b\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d65f189 elementor-widget elementor-widget-spacer\" data-id=\"d65f189\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-955b7fd e-flex e-con-boxed e-con e-parent\" data-id=\"955b7fd\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fa7afc5 elementor-widget elementor-widget-heading\" data-id=\"fa7afc5\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Step 2: Build the Frontend in Lovable<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8b1944f e-flex e-con-boxed e-con e-parent\" data-id=\"8b1944f\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f6c684a elementor-widget elementor-widget-text-editor\" data-id=\"f6c684a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><cite>Paste Claude&#8217;s Lovable prompt into\u00a0<a href=\"https:\/\/lovable.dev\/\">lovable.dev<\/a>. Within minutes, you get a polished candidate evaluation interface with a job description input (paste or AI-generate), resume cards for up to 5 candidates, an &#8220;Evaluate Candidates&#8221; button, and a debug console.<\/cite><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-58b813b e-flex e-con-boxed e-con e-parent\" data-id=\"58b813b\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fde4605 elementor-widget elementor-widget-image\" data-id=\"fde4605\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"768\" height=\"432\" src=\"https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/04_lovable_ui.jpg\" class=\"attachment-medium_large size-medium_large wp-image-198147\" alt=\"\" srcset=\"https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/04_lovable_ui.jpg 2000w, https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/04_lovable_ui-300x169.jpg 300w, https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/04_lovable_ui-1024x576.jpg 1024w, https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/04_lovable_ui-1536x864.jpg 1536w, https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/04_lovable_ui-18x10.jpg 18w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Lovable builds the full frontend from a single prompt \u2014 complete with tabbed inputs and resume cards<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9e93d33 e-flex e-con-boxed e-con e-parent\" data-id=\"9e93d33\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f3b94dc elementor-widget elementor-widget-spacer\" data-id=\"f3b94dc\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-92602ce e-flex e-con-boxed e-con e-parent\" data-id=\"92602ce\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-52e11e2 elementor-widget elementor-widget-heading\" data-id=\"52e11e2\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Step 3: Build the AI Agents in CrewAI<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0205373 e-flex e-con-boxed e-con e-parent\" data-id=\"0205373\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8e90b58 elementor-widget elementor-widget-text-editor\" data-id=\"8e90b58\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><cite>Paste Claude&#8217;s CrewAI prompt into\u00a0<a href=\"https:\/\/app.crewai.com\/\">CrewAI Studio<\/a>. It generates a multi-agent system with 5 specialized agents: a Requirements Parser, Skills Evaluator, Professional Quality Assessor, Authenticity Validator, and Executive Summary Generator. Run a test, then publish the automation.<\/cite><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-63e4b93 e-flex e-con-boxed e-con e-parent\" data-id=\"63e4b93\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cfbc072 elementor-widget elementor-widget-image\" data-id=\"cfbc072\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"768\" height=\"432\" src=\"https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/05_crewai_studio.jpg\" class=\"attachment-medium_large size-medium_large wp-image-198151\" alt=\"\" srcset=\"https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/05_crewai_studio.jpg 2000w, https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/05_crewai_studio-300x169.jpg 300w, https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/05_crewai_studio-1024x576.jpg 1024w, https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/05_crewai_studio-1536x864.jpg 1536w, https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/05_crewai_studio-18x10.jpg 18w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">CrewAI's visual editor showing the 5-agent evaluation pipeline<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d0e503c e-flex e-con-boxed e-con e-parent\" data-id=\"d0e503c\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4ba7e3f elementor-widget elementor-widget-spacer\" data-id=\"4ba7e3f\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fb6876f e-flex e-con-boxed e-con e-parent\" data-id=\"fb6876f\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ea19c96 elementor-widget elementor-widget-heading\" data-id=\"ea19c96\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Step 4:\nConnect Frontend \u2194 Backend<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-443327d e-flex e-con-boxed e-con e-parent\" data-id=\"443327d\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-689aca7 elementor-widget elementor-widget-text-editor\" data-id=\"689aca7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><i>Copy the API URL and Bearer Token from CrewAI&#8217;s Automations panel and paste them into Lovable. This follows a one-way connection pattern that lets the &#8220;Evaluate Candidates&#8221; button trigger the full agent pipeline and display results.<\/i><\/p>\n<p>\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-dc59fc6 e-flex e-con-boxed e-con e-parent\" data-id=\"dc59fc6\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-06f5752 elementor-widget elementor-widget-image\" data-id=\"06f5752\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/06_connect_credentials-1024x576.jpg\" class=\"attachment-large size-large wp-image-198171\" alt=\"\" srcset=\"https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/06_connect_credentials-1024x576.jpg 1024w, https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/06_connect_credentials-300x169.jpg 300w, https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/06_connect_credentials-1536x864.jpg 1536w, https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/06_connect_credentials-18x10.jpg 18w, https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/06_connect_credentials.jpg 2000w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Connecting the two platforms with API credentials \u2014 the final wiring step<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0c4f1ee e-flex e-con-boxed e-con e-parent\" data-id=\"0c4f1ee\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c9a9aae elementor-widget elementor-widget-spacer\" data-id=\"c9a9aae\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b377b9f e-flex e-con-boxed e-con e-parent\" data-id=\"b377b9f\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8340391 elementor-widget elementor-widget-heading\" data-id=\"8340391\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Step 5:\nEvaluate and See Results<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6cb793e e-flex e-con-boxed e-con e-parent\" data-id=\"6cb793e\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ab3aa25 elementor-widget elementor-widget-text-editor\" data-id=\"ab3aa25\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Click &#8220;Evaluate Candidates.&#8221; The debug console shows real-time progress as each agent processes the data. Within about 90 seconds, you get a full evaluation: scored metrics, an executive summary, key strengths, and areas of concern for each candidate.<\/p>\n<p>\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a4ddb5c e-flex e-con-boxed e-con e-parent\" data-id=\"a4ddb5c\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a017532 elementor-widget elementor-widget-image\" data-id=\"a017532\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"441\" src=\"https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/image.png\" class=\"attachment-medium_large size-medium_large wp-image-198218\" alt=\"\" srcset=\"https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/image.png 1135w, https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/image-300x172.png 300w, https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/image-1024x587.png 1024w, https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/image-18x10.png 18w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">The finished product \u2014 a polished evaluation card with radial score, progress bars, and detailed analysis<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4d2bf94 e-flex e-con-boxed e-con e-parent\" data-id=\"4d2bf94\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cd1d67b elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"cd1d67b\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-569dc2a e-flex e-con-boxed e-con e-parent\" data-id=\"569dc2a\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e2c28b2 elementor-widget elementor-widget-spacer\" data-id=\"e2c28b2\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ba80c19 e-flex e-con-boxed e-con e-parent\" data-id=\"ba80c19\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7257071 elementor-widget elementor-widget-heading\" data-id=\"7257071\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">What the AI Agents Actually Do<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ccd9345 e-flex e-con-boxed e-con e-parent\" data-id=\"ccd9345\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3001692 elementor-widget elementor-widget-spacer\" data-id=\"3001692\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-964645b e-flex e-con-boxed e-con e-parent\" data-id=\"964645b\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f5f08d1 elementor-widget elementor-widget-text-editor\" data-id=\"f5f08d1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Behind the button click, five agents work in sequence. The first parses the job description into structured requirements and extracts candidate profiles from the resumes. The second scores each candidate&#8217;s technical skills and experience relevance against those requirements. The third evaluates professionalism \u2014 resume formatting, communication quality, and presentation. The fourth checks for authenticity, looking for inconsistencies, timeline gaps, or inflated claims. The fifth synthesizes everything into a scored report with a hiring recommendation. You can view the final JSON output after the execution, which reflects the evaluation results displayed on Lovable.\u00a0<\/p>\n<p>\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c8f250a e-flex e-con-boxed e-con e-parent\" data-id=\"c8f250a\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c730711 elementor-widget elementor-widget-image\" data-id=\"c730711\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"431\" src=\"https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/image-1.png\" class=\"attachment-medium_large size-medium_large wp-image-198219\" alt=\"\" srcset=\"https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/image-1.png 1129w, https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/image-1-300x168.png 300w, https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/image-1-1024x575.png 1024w, https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/image-1-18x10.png 18w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">CrewAI's final output \u2014 structured JSON with scores across all evaluation dimensions<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-296bd6e e-flex e-con-boxed e-con e-parent\" data-id=\"296bd6e\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-51e3f30 elementor-widget elementor-widget-spacer\" data-id=\"51e3f30\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6ea21a5 e-flex e-con-boxed e-con e-parent\" data-id=\"6ea21a5\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3d2243d elementor-widget elementor-widget-text-editor\" data-id=\"3d2243d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Key takeaway:<\/strong>\u00a0The entire system \u2014 frontend, backend, multi-agent AI pipeline \u2014 was built using natural language prompts. No code was written. No dependencies were installed. The &#8220;programming language&#8221; was English.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ae77c19 e-flex e-con-boxed e-con e-parent\" data-id=\"ae77c19\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b99364b elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"b99364b\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-35296ed e-flex e-con-boxed e-con e-parent\" data-id=\"35296ed\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-954122b elementor-widget elementor-widget-spacer\" data-id=\"954122b\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c5c1b2c e-flex e-con-boxed e-con e-parent\" data-id=\"c5c1b2c\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dce3a79 elementor-widget elementor-widget-heading\" data-id=\"dce3a79\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Why This Matters<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f49c403 e-flex e-con-boxed e-con e-parent\" data-id=\"f49c403\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f42d461 elementor-widget elementor-widget-spacer\" data-id=\"f42d461\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1a2947d e-flex e-con-boxed e-con e-parent\" data-id=\"1a2947d\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9930f92 elementor-widget elementor-widget-text-editor\" data-id=\"9930f92\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>This isn&#8217;t just a demo. It&#8217;s a preview of how business applications will be built. The shift from traditional AI (ask a question, get an answer) to agentic AI (set a goal, AI plans and executes) means that non-technical teams can now build sophisticated tools that would have previously required a development team and weeks of work.<\/p>\n<p>For HR specifically, this kind of tool removes the bottleneck of manual resume screening while providing structured, consistent evaluations that reduce bias and save hours per role.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-10270b6 e-flex e-con-boxed e-con e-parent\" data-id=\"10270b6\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-925f264 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"925f264\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d961685 e-flex e-con-boxed e-con e-parent\" data-id=\"d961685\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c694ac5 elementor-widget elementor-widget-spacer\" data-id=\"c694ac5\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-372d498 e-flex e-con-boxed e-con e-parent\" data-id=\"372d498\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3c4e47e elementor-widget elementor-widget-text-editor\" data-id=\"3c4e47e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>Want to Build Your Own AI Agent?<\/h3>\n<p>Kanz runs hands-on Agentic AI workshops for teams and organizations across the region.<\/p>\n<p><a href=\"http:\/\/www.ka.nz\/ar\/\">Learn more at Ka.nz \u2192<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-00c3474 e-flex e-con-boxed e-con e-parent\" data-id=\"00c3474\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e3081ad elementor-widget elementor-widget-spacer\" data-id=\"e3081ad\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-84bf69f e-flex e-con-boxed e-con e-parent\" data-id=\"84bf69f\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-99aa07e e-con-full e-flex e-con e-child\" data-id=\"99aa07e\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-21e4918 elementor-widget elementor-widget-image\" data-id=\"21e4918\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"750\" src=\"https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/Syeda-.png\" class=\"attachment-medium_large size-medium_large wp-image-198245\" alt=\"\" srcset=\"https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/Syeda-.png 899w, https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/Syeda--300x293.png 300w, https:\/\/www.ka.nz\/wp-content\/uploads\/2026\/02\/Syeda--12x12.png 12w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a9b81e4 e-con-full e-flex e-con e-child\" data-id=\"a9b81e4\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3fb070d elementor-widget elementor-widget-text-editor\" data-id=\"3fb070d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">I&#8217;m Syeda Hajera, a Biotechnology graduate and AI practitioner with expertise in laboratory sciences and intelligent systems.<\/p>\n<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">Through Kanz&#8217;s Agentic AI program, I built a no-code healthcare application that automates medical triage and appointment scheduling \u2014 reducing risk and improving patient outcomes.<\/p>\n<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">I currently serve as an AI Instructor and am building an AI-powered salary benchmarking and workforce planning platform.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"What if you could build a fully functional, AI-powered hiring tool \u2014 frontend, backend, multi-agent evaluation \u2014 without <a href=\"https:\/\/www.ka.nz\/ar\/blog\/build-an-ai-resume-evaluator-in-under-an-hour\/\" class=\"more-link\">&#8230;<\/a>","protected":false},"author":4,"featured_media":198197,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[762],"tags":[],"class_list":["post-198146","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Build an AI Resume Evaluator in Under an Hour - Kanz<\/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:\/\/www.ka.nz\/ar\/blog\/build-an-ai-resume-evaluator-in-under-an-hour\/\" \/>\n<meta property=\"og:locale\" content=\"ar_AR\" \/>\n<meta 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