{"id":513,"date":"2026-01-24T06:09:17","date_gmt":"2026-01-24T06:09:17","guid":{"rendered":"http:\/\/93.127.166.75\/~qcedgeai\/?page_id=513"},"modified":"2026-01-26T08:06:29","modified_gmt":"2026-01-26T08:06:29","slug":"solution-teaser","status":"publish","type":"page","link":"https:\/\/qcedgeai.com\/?page_id=513","title":{"rendered":"Solution Teaser"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"513\" class=\"elementor elementor-513\">\n\t\t\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-c8d2de0 e-flex e-con-boxed e-con e-parent\" data-id=\"c8d2de0\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;,&quot;ekit_has_onepagescroll_dot&quot;:&quot;yes&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-a8df0f8 e-con-full e-flex e-con e-child\" data-id=\"a8df0f8\" data-element_type=\"container\" data-settings=\"{&quot;ekit_has_onepagescroll_dot&quot;:&quot;yes&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ca7427c elementor-widget elementor-widget-elementskit-heading\" data-id=\"ca7427c\" data-element_type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"elementskit-heading.default\">\n\t\t\t\t\t<div class=\"ekit-wid-con\" ><div class=\"ekit-heading elementskit-section-title-wraper text_center   ekit_heading_tablet-   ekit_heading_mobile-\"><h2 class=\"ekit-heading--title elementskit-section-title \">QaaS: Quantum-Assisted Route Optimization Pilot for a Logistics Firm<\/h2><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d6fb91a elementor-widget elementor-widget-text-editor\" data-id=\"d6fb91a\" data-element_type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>QaaS Pilot \u2014 Quantum-Assisted Vehicle Routing Optimization (3-month pilot)<\/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 data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-7eec495 e-flex e-con-boxed e-con e-parent\" data-id=\"7eec495\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;ekit_has_onepagescroll_dot&quot;:&quot;yes&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-d656282 e-con-full e-flex e-con e-child\" data-id=\"d656282\" data-element_type=\"container\" data-settings=\"{&quot;ekit_has_onepagescroll_dot&quot;:&quot;yes&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8b46225 elementor-widget elementor-widget-image\" data-id=\"8b46225\" data-element_type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"2560\" height=\"1752\" src=\"https:\/\/qcedgeai.com\/wp-content\/uploads\/2026\/01\/cybernetic-interaction-with-digital-network-1-scaled.jpg\" class=\"attachment-full size-full wp-image-309\" alt=\"\" srcset=\"https:\/\/qcedgeai.com\/wp-content\/uploads\/2026\/01\/cybernetic-interaction-with-digital-network-1-scaled.jpg 2560w, https:\/\/qcedgeai.com\/wp-content\/uploads\/2026\/01\/cybernetic-interaction-with-digital-network-1-300x205.jpg 300w, https:\/\/qcedgeai.com\/wp-content\/uploads\/2026\/01\/cybernetic-interaction-with-digital-network-1-1024x701.jpg 1024w, https:\/\/qcedgeai.com\/wp-content\/uploads\/2026\/01\/cybernetic-interaction-with-digital-network-1-768x525.jpg 768w, https:\/\/qcedgeai.com\/wp-content\/uploads\/2026\/01\/cybernetic-interaction-with-digital-network-1-1536x1051.jpg 1536w, https:\/\/qcedgeai.com\/wp-content\/uploads\/2026\/01\/cybernetic-interaction-with-digital-network-1-2048x1401.jpg 2048w, https:\/\/qcedgeai.com\/wp-content\/uploads\/2026\/01\/cybernetic-interaction-with-digital-network-1-1200x821.jpg 1200w, https:\/\/qcedgeai.com\/wp-content\/uploads\/2026\/01\/cybernetic-interaction-with-digital-network-1-1980x1355.jpg 1980w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/>\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<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-7a94ec9 e-con-full e-flex e-con e-child\" data-id=\"7a94ec9\" data-element_type=\"container\" data-settings=\"{&quot;ekit_has_onepagescroll_dot&quot;:&quot;yes&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-784dc08 elementor-widget elementor-widget-heading\" data-id=\"784dc08\" data-element_type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Objective<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1e0c2de elementor-widget elementor-widget-text-editor\" data-id=\"1e0c2de\" data-element_type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Demonstrate measurable delivery-cost and time improvements by integrating a quantum-assisted optimizer (hybrid classical-quantum pipeline) into one logistics route cluster (50\u2013200 stops). Goal: <strong>reduce total route distance or makespan by 5\u201312%<\/strong> vs current heuristic baseline during the pilot window.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3cc3895 elementor-widget elementor-widget-heading\" data-id=\"3cc3895\" data-element_type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Business case <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2f20d0e elementor-widget elementor-widget-text-editor\" data-id=\"2f20d0e\" data-element_type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Optimization is a near-term practical quantum application (NISQ-era hybrid algorithms like QAOA \/ VQE for combinatorial problems). Indian logistics firms have clear KPIs (fuel cost, driver hours, on-time delivery) where even single-digit improvements scale to large annual savings. Use pilot results to justify subscription QaaS deployment.<\/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 data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-504f316 e-flex e-con-boxed e-con e-parent\" data-id=\"504f316\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;ekit_has_onepagescroll_dot&quot;:&quot;yes&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-bc82457 e-con-full e-flex e-con e-child\" data-id=\"bc82457\" data-element_type=\"container\" data-settings=\"{&quot;ekit_has_onepagescroll_dot&quot;:&quot;yes&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cb1a97f elementor-widget__width-inherit elementor-widget elementor-widget-elementskit-heading\" data-id=\"cb1a97f\" data-element_type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"elementskit-heading.default\">\n\t\t\t\t\t<div class=\"ekit-wid-con\" ><div class=\"ekit-heading elementskit-section-title-wraper text_center   ekit_heading_tablet-   ekit_heading_mobile-\"><h2 class=\"ekit-heading--title elementskit-section-title \">Scope &amp; deliverables (3 months)<\/h2><div class=\"ekit_heading_separetor_wraper ekit_heading_elementskit-border-divider ekit-dotted\"><div class=\"elementskit-border-divider ekit-dotted\"><\/div><\/div><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e53a100 elementor-widget elementor-widget-elementskit-simple-tab\" data-id=\"e53a100\" data-element_type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"elementskit-simple-tab.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"ekit-wid-con\" >        <div class=\"elementkit-tab-wraper  \">\n            <ul class=\"nav nav-tabs elementkit-tab-nav  elementskit_tooltip_style elementskit_tooltip_style elementskit-fullwidth-tab\">\n                                    <li class=\"elementkit-nav-item elementor-repeater-item-e7fb3c4\">\n                        <a class=\"elementkit-nav-link  active show left-pos\" id=\"content-e7fb3c46a1acd9096621-tab\" data-ekit-handler-id=\"week-0-2-\" data-ekit-toggle=\"tab\" data-target=\"#content-e7fb3c46a1acd9096621\" href=\"#Content-e7fb3c46a1acd9096621\"\n                            data-ekit-toggle-trigger=\"click\"\n                            aria-describedby=\"Content-e7fb3c46a1acd9096621\">\n                            <span class=\"fas fa-file-signature elementskit-tab-icon\"><\/span>                            <span class=\"elementskit-tab-title\"> Week 0\u20132: <\/span>\n                        <\/a>\n                    <\/li>\n                                        <li class=\"elementkit-nav-item elementor-repeater-item-9077dfd\">\n                        <a class=\"elementkit-nav-link  left-pos\" id=\"content-9077dfd6a1acd9096621-tab\" data-ekit-handler-id=\"week-3-6-\" data-ekit-toggle=\"tab\" data-target=\"#content-9077dfd6a1acd9096621\" href=\"#Content-9077dfd6a1acd9096621\"\n                            data-ekit-toggle-trigger=\"click\"\n                            aria-describedby=\"Content-9077dfd6a1acd9096621\">\n                            <span class=\"icon icon-envelope elementskit-tab-icon\"><\/span>                            <span class=\"elementskit-tab-title\"> Week 3\u20136: <\/span>\n                        <\/a>\n                    <\/li>\n                                        <li class=\"elementkit-nav-item elementor-repeater-item-00f52ae\">\n                        <a class=\"elementkit-nav-link  left-pos\" id=\"content-00f52ae6a1acd9096621-tab\" data-ekit-handler-id=\"week-7-10-\" data-ekit-toggle=\"tab\" data-target=\"#content-00f52ae6a1acd9096621\" href=\"#Content-00f52ae6a1acd9096621\"\n                            data-ekit-toggle-trigger=\"click\"\n                            aria-describedby=\"Content-00f52ae6a1acd9096621\">\n                            <span class=\"fas fa-clock elementskit-tab-icon\"><\/span>                            <span class=\"elementskit-tab-title\"> Week 7\u201310: <\/span>\n                        <\/a>\n                    <\/li>\n                                        <li class=\"elementkit-nav-item elementor-repeater-item-ad34ed5\">\n                        <a class=\"elementkit-nav-link  left-pos\" id=\"content-ad34ed56a1acd9096621-tab\" data-ekit-handler-id=\"week-11-12-\" data-ekit-toggle=\"tab\" data-target=\"#content-ad34ed56a1acd9096621\" href=\"#Content-ad34ed56a1acd9096621\"\n                            data-ekit-toggle-trigger=\"click\"\n                            aria-describedby=\"Content-ad34ed56a1acd9096621\">\n                            <span class=\"icon icon-earth elementskit-tab-icon\"><\/span>                            <span class=\"elementskit-tab-title\"> Week 11\u201312: <\/span>\n                        <\/a>\n                    <\/li>\n                                <\/ul>\n\n            <div class=\"tab-content elementkit-tab-content\">\n                                    <div class=\"tab-pane elementkit-tab-pane elementor-repeater-item-e7fb3c4  active show\" id=\"content-e7fb3c46a1acd9096621\" role=\"tabpanel\"\n                         aria-labelledby=\"content-e7fb3c46a1acd9096621-tab\">\n                        <div class=\"animated fadeIn\">\n                            <p>Data intake &amp; baseline \u2014 collect route data, constraints, service windows; run classical baseline (current optimizer).<\/p>                        <\/div>\n                    <\/div>\n                                    <div class=\"tab-pane elementkit-tab-pane elementor-repeater-item-9077dfd \" id=\"content-9077dfd6a1acd9096621\" role=\"tabpanel\"\n                         aria-labelledby=\"content-9077dfd6a1acd9096621-tab\">\n                        <div class=\"animated fadeIn\">\n                            <p>Build hybrid optimizer (classical pre-processing + parameterized variational QAOA on simulator \/ small hardware).<\/p>                        <\/div>\n                    <\/div>\n                                    <div class=\"tab-pane elementkit-tab-pane elementor-repeater-item-00f52ae \" id=\"content-00f52ae6a1acd9096621\" role=\"tabpanel\"\n                         aria-labelledby=\"content-00f52ae6a1acd9096621-tab\">\n                        <div class=\"animated fadeIn\">\n                            <p>A\/B test on simulated\/rolling live subset (non-critical route batch) and measure KPIs.<\/p>                        <\/div>\n                    <\/div>\n                                    <div class=\"tab-pane elementkit-tab-pane elementor-repeater-item-ad34ed5 \" id=\"content-ad34ed56a1acd9096621\" role=\"tabpanel\"\n                         aria-labelledby=\"content-ad34ed56a1acd9096621-tab\">\n                        <div class=\"animated fadeIn\">\n                            <p>Final report with metrics, cost\/benefit analysis, recommended rollout plan and pricing model.<\/p>                        <\/div>\n                    <\/div>\n                                \n            <\/div>\n                    <\/div>\n    <\/div>\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<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-ae0c0aa e-flex e-con-boxed e-con e-parent\" data-id=\"ae0c0aa\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;ekit_has_onepagescroll_dot&quot;:&quot;yes&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b5636d4 elementor-widget__width-initial elementor-widget elementor-widget-elementskit-heading\" data-id=\"b5636d4\" data-element_type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"elementskit-heading.default\">\n\t\t\t\t\t<div class=\"ekit-wid-con\" ><div class=\"ekit-heading elementskit-section-title-wraper text_left   ekit_heading_tablet-   ekit_heading_mobile-\"><h2 class=\"ekit-heading--title elementskit-section-title \">Technical approach &amp; stack<\/h2><div class=\"ekit_heading_separetor_wraper ekit_heading_elementskit-border-divider ekit-dotted\"><div class=\"elementskit-border-divider ekit-dotted\"><\/div><\/div><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-16917b9 elementor-widget__width-initial elementor-widget elementor-widget-elementskit-accordion\" data-id=\"16917b9\" data-element_type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"elementskit-accordion.default\">\n\t\t\t\t\t<div class=\"ekit-wid-con\" >\n        <div class=\"elementskit-accordion accoedion-primary\" id=\"accordion-6a1acd90988b8\">\n\n            \n                <div class=\"elementskit-card active\">\n                    <div class=\"elementskit-card-header\" id=\"primaryHeading-0-16917b9\">\n                        <a href=\"#collapse-bc228306a1acd90988b8\" class=\"ekit-accordion--toggler elementskit-btn-link collapsed\" data-ekit-toggle=\"collapse\" data-target=\"#Collapse-bc228306a1acd90988b8\" aria-expanded=\"true\" aria-controls=\"Collapse-bc228306a1acd90988b8\">\n                            \n                                <span class=\"number\"><\/span>\n\n                            \n                            <span class=\"ekit-accordion-title\">Front end<\/span>\n\n                            \n                                <div class=\"ekit_accordion_icon_group\">\n                                    <div class=\"ekit_accordion_normal_icon\">\n                                        <!-- Normal Icon -->\n\t\t\t\t\t\t\t\t\t\t<i class=\"icon icon-down-arrow1\"><\/i>                                    <\/div>\n\n                                    <div class=\"ekit_accordion_active_icon\">\n                                        <!-- Active Icon -->\n\t\t\t\t\t\t\t\t\t\t<i class=\"icon icon-up-arrow\"><\/i>                                    <\/div>\n                                <\/div>\n\n                            \n                                                    <\/a>\n                    <\/div>\n\n                    <div id=\"Collapse-bc228306a1acd90988b8\" class=\" show collapse\" aria-labelledby=\"primaryHeading-0-16917b9\" data-parent=\"#accordion-6a1acd90988b8\">\n\n                        <div class=\"elementskit-card-body ekit-accordion--content\">\n                            <p>Llightweight dashboard (React\/Tailwind) for route input, compare results.<\/p>                        <\/div>\n\n                    <\/div>\n\n                <\/div><!-- .elementskit-card END -->\n\n                \n                <div class=\"elementskit-card \">\n                    <div class=\"elementskit-card-header\" id=\"primaryHeading-1-16917b9\">\n                        <a href=\"#collapse-8417e716a1acd90988b8\" class=\"ekit-accordion--toggler elementskit-btn-link collapsed\" data-ekit-toggle=\"collapse\" data-target=\"#Collapse-8417e716a1acd90988b8\" aria-expanded=\"false\" aria-controls=\"Collapse-8417e716a1acd90988b8\">\n                            \n                                <span class=\"number\"><\/span>\n\n                            \n                            <span class=\"ekit-accordion-title\">Backend<\/span>\n\n                            \n                                <div class=\"ekit_accordion_icon_group\">\n                                    <div class=\"ekit_accordion_normal_icon\">\n                                        <!-- Normal Icon -->\n\t\t\t\t\t\t\t\t\t\t<i class=\"icon icon-down-arrow1\"><\/i>                                    <\/div>\n\n                                    <div class=\"ekit_accordion_active_icon\">\n                                        <!-- Active Icon -->\n\t\t\t\t\t\t\t\t\t\t<i class=\"icon icon-up-arrow\"><\/i>                                    <\/div>\n                                <\/div>\n\n                            \n                                                    <\/a>\n                    <\/div>\n\n                    <div id=\"Collapse-8417e716a1acd90988b8\" class=\" collapse\" aria-labelledby=\"primaryHeading-1-16917b9\" data-parent=\"#accordion-6a1acd90988b8\">\n\n                        <div class=\"elementskit-card-body ekit-accordion--content\">\n                            <p>Python (Qiskit + Pennylane) on cloud; start on simulators \u2192 test on IBM\/Braket hardware via cloud.<\/p>                        <\/div>\n\n                    <\/div>\n\n                <\/div><!-- .elementskit-card END -->\n\n                \n                <div class=\"elementskit-card \">\n                    <div class=\"elementskit-card-header\" id=\"primaryHeading-2-16917b9\">\n                        <a href=\"#collapse-3dad4e06a1acd90988b8\" class=\"ekit-accordion--toggler elementskit-btn-link collapsed\" data-ekit-toggle=\"collapse\" data-target=\"#Collapse-3dad4e06a1acd90988b8\" aria-expanded=\"false\" aria-controls=\"Collapse-3dad4e06a1acd90988b8\">\n                            \n                                <span class=\"number\"><\/span>\n\n                            \n                            <span class=\"ekit-accordion-title\">Algorithm<\/span>\n\n                            \n                                <div class=\"ekit_accordion_icon_group\">\n                                    <div class=\"ekit_accordion_normal_icon\">\n                                        <!-- Normal Icon -->\n\t\t\t\t\t\t\t\t\t\t<i class=\"icon icon-down-arrow1\"><\/i>                                    <\/div>\n\n                                    <div class=\"ekit_accordion_active_icon\">\n                                        <!-- Active Icon -->\n\t\t\t\t\t\t\t\t\t\t<i class=\"icon icon-up-arrow\"><\/i>                                    <\/div>\n                                <\/div>\n\n                            \n                                                    <\/a>\n                    <\/div>\n\n                    <div id=\"Collapse-3dad4e06a1acd90988b8\" class=\" collapse\" aria-labelledby=\"primaryHeading-2-16917b9\" data-parent=\"#accordion-6a1acd90988b8\">\n\n                        <div class=\"elementskit-card-body ekit-accordion--content\">\n                            <p>QAOA \/ hybrid local search + classical heuristics for scalability.<\/p>                        <\/div>\n\n                    <\/div>\n\n                <\/div><!-- .elementskit-card END -->\n\n                \n                <div class=\"elementskit-card \">\n                    <div class=\"elementskit-card-header\" id=\"primaryHeading-3-16917b9\">\n                        <a href=\"#collapse-e9167556a1acd90988b8\" class=\"ekit-accordion--toggler elementskit-btn-link collapsed\" data-ekit-toggle=\"collapse\" data-target=\"#Collapse-e9167556a1acd90988b8\" aria-expanded=\"false\" aria-controls=\"Collapse-e9167556a1acd90988b8\">\n                            \n                                <span class=\"number\"><\/span>\n\n                            \n                            <span class=\"ekit-accordion-title\">Data security<\/span>\n\n                            \n                                <div class=\"ekit_accordion_icon_group\">\n                                    <div class=\"ekit_accordion_normal_icon\">\n                                        <!-- Normal Icon -->\n\t\t\t\t\t\t\t\t\t\t<i class=\"icon icon-down-arrow1\"><\/i>                                    <\/div>\n\n                                    <div class=\"ekit_accordion_active_icon\">\n                                        <!-- Active Icon -->\n\t\t\t\t\t\t\t\t\t\t<i class=\"icon icon-up-arrow\"><\/i>                                    <\/div>\n                                <\/div>\n\n                            \n                                                    <\/a>\n                    <\/div>\n\n                    <div id=\"Collapse-e9167556a1acd90988b8\" class=\" collapse\" aria-labelledby=\"primaryHeading-3-16917b9\" data-parent=\"#accordion-6a1acd90988b8\">\n\n                        <div class=\"elementskit-card-body ekit-accordion--content\">\n                            <p>Comply with firm\u2019s data rules; no sensitive personal data used; results anonymized.<\/p>                        <\/div>\n\n                    <\/div>\n\n                <\/div><!-- .elementskit-card END -->\n\n                                        <\/div>\n    <\/div>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-2cfb670 e-flex e-con-boxed e-con e-parent\" data-id=\"2cfb670\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;ekit_has_onepagescroll_dot&quot;:&quot;yes&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-93a4b05 e-con-full e-flex e-con e-child\" data-id=\"93a4b05\" data-element_type=\"container\" data-settings=\"{&quot;ekit_has_onepagescroll_dot&quot;:&quot;yes&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a328da7 elementor-widget__width-inherit elementor-widget elementor-widget-elementskit-heading\" data-id=\"a328da7\" data-element_type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"elementskit-heading.default\">\n\t\t\t\t\t<div class=\"ekit-wid-con\" ><div class=\"ekit-heading elementskit-section-title-wraper text_left   ekit_heading_tablet-   ekit_heading_mobile-\"><h2 class=\"ekit-heading--title elementskit-section-title \">KPIs - Success metrics<\/h2><div class=\"ekit_heading_separetor_wraper ekit_heading_elementskit-border-divider ekit-dotted\"><div class=\"elementskit-border-divider ekit-dotted\"><\/div><\/div><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-167f2a0 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"167f2a0\" data-element_type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"icon-list.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"icon icon-cloud-computing1\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">% reduction in total route distance or makespan (primary)<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"icon icon-atomic\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">% decrease in fuel\/time per route<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"icon icon-layers\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Compute cost &amp; wall-clock time for optimizer (practicality measure)<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"icon icon-database1\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">ROI projection for 12 months if rolled out to X routes<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-e494834 e-con-full e-flex e-con e-child\" data-id=\"e494834\" data-element_type=\"container\" data-settings=\"{&quot;ekit_has_onepagescroll_dot&quot;:&quot;yes&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8e12e76 elementor-widget elementor-widget-image\" data-id=\"8e12e76\" data-element_type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"500\" height=\"500\" src=\"https:\/\/qcedgeai.com\/wp-content\/uploads\/2026\/01\/Atom-removebg-preview.png\" class=\"attachment-full size-full wp-image-559\" alt=\"\" srcset=\"https:\/\/qcedgeai.com\/wp-content\/uploads\/2026\/01\/Atom-removebg-preview.png 500w, https:\/\/qcedgeai.com\/wp-content\/uploads\/2026\/01\/Atom-removebg-preview-300x300.png 300w, https:\/\/qcedgeai.com\/wp-content\/uploads\/2026\/01\/Atom-removebg-preview-150x150.png 150w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/>\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\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>QaaS: Quantum-Assisted Route Optimization Pilot for a Logistics Firm QaaS Pilot \u2014 Quantum-Assisted Vehicle Routing Optimization (3-month pilot) Objective Demonstrate measurable delivery-cost and time improvements by integrating a quantum-assisted optimizer (hybrid classical-quantum pipeline) into one logistics route cluster (50\u2013200 stops). Goal: reduce total route distance or makespan by 5\u201312% vs current heuristic baseline during the [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"footnotes":""},"class_list":["post-513","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Solution Teaser - Quantum computing AI - QC Edge AI<\/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:\/\/qcedgeai.com\/?page_id=513\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Solution Teaser - Quantum computing AI - QC Edge AI\" \/>\n<meta property=\"og:description\" content=\"QaaS: Quantum-Assisted Route Optimization Pilot for a Logistics Firm QaaS Pilot \u2014 Quantum-Assisted Vehicle Routing Optimization (3-month pilot) Objective Demonstrate measurable delivery-cost and time improvements by integrating a quantum-assisted optimizer (hybrid classical-quantum pipeline) into one logistics route cluster (50\u2013200 stops). Goal: reduce total route distance or makespan by 5\u201312% vs current heuristic baseline during the [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/qcedgeai.com\/?page_id=513\" \/>\n<meta property=\"og:site_name\" content=\"Quantum computing AI - QC Edge AI\" \/>\n<meta property=\"article:modified_time\" content=\"2026-01-26T08:06:29+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/qcedgeai.com\/wp-content\/uploads\/2026\/01\/cybernetic-interaction-with-digital-network-1-scaled.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2560\" \/>\n\t<meta property=\"og:image:height\" content=\"1752\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/qcedgeai.com\\\/?page_id=513\",\"url\":\"https:\\\/\\\/qcedgeai.com\\\/?page_id=513\",\"name\":\"Solution Teaser - Quantum computing AI - QC Edge AI\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/qcedgeai.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/qcedgeai.com\\\/?page_id=513#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/qcedgeai.com\\\/?page_id=513#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/qcedgeai.com\\\/wp-content\\\/uploads\\\/2026\\\/01\\\/cybernetic-interaction-with-digital-network-1-scaled.jpg\",\"datePublished\":\"2026-01-24T06:09:17+00:00\",\"dateModified\":\"2026-01-26T08:06:29+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/qcedgeai.com\\\/?page_id=513#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/qcedgeai.com\\\/?page_id=513\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/qcedgeai.com\\\/?page_id=513#primaryimage\",\"url\":\"https:\\\/\\\/qcedgeai.com\\\/wp-content\\\/uploads\\\/2026\\\/01\\\/cybernetic-interaction-with-digital-network-1-scaled.jpg\",\"contentUrl\":\"https:\\\/\\\/qcedgeai.com\\\/wp-content\\\/uploads\\\/2026\\\/01\\\/cybernetic-interaction-with-digital-network-1-scaled.jpg\",\"width\":2560,\"height\":1752},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/qcedgeai.com\\\/?page_id=513#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/qcedgeai.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Solution Teaser\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/qcedgeai.com\\\/#website\",\"url\":\"https:\\\/\\\/qcedgeai.com\\\/\",\"name\":\"Quantum computing AI - QC Edge AI\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\\\/\\\/qcedgeai.com\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/qcedgeai.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/qcedgeai.com\\\/#organization\",\"name\":\"QC Edge AI\",\"url\":\"https:\\\/\\\/qcedgeai.com\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/qcedgeai.com\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/qcedgeai.com\\\/wp-content\\\/uploads\\\/2026\\\/05\\\/QCEdgeAI-logo.jpg\",\"contentUrl\":\"https:\\\/\\\/qcedgeai.com\\\/wp-content\\\/uploads\\\/2026\\\/05\\\/QCEdgeAI-logo.jpg\",\"width\":400,\"height\":267,\"caption\":\"QC Edge AI\"},\"image\":{\"@id\":\"https:\\\/\\\/qcedgeai.com\\\/#\\\/schema\\\/logo\\\/image\\\/\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Solution Teaser - Quantum computing AI - QC Edge AI","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/qcedgeai.com\/?page_id=513","og_locale":"en_US","og_type":"article","og_title":"Solution Teaser - Quantum computing AI - QC Edge AI","og_description":"QaaS: Quantum-Assisted Route Optimization Pilot for a Logistics Firm QaaS Pilot \u2014 Quantum-Assisted Vehicle Routing Optimization (3-month pilot) Objective Demonstrate measurable delivery-cost and time improvements by integrating a quantum-assisted optimizer (hybrid classical-quantum pipeline) into one logistics route cluster (50\u2013200 stops). 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