{"id":69698,"date":"2026-05-12T12:24:09","date_gmt":"2026-05-12T09:24:09","guid":{"rendered":"https:\/\/twodots.gr\/?p=69698"},"modified":"2026-05-12T12:42:42","modified_gmt":"2026-05-12T09:42:42","slug":"i-am-the-one-who-saw-the-apocalypse-and-the-meleti-tou-umtri-and-the-gm-gia-ta-systimata-ypovoithisis-odigou","status":"publish","type":"post","link":"https:\/\/twodots.gr\/en\/imi-aftonoma-ochimata-ti-apokalyptei-i-meleti-tou-umtri-kai-tis-gm-gia-ta-systimata-ypovoithisis-odigou\/","title":{"rendered":"Semi-autonomous vehicles: What the UMTRI and GM study reveals about driver assistance systems"},"content":{"rendered":"\n<div class=\"wp-block-group has-text-color has-background wp-elements-bc3de50ce3126bb8cfc0c8776c6b717f is-layout-constrained wp-container-core-group-is-layout-f76e449b wp-block-group-is-layout-constrained\" style=\"background-color:#E5E5E5;color:#030633;padding-top:16px;padding-right:16px;padding-bottom:16px;padding-left:16px;border-radius:10px\">\n\n<h2 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owners: \u03c4\u03bf Automation \u03c0\u03c1\u03ad\u03c0\u03b5\u03b9 \u03bd\u03b1 \u03b1\u03be\u03b9\u03bf\u03bb\u03bf\u03b3\u03b5\u03af\u03c4\u03b1\u03b9 \u03bc\u03b5 \u03b2\u03ac\u03c3\u03b7 \u03b1\u03c0\u03bf\u03c4\u03b5\u03bb\u03ad\u03c3\u03bc\u03b1\u03c4\u03b1, \u03cc\u03c7\u03b9 \u03bc\u03b5 \u03b2\u03ac\u03c3\u03b7 \u03c4\u03bf \u03c0\u03cc\u03c3\u03bf \u03b5\u03bd\u03c4\u03c5\u03c0\u03c9\u03c3\u03b9\u03b1\u03ba\u03cc \u03b1\u03ba\u03bf\u03cd\u03b3\u03b5\u03c4\u03b1\u03b9 \u03ad\u03bd\u03b1 \u03b5\u03c1\u03b3\u03b1\u03bb\u03b5\u03af\u03bf. \u0391\u03bd \u03bc\u03b9\u03b1 \u03b1\u03c5\u03c4\u03bf\u03bc\u03b1\u03c4\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7 \u03b4\u03b5\u03bd \u03bc\u03b5\u03b9\u03ce\u03bd\u03b5\u03b9 \u03c7\u03c1\u03cc\u03bd\u03bf, \u03ba\u03cc\u03c3\u03c4\u03bf\u03c2, \u03c1\u03af\u03c3\u03ba\u03bf \u03ae \u03b1\u03c0\u03ce\u03bb\u03b5\u03b9\u03b1 revenue, \u03c4\u03cc\u03c4\u03b5 \u03b5\u03af\u03bd\u03b1\u03b9 \u03b1\u03c0\u03bb\u03ce\u03c2 \u03c4\u03b5\u03c7\u03bd\u03b9\u03ba\u03ae \u03c0\u03bf\u03bb\u03c5\u03c0\u03bb\u03bf\u03ba\u03cc\u03c4\u03b7\u03c4\u03b1. \u0391\u03bd\u03c4\u03af\u03b8\u03b5\u03c4\u03b1, \u03cc\u03c4\u03b1\u03bd \u03c3\u03c5\u03bd\u03b4\u03ad\u03b5\u03c4\u03b1\u03b9 \u03bc\u03b5 \u03be\u03b5\u03ba\u03ac\u03b8\u03b1\u03c1\u03b1 KPIs, \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03bd\u03b1 \u03bb\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03ae\u03c3\u03b5\u03b9 \u03c3\u03b1\u03bd \u03c8\u03b7\u03c6\u03b9\u03b1\u03ba\u03cc \u03c3\u03cd\u03c3\u03c4\u03b7\u03bc\u03b1 \u03c0\u03c1\u03cc\u03bb\u03b7\u03c8\u03b7\u03c2 \u03b5\u03c0\u03b9\u03c7\u03b5\u03b9\u03c1\u03b7\u03bc\u03b1\u03c4\u03b9\u03ba\u03ce\u03bd \u03b1\u03c4\u03c5\u03c7\u03b7\u03bc\u03ac\u03c4\u03c9\u03bd.<\/p><p>\u03a3\u03cd\u03bc\u03c6\u03c9\u03bd\u03b1 \u03bc\u03b5 \u03c4\u03b1 \u03b5\u03c5\u03c1\u03ae\u03bc\u03b1\u03c4\u03b1 \u03c0\u03bf\u03c5 \u03b1\u03bd\u03b1\u03c6\u03ad\u03c1\u03bf\u03bd\u03c4\u03b1\u03b9 \u03c3\u03c4\u03b7 \u03bc\u03b5\u03bb\u03ad\u03c4\u03b7 UMTRI-GM \u03ba\u03b1\u03b9 \u03c0\u03b1\u03c1\u03bf\u03c5\u03c3\u03b9\u03ac\u03b6\u03bf\u03bd\u03c4\u03b1\u03b9 \u03b1\u03c0\u03cc \u03c4\u03bf DesignNews, \u03b4\u03b9\u03b1\u03c6\u03bf\u03c1\u03b5\u03c4\u03b9\u03ba\u03ad\u03c2 \u03c4\u03b5\u03c7\u03bd\u03bf\u03bb\u03bf\u03b3\u03af\u03b5\u03c2 ADAS \u03c3\u03c5\u03bd\u03b4\u03ad\u03bf\u03bd\u03c4\u03b1\u03b9 \u03bc\u03b5 \u03b4\u03b9\u03b1\u03c6\u03bf\u03c1\u03b5\u03c4\u03b9\u03ba\u03ac \u03b5\u03c0\u03af\u03c0\u03b5\u03b4\u03b1 \u03bc\u03b5\u03af\u03c9\u03c3\u03b7\u03c2 \u03c3\u03b5 \u03c3\u03c5\u03b3\u03ba\u03b5\u03ba\u03c1\u03b9\u03bc\u03ad\u03bd\u03b5\u03c2 \u03ba\u03b1\u03c4\u03b7\u03b3\u03bf\u03c1\u03af\u03b5\u03c2 \u03b1\u03c4\u03c5\u03c7\u03b7\u03bc\u03ac\u03c4\u03c9\u03bd. \u03a4\u03bf \u03c0\u03b1\u03c1\u03b1\u03ba\u03ac\u03c4\u03c9 \u03b3\u03c1\u03ac\u03c6\u03b7\u03bc\u03b1 \u03b4\u03b5\u03af\u03c7\u03bd\u03b5\u03b9 \u03b5\u03bd\u03b4\u03b5\u03b9\u03ba\u03c4\u03b9\u03ba\u03ac \u03c0\u03cc\u03c3\u03bf \u03c3\u03b7\u03bc\u03b1\u03bd\u03c4\u03b9\u03ba\u03ae \u03b5\u03af\u03bd\u03b1\u03b9 \u03b7 \u03b1\u03bd\u03c4\u03b9\u03c3\u03c4\u03bf\u03af\u03c7\u03b9\u03c3\u03b7 \u201c\u03c3\u03c9\u03c3\u03c4\u03cc \u03c3\u03cd\u03c3\u03c4\u03b7\u03bc\u03b1 \u03b3\u03b9\u03b1 \u03c3\u03c9\u03c3\u03c4\u03cc \u03ba\u03af\u03bd\u03b4\u03c5\u03bd\u03bf\u201d.<\/p>\n<style>\n.td-chart-meosi-atychimton-ap-epilegmna-systmata-adas {\n  max-width: 100%;\n  background: #FFFFFF;\n  border-radius: 12px;\n  box-shadow: 0 4px 20px rgba(3,6,51,0.08);\n  padding: 28px;\n  margin: 32px 0;\n  border: 1px solid #E5E5E5;\n  color: #030633;\n}\n.td-chart-meosi-atychimton-ap-epilegmna-systmata-adas * { box-sizing: border-box; transition: 0.2s ease; }\n.td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-header h3 {\n  font-size: 22px;\n  font-weight: 700;\n  color: #030633;\n  letter-spacing: -0.01em;\n  margin: 0 0 6px 0;\n}\n.td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-header p {\n  font-size: 14px;\n  font-weight: 400;\n  color: #555555;\n  margin: 0 0 24px 0;\n}\n@media (max-width: 768px) {\n  .td-chart-meosi-atychimton-ap-epilegmna-systmata-adas { padding: 22px; }\n}\n@media (max-width: 480px) {\n  .td-chart-meosi-atychimton-ap-epilegmna-systmata-adas { padding: 18px; }\n  .td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-header h3 { font-size: 19px; }\n  .td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-header p { font-size: 13px; }\n}\n.td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-row {\n  display: flex;\n  align-items: center;\n  gap: 16px;\n  padding: 12px;\n  border-radius: 8px;\n}\n.td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-row:hover { background: #FFF8EE; }\n.td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-row-label {\n  width: 30%;\n  font-size: 14px;\n  font-weight: 600;\n  color: #030633;\n}\n.td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-track {\n  width: 55%;\n  height: 12px;\n  background: #E5E5E5;\n  border-radius: 6px;\n  overflow: hidden;\n}\n.td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-fill {\n  height: 12px;\n  background: #FCA311;\n  border-radius: 6px;\n  transition: width 0.6s ease;\n}\n.td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-row-value {\n  width: 15%;\n  font-size: 14px;\n  font-weight: 700;\n  color: #030633;\n  text-align: right;\n}\n.td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-fill-0 { width: 100.0%; }\n.td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-fill-1 { width: 56.79%; }\n.td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-fill-2 { width: 32.1%; }\n.td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-fill-3 { width: 25.93%; }\n.td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-fill-4 { width: 18.52%; }\n@media (max-width: 768px) {\n  .td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-row { gap: 10px; }\n  .td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-row-label { width: 38%; }\n  .td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-track { width: 45%; }\n  .td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-row-value { width: 17%; }\n}\n@media (max-width: 480px) {\n  .td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-row { flex-wrap: wrap; }\n  .td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-row-label, .td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-row-value { width: auto; }\n  .td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-track { width: 100%; order: 3; }\n}\n<\/style>\n<div class=\"td-chart-meosi-atychimton-ap-epilegmna-systmata-adas\" role=\"img\" aria-label=\"\u0393\u03c1\u03ac\u03c6\u03b7\u03bc\u03b1: \u039c\u03b5\u03af\u03c9\u03c3\u03b7 \u03b1\u03c4\u03c5\u03c7\u03b7\u03bc\u03ac\u03c4\u03c9\u03bd \u03b1\u03c0\u03cc \u03b5\u03c0\u03b9\u03bb\u03b5\u03b3\u03bc\u03ad\u03bd\u03b1 \u03c3\u03c5\u03c3\u03c4\u03ae\u03bc\u03b1\u03c4\u03b1 ADAS\">\n  <div class=\"td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-header\">\n    <h3>\u039c\u03b5\u03af\u03c9\u03c3\u03b7 \u03b1\u03c4\u03c5\u03c7\u03b7\u03bc\u03ac\u03c4\u03c9\u03bd \u03b1\u03c0\u03cc \u03b5\u03c0\u03b9\u03bb\u03b5\u03b3\u03bc\u03ad\u03bd\u03b1 \u03c3\u03c5\u03c3\u03c4\u03ae\u03bc\u03b1\u03c4\u03b1 ADAS<\/h3>\n    <p>\u03a0\u03b7\u03b3\u03ae: DesignNews, UMTRI-GM ADAS Study<\/p>\n  <\/div>\n  <div class=\"td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-body\">\n    <div class=\"td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-row\">\n      <div class=\"td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-row-label\">Reverse Automatic Braking<\/div>\n      <div class=\"td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-track\">\n        <div class=\"td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-fill td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-fill-0\" role=\"meter\" aria-valuenow=\"81\" aria-valuemin=\"0\" aria-valuemax=\"81\"><\/div>\n      <\/div>\n      <div class=\"td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-row-value\">81%<\/div>\n    <\/div>\n    <div class=\"td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-row\">\n      <div class=\"td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-row-label\">Automatic Emergency Braking<\/div>\n      <div class=\"td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-track\">\n        <div class=\"td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-fill td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-fill-1\" role=\"meter\" aria-valuenow=\"46\" aria-valuemin=\"0\" aria-valuemax=\"81\"><\/div>\n      <\/div>\n      <div class=\"td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-row-value\">46%<\/div>\n    <\/div>\n    <div class=\"td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-row\">\n      <div class=\"td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-row-label\">Lane Change Alert \/ Side Blind Zone Alert<\/div>\n      <div class=\"td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-track\">\n        <div class=\"td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-fill td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-fill-2\" role=\"meter\" aria-valuenow=\"26\" aria-valuemin=\"0\" aria-valuemax=\"81\"><\/div>\n      <\/div>\n      <div class=\"td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-row-value\">26%<\/div>\n    <\/div>\n    <div class=\"td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-row\">\n      <div class=\"td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-row-label\">Forward Collision Alert<\/div>\n      <div class=\"td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-track\">\n        <div class=\"td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-fill td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-fill-3\" role=\"meter\" aria-valuenow=\"21\" aria-valuemin=\"0\" aria-valuemax=\"81\"><\/div>\n      <\/div>\n      <div class=\"td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-row-value\">21%<\/div>\n    <\/div>\n    <div class=\"td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-row\">\n      <div class=\"td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-row-label\">Lane Keep Assist \/ Lane Departure Warning<\/div>\n      <div class=\"td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-track\">\n        <div class=\"td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-fill td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-fill-4\" role=\"meter\" aria-valuenow=\"15\" aria-valuemin=\"0\" aria-valuemax=\"81\"><\/div>\n      <\/div>\n      <div class=\"td-chart-meosi-atychimton-ap-epilegmna-systmata-adas-row-value\">15%<\/div>\n    <\/div>\n  <\/div>\n<\/div>\n<h2>\u0391\u03c0\u03cc \u03c4\u03bf ADAS \u03c3\u03c4\u03bf e-commerce: \u03b7 \u03af\u03b4\u03b9\u03b1 \u03bb\u03bf\u03b3\u03b9\u03ba\u03ae \u03c0\u03c1\u03cc\u03bb\u03b7\u03c8\u03b7\u03c2<\/h2><p>\u0397 \u03c0\u03b9\u03bf \u03c7\u03c1\u03ae\u03c3\u03b9\u03bc\u03b7 \u03bc\u03b5\u03c4\u03b1\u03c6\u03bf\u03c1\u03ac \u03b1\u03c0\u03cc \u03c4\u03b7\u03bd \u03b1\u03c5\u03c4\u03bf\u03ba\u03af\u03bd\u03b7\u03c3\u03b7 \u03c3\u03c4\u03bf e-commerce \u03b4\u03b5\u03bd \u03b5\u03af\u03bd\u03b1\u03b9 \u03c4\u03b5\u03c7\u03bd\u03b9\u03ba\u03ae, \u03b1\u03bb\u03bb\u03ac \u03c3\u03c4\u03c1\u03b1\u03c4\u03b7\u03b3\u03b9\u03ba\u03ae. \u03a4\u03b1 advanced driver assistance systems \u03b4\u03b5\u03bd \u03b1\u03bd\u03c4\u03b9\u03ba\u03b1\u03b8\u03b9\u03c3\u03c4\u03bf\u03cd\u03bd \u03c0\u03bb\u03ae\u03c1\u03c9\u03c2 \u03c4\u03bf\u03bd \u03bf\u03b4\u03b7\u03b3\u03cc\u00b7 \u03c4\u03bf\u03bd \u03c5\u03c0\u03bf\u03c3\u03c4\u03b7\u03c1\u03af\u03b6\u03bf\u03c5\u03bd \u03c3\u03b5 \u03c3\u03c4\u03b9\u03b3\u03bc\u03ad\u03c2 \u03cc\u03c0\u03bf\u03c5 \u03b7 \u03ba\u03b1\u03b8\u03c5\u03c3\u03c4\u03ad\u03c1\u03b7\u03c3\u03b7, \u03b7 \u03ba\u03cc\u03c0\u03c9\u03c3\u03b7, \u03c4\u03bf \u03c4\u03c5\u03c6\u03bb\u03cc \u03c3\u03b7\u03bc\u03b5\u03af\u03bf \u03ae \u03b7 \u03bb\u03ac\u03b8\u03bf\u03c2 \u03b5\u03ba\u03c4\u03af\u03bc\u03b7\u03c3\u03b7 \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03bd\u03b1 \u03ba\u03bf\u03c3\u03c4\u03af\u03c3\u03bf\u03c5\u03bd \u03b1\u03ba\u03c1\u03b9\u03b2\u03ac. \u039c\u03b5 \u03c4\u03bf\u03bd \u03af\u03b4\u03b9\u03bf \u03c4\u03c1\u03cc\u03c0\u03bf, \u03c4\u03bf e-commerce automation \u03b4\u03b5\u03bd \u03c0\u03c1\u03ad\u03c0\u03b5\u03b9 \u03bd\u03b1 \u03b1\u03bd\u03c4\u03b9\u03bc\u03b5\u03c4\u03c9\u03c0\u03af\u03b6\u03b5\u03c4\u03b1\u03b9 \u03c9\u03c2 \u03b1\u03bd\u03c4\u03b9\u03ba\u03b1\u03c4\u03ac\u03c3\u03c4\u03b1\u03c3\u03b7 \u03c4\u03b7\u03c2 \u03b5\u03c0\u03b9\u03c7\u03b5\u03b9\u03c1\u03b7\u03bc\u03b1\u03c4\u03b9\u03ba\u03ae\u03c2 \u03ba\u03c1\u03af\u03c3\u03b7\u03c2. \u03a0\u03c1\u03ad\u03c0\u03b5\u03b9 \u03bd\u03b1 \u03bb\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03b5\u03af \u03c9\u03c2 \u03bc\u03b7\u03c7\u03b1\u03bd\u03b9\u03c3\u03bc\u03cc\u03c2 \u03c0\u03bf\u03c5 \u03b5\u03bd\u03c4\u03bf\u03c0\u03af\u03b6\u03b5\u03b9 \u03c4\u03b1 \u201c\u03c4\u03c5\u03c6\u03bb\u03ac \u03c3\u03b7\u03bc\u03b5\u03af\u03b1\u201d \u03c4\u03bf\u03c5 \u03b7\u03bb\u03b5\u03ba\u03c4\u03c1\u03bf\u03bd\u03b9\u03ba\u03bf\u03cd \u03ba\u03b1\u03c4\u03b1\u03c3\u03c4\u03ae\u03bc\u03b1\u03c4\u03bf\u03c2: \u03c0\u03b5\u03bb\u03ac\u03c4\u03b5\u03c2 \u03c0\u03bf\u03c5 \u03b5\u03af\u03bd\u03b1\u03b9 \u03ad\u03c4\u03bf\u03b9\u03bc\u03bf\u03b9 \u03bd\u03b1 \u03c6\u03cd\u03b3\u03bf\u03c5\u03bd, \u03b1\u03c0\u03bf\u03b8\u03ad\u03bc\u03b1\u03c4\u03b1 \u03c0\u03bf\u03c5 \u03c4\u03b5\u03bb\u03b5\u03b9\u03ce\u03bd\u03bf\u03c5\u03bd, \u03ba\u03b1\u03bc\u03c0\u03ac\u03bd\u03b9\u03b5\u03c2 \u03c0\u03bf\u03c5 \u03c0\u03b1\u03c1\u03bf\u03c5\u03c3\u03b9\u03ac\u03b6\u03bf\u03c5\u03bd \u03c0\u03c4\u03ce\u03c3\u03b7 ROAS, \u03c0\u03b5\u03bb\u03ac\u03c4\u03b5\u03c2 \u03c5\u03c8\u03b7\u03bb\u03ae\u03c2 \u03b1\u03be\u03af\u03b1\u03c2 \u03c0\u03bf\u03c5 \u03b4\u03b5\u03bd 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\u03bc\u03b7\u03c7\u03b1\u03bd\u03b9\u03c3\u03bc\u03cc\u03c2 \u03b5\u03bb\u03ad\u03b3\u03c7\u03bf\u03c5 \u03b1\u03c0\u03c9\u03bb\u03b5\u03b9\u03ce\u03bd.<\/p><h2>\u03a4\u03b1 \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03b1 \u03c0\u03af\u03c3\u03c9 \u03b1\u03c0\u03cc \u03c4\u03b7\u03bd \u03b1\u03c0\u03cc\u03c6\u03b1\u03c3\u03b7: \u03b3\u03b9\u03b1\u03c4\u03af \u03b4\u03b5\u03bd \u03b1\u03c1\u03ba\u03b5\u03af \u03b7 \u03b4\u03b9\u03b1\u03af\u03c3\u03b8\u03b7\u03c3\u03b7<\/h2><p>\u0388\u03bd\u03b1 \u03b1\u03c0\u03cc \u03c4\u03b1 \u03c0\u03b9\u03bf \u03c0\u03c1\u03b1\u03ba\u03c4\u03b9\u03ba\u03ac \u03bc\u03b7\u03bd\u03cd\u03bc\u03b1\u03c4\u03b1 \u03c4\u03b7\u03c2 GM UMTRI study \u03b5\u03af\u03bd\u03b1\u03b9 \u03cc\u03c4\u03b9 \u03bf\u03b9 \u03c4\u03b5\u03c7\u03bd\u03bf\u03bb\u03bf\u03b3\u03af\u03b5\u03c2 \u03ba\u03c1\u03af\u03bd\u03bf\u03bd\u03c4\u03b1\u03b9 \u03b1\u03bd\u03ac \u03c0\u03b5\u03c1\u03af\u03c0\u03c4\u03c9\u03c3\u03b7 \u03c7\u03c1\u03ae\u03c3\u03b7\u03c2. \u0394\u03b5\u03bd \u03ad\u03c7\u03b5\u03b9 \u03bd\u03cc\u03b7\u03bc\u03b1 \u03bd\u03b1 \u03bc\u03b9\u03bb\u03ac\u03bc\u03b5 \u03b3\u03b5\u03bd\u03b9\u03ba\u03ac \u03b3\u03b9\u03b1 \u201c\u03b1\u03c3\u03c6\u03ac\u03bb\u03b5\u03b9\u03b1\u201d \u03b1\u03bd \u03b4\u03b5\u03bd \u03b3\u03bd\u03c9\u03c1\u03af\u03b6\u03bf\u03c5\u03bc\u03b5 \u03c0\u03bf\u03b9\u03bf \u03b5\u03af\u03b4\u03bf\u03c2 \u03b1\u03c4\u03c5\u03c7\u03ae\u03bc\u03b1\u03c4\u03bf\u03c2 \u03bc\u03b5\u03b9\u03ce\u03bd\u03b5\u03c4\u03b1\u03b9, \u03c3\u03b5 \u03c0\u03bf\u03b9\u03bf \u03c0\u03b5\u03c1\u03b9\u03b2\u03ac\u03bb\u03bb\u03bf\u03bd \u03ba\u03b1\u03b9 \u03bc\u03b5 \u03c0\u03bf\u03b9\u03b1 \u03c4\u03b5\u03c7\u03bd\u03bf\u03bb\u03bf\u03b3\u03af\u03b1. \u03a4\u03bf \u03af\u03b4\u03b9\u03bf \u03b9\u03c3\u03c7\u03cd\u03b5\u03b9 \u03b3\u03b9\u03b1 \u03c4\u03bf e-commerce automation. \u0394\u03b5\u03bd \u03b1\u03c1\u03ba\u03b5\u03af \u03bd\u03b1 \u03c0\u03b5\u03b9 \u03ad\u03bd\u03b1\u03c2 \u03b9\u03b4\u03b9\u03bf\u03ba\u03c4\u03ae\u03c4\u03b7\u03c2 e-shop \u201c\u03b8\u03ad\u03bb\u03c9 AI automation\u201d \u03ae \u201c\u03b8\u03ad\u03bb\u03c9 marketing automation\u201d. \u03a0\u03c1\u03ad\u03c0\u03b5\u03b9 \u03c0\u03c1\u03ce\u03c4\u03b1 \u03bd\u03b1 \u03bf\u03c1\u03af\u03c3\u03b5\u03b9 \u03c0\u03bf\u03b9\u03b1 \u03b1\u03c0\u03ce\u03bb\u03b5\u03b9\u03b1 \u03b8\u03ad\u03bb\u03b5\u03b9 \u03bd\u03b1 \u03bc\u03b5\u03b9\u03ce\u03c3\u03b5\u03b9: \u03b5\u03b3\u03ba\u03b1\u03c4\u03ac\u03bb\u03b5\u03b9\u03c8\u03b7 \u03ba\u03b1\u03bb\u03b1\u03b8\u03b9\u03bf\u03cd, \u03c7\u03b1\u03bc\u03b7\u03bb\u03ae \u03b5\u03c0\u03b1\u03bd\u03b1\u03b3\u03bf\u03c1\u03ac, \u03bc\u03b5\u03b3\u03ac\u03bb\u03bf \u03ba\u03cc\u03c3\u03c4\u03bf\u03c2 \u03b5\u03be\u03c5\u03c0\u03b7\u03c1\u03ad\u03c4\u03b7\u03c3\u03b7\u03c2, \u03ba\u03b1\u03b8\u03c5\u03c3\u03c4\u03b5\u03c1\u03b7\u03bc\u03ad\u03bd\u03b5\u03c2 \u03b1\u03c0\u03bf\u03c3\u03c4\u03bf\u03bb\u03ad\u03c2, \u03bb\u03ac\u03b8\u03bf\u03c2 stock, \u03ba\u03b1\u03ba\u03ae \u03c3\u03c4\u03cc\u03c7\u03b5\u03c5\u03c3\u03b7 \u03b4\u03b9\u03b1\u03c6\u03b7\u03bc\u03af\u03c3\u03b5\u03c9\u03bd \u03ae \u03b1\u03c0\u03ac\u03c4\u03b7 \u03c3\u03c4\u03b9\u03c2 \u03c0\u03bb\u03b7\u03c1\u03c9\u03bc\u03ad\u03c2.<\/p><p>\u03a4\u03b1 \u03b1\u03bd\u03b5\u03be\u03ac\u03c1\u03c4\u03b7\u03c4\u03b1 \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03b1 \u03c4\u03b7\u03c2 IIHS \u03ba\u03b1\u03b9 \u03c4\u03bf\u03c5 HLDI \u03b5\u03c0\u03b9\u03b2\u03b5\u03b2\u03b1\u03b9\u03ce\u03bd\u03bf\u03c5\u03bd \u03c4\u03b7\u03bd \u03af\u03b4\u03b9\u03b1 \u03b1\u03c1\u03c7\u03ae: \u03c4\u03b1 \u03c3\u03c5\u03c3\u03c4\u03ae\u03bc\u03b1\u03c4\u03b1 \u03c0\u03bf\u03c5 \u03c0\u03b1\u03c1\u03b5\u03bc\u03b2\u03b1\u03af\u03bd\u03bf\u03c5\u03bd \u03b5\u03bd\u03b5\u03c1\u03b3\u03ac \u03bc\u03c0\u03bf\u03c1\u03bf\u03cd\u03bd \u03bd\u03b1 \u03ad\u03c7\u03bf\u03c5\u03bd \u03bc\u03b5\u03b3\u03b1\u03bb\u03cd\u03c4\u03b5\u03c1\u03b7 \u03b5\u03c0\u03af\u03b4\u03c1\u03b1\u03c3\u03b7 \u03b1\u03c0\u03cc \u03c4\u03b1 \u03c3\u03c5\u03c3\u03c4\u03ae\u03bc\u03b1\u03c4\u03b1 \u03c0\u03bf\u03c5 \u03b1\u03c0\u03bb\u03ce\u03c2 \u03c0\u03c1\u03bf\u03b5\u03b9\u03b4\u03bf\u03c0\u03bf\u03b9\u03bf\u03cd\u03bd. \u03a3\u03c4\u03bf\u03bd \u03c7\u03ce\u03c1\u03bf \u03c4\u03b7\u03c2 \u03bf\u03b4\u03b9\u03ba\u03ae\u03c2 \u03b1\u03c3\u03c6\u03ac\u03bb\u03b5\u03b9\u03b1\u03c2, \u03c4\u03bf front crash prevention \u03bc\u03b5 automatic emergency braking \u03ad\u03c7\u03b5\u03b9 \u03c3\u03c5\u03c3\u03c7\u03b5\u03c4\u03b9\u03c3\u03c4\u03b5\u03af \u03bc\u03b5 \u03c3\u03b7\u03bc\u03b1\u03bd\u03c4\u03b9\u03ba\u03ae \u03bc\u03b5\u03af\u03c9\u03c3\u03b7 front-to-rear crashes \u03ba\u03b1\u03b9 injury crashes. \u0393\u03b9\u03b1 \u03ad\u03bd\u03b1\u03bd e-commerce owner, \u03b1\u03c5\u03c4\u03ae \u03b7 \u03b4\u03b9\u03b1\u03c6\u03bf\u03c1\u03ac \u03b1\u03bd\u03ac\u03bc\u03b5\u03c3\u03b1 \u03c3\u03b5 \u201c\u03c0\u03c1\u03bf\u03b5\u03b9\u03b4\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7\u201d \u03ba\u03b1\u03b9 \u201c\u03c0\u03b1\u03c1\u03ad\u03bc\u03b2\u03b1\u03c3\u03b7\u201d \u03b5\u03af\u03bd\u03b1\u03b9 \u03ba\u03c1\u03af\u03c3\u03b9\u03bc\u03b7. \u0388\u03bd\u03b1 dashboard \u03c0\u03bf\u03c5 \u03b1\u03c0\u03bb\u03ce\u03c2 \u03b4\u03b5\u03af\u03c7\u03bd\u03b5\u03b9 \u03cc\u03c4\u03b9 \u03c4\u03bf cart abandonment \u03b5\u03af\u03bd\u03b1\u03b9 \u03c5\u03c8\u03b7\u03bb\u03cc \u03b5\u03af\u03bd\u03b1\u03b9 \u03c7\u03c1\u03ae\u03c3\u03b9\u03bc\u03bf, \u03b1\u03bb\u03bb\u03ac \u03b4\u03b5\u03bd \u03bb\u03cd\u03bd\u03b5\u03b9 \u03c4\u03bf \u03c0\u03c1\u03cc\u03b2\u03bb\u03b7\u03bc\u03b1. \u0388\u03bd\u03b1 abandoned cart automation flow \u03c0\u03bf\u03c5 \u03b5\u03bd\u03b5\u03c1\u03b3\u03bf\u03c0\u03bf\u03b9\u03b5\u03af email, SMS \u03ae remarketing audiences \u03b1\u03bd\u03ac\u03bb\u03bf\u03b3\u03b1 \u03bc\u03b5 \u03c4\u03b7\u03bd \u03b1\u03be\u03af\u03b1 \u03ba\u03b1\u03bb\u03b1\u03b8\u03b9\u03bf\u03cd, \u03c4\u03b7 \u03b4\u03b9\u03b1\u03b8\u03b5\u03c3\u03b9\u03bc\u03cc\u03c4\u03b7\u03c4\u03b1 \u03c0\u03c1\u03bf\u03ca\u03cc\u03bd\u03c4\u03bf\u03c2 \u03ba\u03b1\u03b9 \u03c4\u03bf \u03b9\u03c3\u03c4\u03bf\u03c1\u03b9\u03ba\u03cc \u03c0\u03b5\u03bb\u03ac\u03c4\u03b7 \u03b5\u03af\u03bd\u03b1\u03b9 \u03c0\u03b1\u03c1\u03ad\u03bc\u03b2\u03b1\u03c3\u03b7.<\/p><p>\u038c\u03c0\u03c9\u03c2 \u03c6\u03b1\u03af\u03bd\u03b5\u03c4\u03b1\u03b9 \u03c3\u03c4\u03bf \u03c0\u03b1\u03c1\u03b1\u03ba\u03ac\u03c4\u03c9 \u03b3\u03c1\u03ac\u03c6\u03b7\u03bc\u03b1, \u03c4\u03b1 \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03b1 \u03c4\u03bf\u03c5 IIHS-HLDI \u03b4\u03b5\u03af\u03c7\u03bd\u03bf\u03c5\u03bd \u03c5\u03c8\u03b7\u03bb\u03cc\u03c4\u03b5\u03c1\u03b7 \u03b5\u03c0\u03af\u03b4\u03c1\u03b1\u03c3\u03b7 \u03cc\u03c4\u03b1\u03bd \u03b7 \u03c4\u03b5\u03c7\u03bd\u03bf\u03bb\u03bf\u03b3\u03af\u03b1 \u03b4\u03b5\u03bd \u03c0\u03b5\u03c1\u03b9\u03bf\u03c1\u03af\u03b6\u03b5\u03c4\u03b1\u03b9 \u03c3\u03c4\u03b7\u03bd \u03b5\u03bd\u03b7\u03bc\u03ad\u03c1\u03c9\u03c3\u03b7, \u03b1\u03bb\u03bb\u03ac \u03b1\u03bd\u03b1\u03bb\u03b1\u03bc\u03b2\u03ac\u03bd\u03b5\u03b9 \u03b4\u03c1\u03ac\u03c3\u03b7 \u03b3\u03b9\u03b1 \u03bd\u03b1 \u03c0\u03b5\u03c1\u03b9\u03bf\u03c1\u03af\u03c3\u03b5\u03b9 \u03c4\u03bf\u03bd \u03ba\u03af\u03bd\u03b4\u03c5\u03bd\u03bf.<\/p>\n<style>\n.td-chart-epdrasi-front-crash-prevention-me-aeb {\n  max-width: 100%;\n  background: #FFFFFF;\n  border-radius: 12px;\n  box-shadow: 0 4px 20px rgba(3,6,51,0.08);\n  padding: 28px;\n  margin: 32px 0;\n  border: 1px solid #E5E5E5;\n  color: #030633;\n}\n.td-chart-epdrasi-front-crash-prevention-me-aeb * { box-sizing: border-box; transition: 0.2s ease; }\n.td-chart-epdrasi-front-crash-prevention-me-aeb-header h3 {\n  font-size: 22px;\n  font-weight: 700;\n  color: #030633;\n  letter-spacing: -0.01em;\n  margin: 0 0 6px 0;\n}\n.td-chart-epdrasi-front-crash-prevention-me-aeb-header p {\n  font-size: 14px;\n  font-weight: 400;\n  color: #555555;\n  margin: 0 0 24px 0;\n}\n@media (max-width: 768px) {\n  .td-chart-epdrasi-front-crash-prevention-me-aeb { padding: 22px; }\n}\n@media (max-width: 480px) {\n  .td-chart-epdrasi-front-crash-prevention-me-aeb { padding: 18px; }\n  .td-chart-epdrasi-front-crash-prevention-me-aeb-header h3 { font-size: 19px; }\n  .td-chart-epdrasi-front-crash-prevention-me-aeb-header p { font-size: 13px; }\n}\n.td-chart-epdrasi-front-crash-prevention-me-aeb-bar-body {\n  min-height: 290px;\n  display: flex;\n  align-items: flex-end;\n  gap: 18px;\n  border-bottom: 2px solid #030633;\n  padding: 18px 8px 0;\n}\n.td-chart-epdrasi-front-crash-prevention-me-aeb-bar-item {\n  flex: 1;\n  min-width: 74px;\n  height: 250px;\n  display: flex;\n  flex-direction: column;\n  align-items: center;\n  justify-content: flex-end;\n  gap: 8px;\n}\n.td-chart-epdrasi-front-crash-prevention-me-aeb-value {\n  font-size: 14px;\n  font-weight: 600;\n  color: #030633;\n}\n.td-chart-epdrasi-front-crash-prevention-me-aeb-bar {\n  width: 48px;\n  max-height: 220px;\n  border-radius: 8px 8px 0 0;\n}\n.td-chart-epdrasi-front-crash-prevention-me-aeb-bar:hover { background: #030633; }\n.td-chart-epdrasi-front-crash-prevention-me-aeb-label {\n  min-height: 38px;\n  font-size: 13px;\n  color: #555555;\n  text-align: center;\n}\n.td-chart-epdrasi-front-crash-prevention-me-aeb-bar-0 { height: 89.29%; background: #FCA311; }\n.td-chart-epdrasi-front-crash-prevention-me-aeb-bar-1 { height: 100.0%; background: #030633; }\n@media (max-width: 768px) {\n  .td-chart-epdrasi-front-crash-prevention-me-aeb-bar-body { gap: 10px; overflow-x: auto; }\n  .td-chart-epdrasi-front-crash-prevention-me-aeb-bar-item { min-width: 68px; }\n}\n@media (max-width: 480px) {\n  .td-chart-epdrasi-front-crash-prevention-me-aeb-bar { width: 36px; }\n  .td-chart-epdrasi-front-crash-prevention-me-aeb-label { font-size: 12px; }\n}\n<\/style>\n<div class=\"td-chart-epdrasi-front-crash-prevention-me-aeb\" role=\"img\" aria-label=\"\u0393\u03c1\u03ac\u03c6\u03b7\u03bc\u03b1: \u0395\u03c0\u03af\u03b4\u03c1\u03b1\u03c3\u03b7 front crash prevention \u03bc\u03b5 AEB\">\n  <div class=\"td-chart-epdrasi-front-crash-prevention-me-aeb-header\">\n    <h3>\u0395\u03c0\u03af\u03b4\u03c1\u03b1\u03c3\u03b7 front crash prevention \u03bc\u03b5 AEB<\/h3>\n    <p>\u03a0\u03b7\u03b3\u03ae: IIHS-HLDI research on front crash prevention<\/p>\n  <\/div>\n  <div class=\"td-chart-epdrasi-front-crash-prevention-me-aeb-body td-chart-epdrasi-front-crash-prevention-me-aeb-bar-body\">\n    <div class=\"td-chart-epdrasi-front-crash-prevention-me-aeb-bar-item\">\n      <div class=\"td-chart-epdrasi-front-crash-prevention-me-aeb-value\">50%<\/div>\n      <div class=\"td-chart-epdrasi-front-crash-prevention-me-aeb-bar td-chart-epdrasi-front-crash-prevention-me-aeb-bar-0\" role=\"meter\" aria-valuenow=\"50\" aria-valuemin=\"0\" aria-valuemax=\"56\"><\/div>\n      <div class=\"td-chart-epdrasi-front-crash-prevention-me-aeb-label\">Front-to-rear crashes<\/div>\n    <\/div>\n    <div class=\"td-chart-epdrasi-front-crash-prevention-me-aeb-bar-item\">\n      <div class=\"td-chart-epdrasi-front-crash-prevention-me-aeb-value\">56%<\/div>\n      <div class=\"td-chart-epdrasi-front-crash-prevention-me-aeb-bar td-chart-epdrasi-front-crash-prevention-me-aeb-bar-1\" role=\"meter\" aria-valuenow=\"56\" aria-valuemin=\"0\" aria-valuemax=\"56\"><\/div>\n      <div class=\"td-chart-epdrasi-front-crash-prevention-me-aeb-label\">Front-to-rear injury crashes<\/div>\n    <\/div>\n  <\/div>\n<\/div>\n<p>\u03a3\u03c4\u03bf e-commerce, \u03b1\u03c5\u03c4\u03ae \u03b7 \u03c6\u03b9\u03bb\u03bf\u03c3\u03bf\u03c6\u03af\u03b1 \u03bc\u03b5\u03c4\u03b1\u03c6\u03c1\u03ac\u03b6\u03b5\u03c4\u03b1\u03b9 \u03c3\u03b5 data-driven decisions. \u0391\u03bd \u03c4\u03b1 \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03b1 \u03b4\u03b5\u03af\u03c7\u03bd\u03bf\u03c5\u03bd \u03cc\u03c4\u03b9 \u03bf\u03b9 \u03c7\u03c1\u03ae\u03c3\u03c4\u03b5\u03c2 \u03b5\u03b3\u03ba\u03b1\u03c4\u03b1\u03bb\u03b5\u03af\u03c0\u03bf\u03c5\u03bd \u03c3\u03c4\u03bf \u03b2\u03ae\u03bc\u03b1 \u03c0\u03bb\u03b7\u03c1\u03c9\u03bc\u03ae\u03c2, \u03c4\u03bf \u03c0\u03c1\u03cc\u03b2\u03bb\u03b7\u03bc\u03b1 \u03b4\u03b5\u03bd \u03bb\u03cd\u03bd\u03b5\u03c4\u03b1\u03b9 \u03bc\u03b5 \u03c0\u03b5\u03c1\u03b9\u03c3\u03c3\u03cc\u03c4\u03b5\u03c1\u03b1 posts \u03c3\u03c4\u03b1 social media. \u0391\u03bd \u03c4\u03bf \u03bc\u03b5\u03b3\u03b1\u03bb\u03cd\u03c4\u03b5\u03c1\u03bf \u03c0\u03bf\u03c3\u03bf\u03c3\u03c4\u03cc \u03b5\u03c0\u03b9\u03c3\u03c4\u03c1\u03bf\u03c6\u03ce\u03bd \u03c0\u03c1\u03bf\u03ad\u03c1\u03c7\u03b5\u03c4\u03b1\u03b9 \u03b1\u03c0\u03cc \u03c3\u03c5\u03b3\u03ba\u03b5\u03ba\u03c1\u03b9\u03bc\u03ad\u03bd\u03b7 \u03ba\u03b1\u03c4\u03b7\u03b3\u03bf\u03c1\u03af\u03b1 \u03c0\u03c1\u03bf\u03ca\u03cc\u03bd\u03c4\u03c9\u03bd, \u03b7 \u03bb\u03cd\u03c3\u03b7 \u03af\u03c3\u03c9\u03c2 \u03b2\u03c1\u03af\u03c3\u03ba\u03b5\u03c4\u03b1\u03b9 \u03c3\u03b5 \u03ba\u03b1\u03bb\u03cd\u03c4\u03b5\u03c1\u03b1 size guides, \u03c0\u03b9\u03bf \u03ba\u03b1\u03b8\u03b1\u03c1\u03ad\u03c2 \u03c6\u03c9\u03c4\u03bf\u03b3\u03c1\u03b1\u03c6\u03af\u03b5\u03c2 \u03ae \u03b1\u03c5\u03c4\u03bf\u03bc\u03b1\u03c4\u03bf\u03c0\u03bf\u03b9\u03b7\u03bc\u03ad\u03bd\u03b7 post-purchase \u03b5\u03bd\u03b7\u03bc\u03ad\u03c1\u03c9\u03c3\u03b7. \u0391\u03bd \u03c4\u03bf customer support \u03b4\u03ad\u03c7\u03b5\u03c4\u03b1\u03b9 \u03c3\u03c5\u03bd\u03b5\u03c7\u03ce\u03c2 \u03c4\u03b1 \u03af\u03b4\u03b9\u03b1 \u03b5\u03c1\u03c9\u03c4\u03ae\u03bc\u03b1\u03c4\u03b1, \u03ad\u03bd\u03b1 self-service help center \u03ba\u03b1\u03b9 \u03ad\u03bd\u03b1 \u03c0\u03c1\u03bf\u03c3\u03b5\u03ba\u03c4\u03b9\u03ba\u03ac \u03b5\u03ba\u03c0\u03b1\u03b9\u03b4\u03b5\u03c5\u03bc\u03ad\u03bd\u03bf chatbot \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03bd\u03b1 \u03bc\u03b5\u03b9\u03ce\u03c3\u03b5\u03b9 \u03c6\u03cc\u03c1\u03c4\u03bf \u03c7\u03c9\u03c1\u03af\u03c2 \u03bd\u03b1 \u03c1\u03af\u03be\u03b5\u03b9 \u03c4\u03b7\u03bd \u03c0\u03bf\u03b9\u03cc\u03c4\u03b7\u03c4\u03b1 \u03b5\u03bc\u03c0\u03b5\u03b9\u03c1\u03af\u03b1\u03c2. \u0397 \u03bf\u03c5\u03c3\u03af\u03b1 \u03b5\u03af\u03bd\u03b1\u03b9 \u03bd\u03b1 \u03b5\u03c0\u03b9\u03bb\u03ad\u03b3\u03b5\u03c4\u03b1\u03b9 \u03b7 \u03b1\u03c5\u03c4\u03bf\u03bc\u03b1\u03c4\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7 \u03bc\u03b5 \u03b2\u03ac\u03c3\u03b7 \u03c4\u03bf \u03c3\u03b7\u03bc\u03b5\u03af\u03bf \u03c4\u03c1\u03b9\u03b2\u03ae\u03c2, \u03cc\u03c7\u03b9 \u03bc\u03b5 \u03b2\u03ac\u03c3\u03b7 \u03c4\u03b7 \u03bc\u03cc\u03b4\u03b1 \u03c4\u03b7\u03c2 \u03b1\u03b3\u03bf\u03c1\u03ac\u03c2.<\/p><h2>\u03a0\u03bf\u03cd \u03c0\u03c1\u03ad\u03c0\u03b5\u03b9 \u03bd\u03b1 \u03be\u03b5\u03ba\u03b9\u03bd\u03ae\u03c3\u03b5\u03b9 \u03ad\u03bd\u03b1 e-shop owner \u03bc\u03b5 Automation<\/h2><p>\u0397 \u03c3\u03c9\u03c3\u03c4\u03ae \u03b1\u03c6\u03b5\u03c4\u03b7\u03c1\u03af\u03b1 \u03b4\u03b5\u03bd \u03b5\u03af\u03bd\u03b1\u03b9 \u03b7 \u03b1\u03b3\u03bf\u03c1\u03ac \u03b5\u03c1\u03b3\u03b1\u03bb\u03b5\u03af\u03bf\u03c5. \u0395\u03af\u03bd\u03b1\u03b9 \u03b7 \u03c7\u03b1\u03c1\u03c4\u03bf\u03b3\u03c1\u03ac\u03c6\u03b7\u03c3\u03b7 \u03ba\u03b9\u03bd\u03b4\u03cd\u03bd\u03c9\u03bd \u03ba\u03b1\u03b9 \u03b5\u03c5\u03ba\u03b1\u03b9\u03c1\u03b9\u03ce\u03bd. \u03a3\u03b5 \u03ad\u03bd\u03b1 e-shop, \u03c5\u03c0\u03ac\u03c1\u03c7\u03bf\u03c5\u03bd \u03c4\u03ad\u03c3\u03c3\u03b5\u03c1\u03b9\u03c2 \u03c0\u03b5\u03c1\u03b9\u03bf\u03c7\u03ad\u03c2 \u03cc\u03c0\u03bf\u03c5 \u03c4\u03bf Automation \u03c3\u03c5\u03bd\u03ae\u03b8\u03c9\u03c2 \u03c6\u03ad\u03c1\u03bd\u03b5\u03b9 \u03b3\u03c1\u03ae\u03b3\u03bf\u03c1\u03b1 \u03ba\u03b1\u03b9 \u03bc\u03b5\u03c4\u03c1\u03ae\u03c3\u03b9\u03bc\u03b1 \u03b1\u03c0\u03bf\u03c4\u03b5\u03bb\u03ad\u03c3\u03bc\u03b1\u03c4\u03b1: acquisition, conversion, operations \u03ba\u03b1\u03b9 retention. \u03a3\u03c4\u03bf acquisition, \u03b7 \u03b1\u03c5\u03c4\u03bf\u03bc\u03b1\u03c4\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7 \u03b2\u03bf\u03b7\u03b8\u03ac \u03c3\u03c4\u03bf\u03bd \u03ad\u03bb\u03b5\u03b3\u03c7\u03bf \u03ba\u03b1\u03bc\u03c0\u03b1\u03bd\u03b9\u03ce\u03bd, \u03c3\u03c4\u03b7 \u03b4\u03b7\u03bc\u03b9\u03bf\u03c5\u03c1\u03b3\u03af\u03b1 audiences \u03ba\u03b1\u03b9 \u03c3\u03c4\u03b7 \u03b2\u03b5\u03bb\u03c4\u03b9\u03c3\u03c4\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7 budget. \u03a3\u03c4\u03bf conversion, \u03b5\u03c0\u03b7\u03c1\u03b5\u03ac\u03b6\u03b5\u03b9 \u03c4\u03bf checkout, \u03c4\u03b1 product recommendations, \u03c4\u03b1 abandoned cart flows \u03ba\u03b1\u03b9 \u03c4\u03bf conversion rate optimization. \u03a3\u03c4\u03bf operations, \u03c3\u03c5\u03bd\u03b4\u03ad\u03b5\u03c4\u03b1\u03b9 \u03bc\u03b5 inventory management, ERP, \u03b1\u03c0\u03bf\u03b8\u03ae\u03ba\u03b7, \u03b1\u03c0\u03bf\u03c3\u03c4\u03bf\u03bb\u03ad\u03c2 \u03ba\u03b1\u03b9 \u03b5\u03b9\u03b4\u03bf\u03c0\u03bf\u03b9\u03ae\u03c3\u03b5\u03b9\u03c2 \u03b4\u03b9\u03b1\u03b8\u03b5\u03c3\u03b9\u03bc\u03cc\u03c4\u03b7\u03c4\u03b1\u03c2. \u03a3\u03c4\u03bf retention, \u03b1\u03c6\u03bf\u03c1\u03ac loyalty, personalization, win-back campaigns \u03ba\u03b1\u03b9 customer experience \u03bc\u03b5\u03c4\u03ac \u03c4\u03b7\u03bd \u03b1\u03b3\u03bf\u03c1\u03ac.<\/p><p>\u0388\u03bd\u03b1 \u03c3\u03c5\u03c7\u03bd\u03cc \u03bb\u03ac\u03b8\u03bf\u03c2 \u03b5\u03af\u03bd\u03b1\u03b9 \u03cc\u03c4\u03b9 \u03bf\u03b9 \u03b5\u03c0\u03b9\u03c7\u03b5\u03b9\u03c1\u03ae\u03c3\u03b5\u03b9\u03c2 \u03be\u03b5\u03ba\u03b9\u03bd\u03bf\u03cd\u03bd \u03b1\u03c0\u03cc \u03c4\u03bf \u03c0\u03b9\u03bf \u03b5\u03bd\u03c4\u03c5\u03c0\u03c9\u03c3\u03b9\u03b1\u03ba\u03cc use case, \u03cc\u03c7\u03b9 \u03b1\u03c0\u03cc \u03c4\u03bf \u03c0\u03b9\u03bf \u03b5\u03c0\u03ce\u03b4\u03c5\u03bd\u03bf. \u0393\u03b9\u03b1 \u03ad\u03bd\u03b1 \u03bc\u03b9\u03ba\u03c1\u03cc e-shop, \u03af\u03c3\u03c9\u03c2 \u03c4\u03bf \u03bc\u03b5\u03b3\u03b1\u03bb\u03cd\u03c4\u03b5\u03c1\u03bf \u03ba\u03ad\u03c1\u03b4\u03bf\u03c2 \u03bd\u03b1 \u03bc\u03b7\u03bd \u03b2\u03c1\u03af\u03c3\u03ba\u03b5\u03c4\u03b1\u03b9 \u03c3\u03b5 \u03c3\u03cd\u03bd\u03b8\u03b5\u03c4\u03b1 predictive analytics, \u03b1\u03bb\u03bb\u03ac \u03c3\u03b5 \u03ad\u03bd\u03b1 \u03b1\u03be\u03b9\u03cc\u03c0\u03b9\u03c3\u03c4\u03bf abandoned cart automation \u03c0\u03bf\u03c5 \u03bb\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03b5\u03af \u03c3\u03c9\u03c3\u03c4\u03ac, \u03bc\u03b5 \u03ba\u03b1\u03b8\u03b1\u03c1\u03cc segmentation \u03ba\u03b1\u03b9 \u03c0\u03c1\u03bf\u03c3\u03b5\u03b3\u03bc\u03ad\u03bd\u03bf copy. \u0393\u03b9\u03b1 \u03ad\u03bd\u03b1 e-shop \u03bc\u03b5 \u03bc\u03b5\u03b3\u03ac\u03bb\u03bf \u03ba\u03b1\u03c4\u03ac\u03bb\u03bf\u03b3\u03bf, \u03c4\u03bf \u03bc\u03b5\u03b3\u03b1\u03bb\u03cd\u03c4\u03b5\u03c1\u03bf \u03ba\u03ad\u03c1\u03b4\u03bf\u03c2 \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03bd\u03b1 \u03b2\u03c1\u03af\u03c3\u03ba\u03b5\u03c4\u03b1\u03b9 \u03c3\u03b5 stock alerts \u03ba\u03b1\u03b9 feeds \u03c0\u03bf\u03c5 \u03b5\u03bd\u03b7\u03bc\u03b5\u03c1\u03ce\u03bd\u03bf\u03bd\u03c4\u03b1\u03b9 \u03c7\u03c9\u03c1\u03af\u03c2 \u03bb\u03ac\u03b8\u03b7. \u0393\u03b9\u03b1 \u03ad\u03bd\u03b1 brand \u03bc\u03b5 \u03c5\u03c8\u03b7\u03bb\u03cc repeat purchase potential, \u03b7 \u03c0\u03c1\u03bf\u03c4\u03b5\u03c1\u03b1\u03b9\u03cc\u03c4\u03b7\u03c4\u03b1 \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03bd\u03b1 \u03b5\u03af\u03bd\u03b1\u03b9 \u03b7 \u03b5\u03be\u03b1\u03c4\u03bf\u03bc\u03af\u03ba\u03b5\u03c5\u03c3\u03b7. \u0397 McKinsey \u03ad\u03c7\u03b5\u03b9 \u03b1\u03bd\u03b1\u03c6\u03ad\u03c1\u03b5\u03b9 \u03cc\u03c4\u03b9 \u03bf\u03b9 \u03b5\u03c4\u03b1\u03b9\u03c1\u03b5\u03af\u03b5\u03c2 \u03c0\u03bf\u03c5 \u03b4\u03b9\u03b1\u03c0\u03c1\u03ad\u03c0\u03bf\u03c5\u03bd \u03c3\u03c4\u03bf personalization \u03c0\u03b1\u03c1\u03ac\u03b3\u03bf\u03c5\u03bd 40% \u03c0\u03b5\u03c1\u03b9\u03c3\u03c3\u03cc\u03c4\u03b5\u03c1\u03b1 \u03ad\u03c3\u03bf\u03b4\u03b1 \u03b1\u03c0\u03cc \u03b1\u03c5\u03c4\u03ad\u03c2 \u03c4\u03b9\u03c2 \u03b4\u03c1\u03b1\u03c3\u03c4\u03b7\u03c1\u03b9\u03cc\u03c4\u03b7\u03c4\u03b5\u03c2 \u03c3\u03b5 \u03c3\u03c7\u03ad\u03c3\u03b7 \u03bc\u03b5 \u03c4\u03bf\u03c5\u03c2 \u03bc\u03ad\u03c3\u03bf\u03c5\u03c2 \u03c0\u03b1\u03af\u03ba\u03c4\u03b5\u03c2. \u0391\u03c5\u03c4\u03cc \u03b4\u03b5\u03bd \u03c3\u03b7\u03bc\u03b1\u03af\u03bd\u03b5\u03b9 \u03cc\u03c4\u03b9 \u03ba\u03ac\u03b8\u03b5 e-shop \u03b8\u03b1 \u03b4\u03b5\u03b9 \u03b1\u03c5\u03c4\u03cc\u03bc\u03b1\u03c4\u03b1 \u03c4\u03b7\u03bd \u03af\u03b4\u03b9\u03b1 \u03b1\u03cd\u03be\u03b7\u03c3\u03b7, \u03b1\u03bb\u03bb\u03ac \u03b4\u03b5\u03af\u03c7\u03bd\u03b5\u03b9 \u03cc\u03c4\u03b9 \u03b7 \u03b5\u03be\u03b1\u03c4\u03bf\u03bc\u03af\u03ba\u03b5\u03c5\u03c3\u03b7, \u03cc\u03c4\u03b1\u03bd \u03b2\u03b1\u03c3\u03af\u03b6\u03b5\u03c4\u03b1\u03b9 \u03c3\u03b5 \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03b1 \u03ba\u03b1\u03b9 \u03cc\u03c7\u03b9 \u03c3\u03b5 \u03b3\u03b5\u03bd\u03b9\u03ba\u03ac templates, \u03ad\u03c7\u03b5\u03b9 \u03c0\u03c1\u03b1\u03b3\u03bc\u03b1\u03c4\u03b9\u03ba\u03ae \u03b5\u03c0\u03b9\u03c7\u03b5\u03b9\u03c1\u03b7\u03bc\u03b1\u03c4\u03b9\u03ba\u03ae \u03b1\u03be\u03af\u03b1.<\/p><p>\u03a4\u03bf \u03c0\u03b1\u03c1\u03b1\u03ba\u03ac\u03c4\u03c9 \u03b3\u03c1\u03ac\u03c6\u03b7\u03bc\u03b1 \u03b1\u03c0\u03bf\u03c4\u03c5\u03c0\u03ce\u03bd\u03b5\u03b9 \u03ad\u03bd\u03b1 \u03b1\u03c0\u03cc \u03c4\u03b1 \u03c0\u03b9\u03bf \u03c7\u03c1\u03ae\u03c3\u03b9\u03bc\u03b1 benchmarks \u03b3\u03b9\u03b1 e-commerce owners \u03c0\u03bf\u03c5 \u03b5\u03be\u03b5\u03c4\u03ac\u03b6\u03bf\u03c5\u03bd personalization \u03c9\u03c2 \u03bc\u03ad\u03c1\u03bf\u03c2 \u03c4\u03b7\u03c2 \u03c3\u03c4\u03c1\u03b1\u03c4\u03b7\u03b3\u03b9\u03ba\u03ae\u03c2 automation.<\/p>\n<style>\n.td-chart-soda-ap-apotelesmatik-personalization {\n  max-width: 100%;\n  background: #FFFFFF;\n  border-radius: 12px;\n  box-shadow: 0 4px 20px rgba(3,6,51,0.08);\n  padding: 28px;\n  margin: 32px 0;\n  border: 1px solid #E5E5E5;\n  color: #030633;\n}\n.td-chart-soda-ap-apotelesmatik-personalization * { box-sizing: border-box; transition: 0.2s ease; }\n.td-chart-soda-ap-apotelesmatik-personalization-header h3 {\n  font-size: 22px;\n  font-weight: 700;\n  color: #030633;\n  letter-spacing: -0.01em;\n  margin: 0 0 6px 0;\n}\n.td-chart-soda-ap-apotelesmatik-personalization-header p {\n  font-size: 14px;\n  font-weight: 400;\n  color: #555555;\n  margin: 0 0 24px 0;\n}\n@media (max-width: 768px) {\n  .td-chart-soda-ap-apotelesmatik-personalization { padding: 22px; }\n}\n@media (max-width: 480px) {\n  .td-chart-soda-ap-apotelesmatik-personalization { padding: 18px; }\n  .td-chart-soda-ap-apotelesmatik-personalization-header h3 { font-size: 19px; }\n  .td-chart-soda-ap-apotelesmatik-personalization-header p { font-size: 13px; }\n}\n.td-chart-soda-ap-apotelesmatik-personalization-bar-body {\n  min-height: 290px;\n  display: flex;\n  align-items: flex-end;\n  gap: 18px;\n  border-bottom: 2px solid #030633;\n  padding: 18px 8px 0;\n}\n.td-chart-soda-ap-apotelesmatik-personalization-bar-item {\n  flex: 1;\n  min-width: 74px;\n  height: 250px;\n  display: flex;\n  flex-direction: column;\n  align-items: center;\n  justify-content: flex-end;\n  gap: 8px;\n}\n.td-chart-soda-ap-apotelesmatik-personalization-value {\n  font-size: 14px;\n  font-weight: 600;\n  color: #030633;\n}\n.td-chart-soda-ap-apotelesmatik-personalization-bar {\n  width: 48px;\n  max-height: 220px;\n  border-radius: 8px 8px 0 0;\n}\n.td-chart-soda-ap-apotelesmatik-personalization-bar:hover { background: #030633; }\n.td-chart-soda-ap-apotelesmatik-personalization-label {\n  min-height: 38px;\n  font-size: 13px;\n  color: #555555;\n  text-align: center;\n}\n.td-chart-soda-ap-apotelesmatik-personalization-bar-0 { height: 100.0%; background: #FCA311; }\n.td-chart-soda-ap-apotelesmatik-personalization-bar-1 { height: 71.43%; background: #030633; }\n@media (max-width: 768px) {\n  .td-chart-soda-ap-apotelesmatik-personalization-bar-body { gap: 10px; overflow-x: auto; }\n  .td-chart-soda-ap-apotelesmatik-personalization-bar-item { min-width: 68px; }\n}\n@media (max-width: 480px) {\n  .td-chart-soda-ap-apotelesmatik-personalization-bar { width: 36px; }\n  .td-chart-soda-ap-apotelesmatik-personalization-label { font-size: 12px; }\n}\n<\/style>\n<div class=\"td-chart-soda-ap-apotelesmatik-personalization\" role=\"img\" aria-label=\"\u0393\u03c1\u03ac\u03c6\u03b7\u03bc\u03b1: \u0388\u03c3\u03bf\u03b4\u03b1 \u03b1\u03c0\u03cc \u03b1\u03c0\u03bf\u03c4\u03b5\u03bb\u03b5\u03c3\u03bc\u03b1\u03c4\u03b9\u03ba\u03cc personalization\">\n  <div class=\"td-chart-soda-ap-apotelesmatik-personalization-header\">\n    <h3>\u0388\u03c3\u03bf\u03b4\u03b1 \u03b1\u03c0\u03cc \u03b1\u03c0\u03bf\u03c4\u03b5\u03bb\u03b5\u03c3\u03bc\u03b1\u03c4\u03b9\u03ba\u03cc personalization<\/h3>\n    <p>\u03a0\u03b7\u03b3\u03ae: McKinsey, Next in Personalization 2021<\/p>\n  <\/div>\n  <div class=\"td-chart-soda-ap-apotelesmatik-personalization-body td-chart-soda-ap-apotelesmatik-personalization-bar-body\">\n    <div class=\"td-chart-soda-ap-apotelesmatik-personalization-bar-item\">\n      <div class=\"td-chart-soda-ap-apotelesmatik-personalization-value\">140\u03b4\u03b5\u03af\u03ba\u03c4\u03b7\u03c2<\/div>\n      <div class=\"td-chart-soda-ap-apotelesmatik-personalization-bar td-chart-soda-ap-apotelesmatik-personalization-bar-0\" role=\"meter\" aria-valuenow=\"140\" aria-valuemin=\"0\" aria-valuemax=\"140\"><\/div>\n      <div class=\"td-chart-soda-ap-apotelesmatik-personalization-label\">\u0395\u03c4\u03b1\u03b9\u03c1\u03b5\u03af\u03b5\u03c2 \u03bc\u03b5 \u03b9\u03c3\u03c7\u03c5\u03c1\u03cc personalization<\/div>\n    <\/div>\n    <div class=\"td-chart-soda-ap-apotelesmatik-personalization-bar-item\">\n      <div class=\"td-chart-soda-ap-apotelesmatik-personalization-value\">100\u03b4\u03b5\u03af\u03ba\u03c4\u03b7\u03c2<\/div>\n      <div class=\"td-chart-soda-ap-apotelesmatik-personalization-bar td-chart-soda-ap-apotelesmatik-personalization-bar-1\" role=\"meter\" aria-valuenow=\"100\" aria-valuemin=\"0\" aria-valuemax=\"140\"><\/div>\n      <div class=\"td-chart-soda-ap-apotelesmatik-personalization-label\">\u039c\u03ad\u03c3\u03bf\u03c2 \u03cc\u03c1\u03bf\u03c2 \u03b1\u03b3\u03bf\u03c1\u03ac\u03c2<\/div>\n    <\/div>\n  <\/div>\n<\/div>\n<h3>Step-by-Step \u03bf\u03b4\u03b7\u03b3\u03cc\u03c2 \u03b5\u03c6\u03b1\u03c1\u03bc\u03bf\u03b3\u03ae\u03c2<\/h3><p>\u0392\u03ae\u03bc\u03b1 1: \u039a\u03b1\u03c4\u03b1\u03b3\u03c1\u03ac\u03c8\u03c4\u03b5 \u03c4\u03b1 \u03c3\u03b7\u03bc\u03b5\u03af\u03b1 \u03b1\u03c0\u03ce\u03bb\u03b5\u03b9\u03b1\u03c2. \u039e\u03b5\u03ba\u03b9\u03bd\u03ae\u03c3\u03c4\u03b5 \u03bc\u03b5 \u03b1\u03c1\u03b9\u03b8\u03bc\u03bf\u03cd\u03c2, \u03cc\u03c7\u03b9 \u03bc\u03b5 \u03c5\u03c0\u03bf\u03b8\u03ad\u03c3\u03b5\u03b9\u03c2. \u0395\u03bb\u03ad\u03b3\u03be\u03c4\u03b5 conversion rate \u03b1\u03bd\u03ac \u03c3\u03c5\u03c3\u03ba\u03b5\u03c5\u03ae, \u03b5\u03b3\u03ba\u03b1\u03c4\u03ac\u03bb\u03b5\u03b9\u03c8\u03b7 checkout, \u03c0\u03bf\u03c3\u03bf\u03c3\u03c4\u03cc \u03b5\u03c0\u03b9\u03c3\u03c4\u03c1\u03bf\u03c6\u03ce\u03bd, out-of-stock sessions, \u03c7\u03c1\u03cc\u03bd\u03bf \u03b1\u03c0\u03cc\u03ba\u03c1\u03b9\u03c3\u03b7\u03c2 support, \u03b5\u03c0\u03b1\u03bd\u03b1\u03b3\u03bf\u03c1\u03ac \u03b1\u03bd\u03ac \u03ba\u03b1\u03c4\u03b7\u03b3\u03bf\u03c1\u03af\u03b1 \u03ba\u03b1\u03b9 ROAS \u03b1\u03bd\u03ac \u03ba\u03b1\u03bc\u03c0\u03ac\u03bd\u03b9\u03b1. \u0397 \u03bb\u03bf\u03b3\u03b9\u03ba\u03ae \u03b5\u03af\u03bd\u03b1\u03b9 \u03af\u03b4\u03b9\u03b1 \u03bc\u03b5 \u03c4\u03b1 ADAS: \u03c0\u03c1\u03ce\u03c4\u03b1 \u03b5\u03bd\u03c4\u03bf\u03c0\u03af\u03b6\u03bf\u03c5\u03bc\u03b5 \u03c0\u03bf\u03cd \u03c3\u03c5\u03bc\u03b2\u03b1\u03af\u03bd\u03bf\u03c5\u03bd \u03c4\u03b1 \u201c\u03b1\u03c4\u03c5\u03c7\u03ae\u03bc\u03b1\u03c4\u03b1\u201d.<\/p><p>\u0392\u03ae\u03bc\u03b1 2: \u0399\u03b5\u03c1\u03b1\u03c1\u03c7\u03ae\u03c3\u03c4\u03b5 \u03bc\u03b5 \u03b2\u03ac\u03c3\u03b7 \u03bf\u03b9\u03ba\u03bf\u03bd\u03bf\u03bc\u03b9\u03ba\u03ae \u03b5\u03c0\u03af\u03b4\u03c1\u03b1\u03c3\u03b7. \u0391\u03bd \u03ad\u03bd\u03b1 \u03c0\u03c1\u03cc\u03b2\u03bb\u03b7\u03bc\u03b1 \u03b5\u03c0\u03b7\u03c1\u03b5\u03ac\u03b6\u03b5\u03b9 \u03bb\u03af\u03b3\u03bf\u03c5\u03c2 \u03c0\u03b5\u03bb\u03ac\u03c4\u03b5\u03c2 \u03b1\u03bb\u03bb\u03ac \u03ad\u03c7\u03b5\u03b9 \u03c5\u03c8\u03b7\u03bb\u03ae \u03b1\u03be\u03af\u03b1 \u03c0\u03b1\u03c1\u03b1\u03b3\u03b3\u03b5\u03bb\u03af\u03b1\u03c2, \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03bd\u03b1 \u03b5\u03af\u03bd\u03b1\u03b9 \u03c3\u03b7\u03bc\u03b1\u03bd\u03c4\u03b9\u03ba\u03cc\u03c4\u03b5\u03c1\u03bf \u03b1\u03c0\u03cc \u03ad\u03bd\u03b1 \u03c3\u03c5\u03c7\u03bd\u03cc \u03b1\u03bb\u03bb\u03ac \u03bc\u03b9\u03ba\u03c1\u03cc \u03b8\u03ad\u03bc\u03b1. \u0394\u03b7\u03bc\u03b9\u03bf\u03c5\u03c1\u03b3\u03ae\u03c3\u03c4\u03b5 \u03ad\u03bd\u03b1\u03bd \u03c0\u03af\u03bd\u03b1\u03ba\u03b1 \u03bc\u03b5 \u03c4\u03c1\u03b5\u03b9\u03c2 \u03c3\u03c4\u03ae\u03bb\u03b5\u03c2: \u03c0\u03b9\u03b8\u03b1\u03bd\u03ae \u03b1\u03c0\u03ce\u03bb\u03b5\u03b9\u03b1 revenue, \u03b4\u03c5\u03c3\u03ba\u03bf\u03bb\u03af\u03b1 \u03c5\u03bb\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7\u03c2 \u03ba\u03b1\u03b9 \u03c4\u03b1\u03c7\u03cd\u03c4\u03b7\u03c4\u03b1 \u03b1\u03c0\u03cc\u03b4\u03bf\u03c3\u03b7\u03c2. \u039f\u03b9 \u03c0\u03c1\u03ce\u03c4\u03b5\u03c2 \u03b1\u03c5\u03c4\u03bf\u03bc\u03b1\u03c4\u03bf\u03c0\u03bf\u03b9\u03ae\u03c3\u03b5\u03b9\u03c2 \u03c0\u03c1\u03ad\u03c0\u03b5\u03b9 \u03bd\u03b1 \u03b2\u03c1\u03af\u03c3\u03ba\u03bf\u03bd\u03c4\u03b1\u03b9 \u03c3\u03c4\u03bf \u03c3\u03b7\u03bc\u03b5\u03af\u03bf \u03cc\u03c0\u03bf\u03c5 \u03b7 \u03b1\u03be\u03af\u03b1 \u03b5\u03af\u03bd\u03b1\u03b9 \u03c5\u03c8\u03b7\u03bb\u03ae \u03ba\u03b1\u03b9 \u03b7 \u03c0\u03bf\u03bb\u03c5\u03c0\u03bb\u03bf\u03ba\u03cc\u03c4\u03b7\u03c4\u03b1 \u03b4\u03b9\u03b1\u03c7\u03b5\u03b9\u03c1\u03af\u03c3\u03b9\u03bc\u03b7.<\/p><p>\u0392\u03ae\u03bc\u03b1 3: \u0395\u03c0\u03b9\u03bb\u03ad\u03be\u03c4\u03b5 \u03c4\u03bf \u03b5\u03af\u03b4\u03bf\u03c2 \u03c0\u03b1\u03c1\u03ad\u03bc\u03b2\u03b1\u03c3\u03b7\u03c2. \u0393\u03b9\u03b1 abandoned cart automation, \u03bf\u03c1\u03af\u03c3\u03c4\u03b5 \u03b4\u03b9\u03b1\u03c6\u03bf\u03c1\u03b5\u03c4\u03b9\u03ba\u03ac flows \u03b1\u03bd\u03ac \u03b1\u03be\u03af\u03b1 \u03ba\u03b1\u03bb\u03b1\u03b8\u03b9\u03bf\u03cd \u03ba\u03b1\u03b9 \u03c4\u03cd\u03c0\u03bf \u03c0\u03b5\u03bb\u03ac\u03c4\u03b7. \u0393\u03b9\u03b1 inventory management, \u03b4\u03b7\u03bc\u03b9\u03bf\u03c5\u03c1\u03b3\u03ae\u03c3\u03c4\u03b5 triggers \u03cc\u03c4\u03b1\u03bd \u03b7 \u03b6\u03ae\u03c4\u03b7\u03c3\u03b7 \u03b1\u03bd\u03b5\u03b2\u03b1\u03af\u03bd\u03b5\u03b9 \u03c0\u03b9\u03bf \u03b3\u03c1\u03ae\u03b3\u03bf\u03c1\u03b1 \u03b1\u03c0\u03cc \u03c4\u03bf \u03b4\u03b9\u03b1\u03b8\u03ad\u03c3\u03b9\u03bc\u03bf stock. \u0393\u03b9\u03b1 fraud detection, \u03c3\u03c5\u03bd\u03b4\u03c5\u03ac\u03c3\u03c4\u03b5 \u03ba\u03b1\u03bd\u03cc\u03bd\u03b5\u03c2 \u03ba\u03b9\u03bd\u03b4\u03cd\u03bd\u03bf\u03c5 \u03bc\u03b5 manual review \u03b3\u03b9\u03b1 \u03c0\u03b1\u03c1\u03b1\u03b3\u03b3\u03b5\u03bb\u03af\u03b5\u03c2 \u03c5\u03c8\u03b7\u03bb\u03ae\u03c2 \u03b1\u03be\u03af\u03b1\u03c2. \u0393\u03b9\u03b1 customer experience, \u03b1\u03c5\u03c4\u03bf\u03bc\u03b1\u03c4\u03bf\u03c0\u03bf\u03b9\u03ae\u03c3\u03c4\u03b5 \u03b5\u03bd\u03b7\u03bc\u03b5\u03c1\u03ce\u03c3\u03b5\u03b9\u03c2 \u03b1\u03c0\u03bf\u03c3\u03c4\u03bf\u03bb\u03ae\u03c2, \u03bf\u03b4\u03b7\u03b3\u03af\u03b5\u03c2 \u03c7\u03c1\u03ae\u03c3\u03b7\u03c2 \u03ba\u03b1\u03b9 post-purchase follow-ups.<\/p><p>\u0392\u03ae\u03bc\u03b1 4: \u039c\u03b5\u03c4\u03c1\u03ae\u03c3\u03c4\u03b5 \u03c0\u03c1\u03b9\u03bd \u03ba\u03b1\u03b9 \u03bc\u03b5\u03c4\u03ac. \u039a\u03ac\u03b8\u03b5 \u03b1\u03c5\u03c4\u03bf\u03bc\u03b1\u03c4\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7 \u03c0\u03c1\u03ad\u03c0\u03b5\u03b9 \u03bd\u03b1 \u03ad\u03c7\u03b5\u03b9 baseline. \u0391\u03bd \u03b5\u03c6\u03b1\u03c1\u03bc\u03cc\u03c3\u03b5\u03c4\u03b5 abandoned cart flow, \u03ba\u03b1\u03c4\u03b1\u03b3\u03c1\u03ac\u03c8\u03c4\u03b5 recovery rate, revenue recovered, unsubscribe rate \u03ba\u03b1\u03b9 time to purchase. \u0391\u03bd \u03b5\u03c6\u03b1\u03c1\u03bc\u03cc\u03c3\u03b5\u03c4\u03b5 personalization, \u03bc\u03b5\u03c4\u03c1\u03ae\u03c3\u03c4\u03b5 average order value, click-through rate, conversion rate \u03ba\u03b1\u03b9 repeat purchase. \u0391\u03bd \u03b5\u03c6\u03b1\u03c1\u03bc\u03cc\u03c3\u03b5\u03c4\u03b5 \u03b1\u03c5\u03c4\u03bf\u03bc\u03b1\u03c4\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7 support, \u03bc\u03b5\u03c4\u03c1\u03ae\u03c3\u03c4\u03b5 resolution time \u03ba\u03b1\u03b9 customer satisfaction. \u03a7\u03c9\u03c1\u03af\u03c2 baseline, \u03b4\u03b5\u03bd \u03c5\u03c0\u03ac\u03c1\u03c7\u03b5\u03b9 \u03b1\u03c0\u03cc\u03b4\u03b5\u03b9\u03be\u03b7 \u03b1\u03be\u03af\u03b1\u03c2.<\/p><p>\u0392\u03ae\u03bc\u03b1 5: \u0392\u03ac\u03bb\u03c4\u03b5 \u03b1\u03bd\u03b8\u03c1\u03ce\u03c0\u03b9\u03bd\u03bf \u03ad\u03bb\u03b5\u03b3\u03c7\u03bf \u03c3\u03c4\u03b1 \u03ba\u03c1\u03af\u03c3\u03b9\u03bc\u03b1 \u03c3\u03b7\u03bc\u03b5\u03af\u03b1. \u038c\u03c0\u03c9\u03c2 \u03c4\u03b1 ADAS \u03b4\u03b5\u03bd \u03ba\u03b1\u03c4\u03b1\u03c1\u03b3\u03bf\u03cd\u03bd \u03c4\u03b7\u03bd \u03b5\u03c5\u03b8\u03cd\u03bd\u03b7 \u03c4\u03bf\u03c5 \u03bf\u03b4\u03b7\u03b3\u03bf\u03cd, \u03ad\u03c4\u03c3\u03b9 \u03ba\u03b1\u03b9 \u03c4\u03bf e-commerce automation \u03b4\u03b5\u03bd \u03c0\u03c1\u03ad\u03c0\u03b5\u03b9 \u03bd\u03b1 \u03bb\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03b5\u03af \u03b1\u03bd\u03b5\u03be\u03ad\u03bb\u03b5\u03b3\u03ba\u03c4\u03b1 \u03c3\u03b5 \u03c0\u03b5\u03c1\u03b9\u03bf\u03c7\u03ad\u03c2 \u03bc\u03b5 \u03c5\u03c8\u03b7\u03bb\u03cc \u03c1\u03af\u03c3\u03ba\u03bf. \u0395\u03ba\u03c0\u03c4\u03ce\u03c3\u03b5\u03b9\u03c2 \u03bc\u03b5\u03b3\u03ac\u03bb\u03b7\u03c2 \u03b1\u03be\u03af\u03b1\u03c2, \u03b5\u03c0\u03b9\u03c3\u03c4\u03c1\u03bf\u03c6\u03ad\u03c2 \u03c7\u03c1\u03b7\u03bc\u03ac\u03c4\u03c9\u03bd, \u03cd\u03c0\u03bf\u03c0\u03c4\u03b5\u03c2 \u03c0\u03b1\u03c1\u03b1\u03b3\u03b3\u03b5\u03bb\u03af\u03b5\u03c2, \u03b1\u03bb\u03bb\u03b1\u03b3\u03ad\u03c2 \u03c4\u03b9\u03bc\u03ce\u03bd \u03ba\u03b1\u03b9 \u03b5\u03c0\u03b9\u03ba\u03bf\u03b9\u03bd\u03c9\u03bd\u03af\u03b5\u03c2 \u03ba\u03c1\u03af\u03c3\u03b7\u03c2 \u03c7\u03c1\u03b5\u03b9\u03ac\u03b6\u03bf\u03bd\u03c4\u03b1\u03b9 \u03ba\u03b1\u03bd\u03cc\u03bd\u03b5\u03c2 \u03ad\u03b3\u03ba\u03c1\u03b9\u03c3\u03b7\u03c2. \u03a4\u03bf \u03ba\u03b1\u03bb\u03cd\u03c4\u03b5\u03c1\u03bf \u03c3\u03cd\u03c3\u03c4\u03b7\u03bc\u03b1 \u03b5\u03af\u03bd\u03b1\u03b9 \u03b1\u03c5\u03c4\u03cc \u03c0\u03bf\u03c5 \u03b1\u03c5\u03c4\u03bf\u03bc\u03b1\u03c4\u03bf\u03c0\u03bf\u03b9\u03b5\u03af \u03c4\u03bf \u03b5\u03c0\u03b1\u03bd\u03b1\u03bb\u03b1\u03bc\u03b2\u03b1\u03bd\u03cc\u03bc\u03b5\u03bd\u03bf \u03ba\u03b1\u03b9 \u03ba\u03c1\u03b1\u03c4\u03ac \u03c4\u03bf\u03bd \u03ac\u03bd\u03b8\u03c1\u03c9\u03c0\u03bf \u03b5\u03ba\u03b5\u03af \u03cc\u03c0\u03bf\u03c5 \u03b1\u03c0\u03b1\u03b9\u03c4\u03b5\u03af\u03c4\u03b1\u03b9 \u03ba\u03c1\u03af\u03c3\u03b7.<\/p><h2>\u03a4\u03b1 \u03bc\u03b5\u03b3\u03b1\u03bb\u03cd\u03c4\u03b5\u03c1\u03b1 \u03bb\u03ac\u03b8\u03b7 \u03c0\u03bf\u03c5 \u03c0\u03c1\u03ad\u03c0\u03b5\u03b9 \u03bd\u03b1 \u03b1\u03c0\u03bf\u03c6\u03cd\u03b3\u03b5\u03c4\u03b5<\/h2><p>\u03a4\u03bf \u03c0\u03c1\u03ce\u03c4\u03bf \u03bb\u03ac\u03b8\u03bf\u03c2 \u03b5\u03af\u03bd\u03b1\u03b9 \u03b7 \u03c5\u03c0\u03b5\u03c1-\u03b1\u03c5\u03c4\u03bf\u03bc\u03b1\u03c4\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7. \u03a0\u03bf\u03bb\u03bb\u03ac e-shop \u03c0\u03c1\u03bf\u03c3\u03c0\u03b1\u03b8\u03bf\u03cd\u03bd \u03bd\u03b1 \u03b1\u03c5\u03c4\u03bf\u03bc\u03b1\u03c4\u03bf\u03c0\u03bf\u03b9\u03ae\u03c3\u03bf\u03c5\u03bd \u03c4\u03b1 \u03c0\u03ac\u03bd\u03c4\u03b1 \u03c4\u03b1\u03c5\u03c4\u03cc\u03c7\u03c1\u03bf\u03bd\u03b1 \u03ba\u03b1\u03b9 \u03ba\u03b1\u03c4\u03b1\u03bb\u03ae\u03b3\u03bf\u03c5\u03bd \u03bc\u03b5 \u03c0\u03b5\u03c1\u03af\u03c0\u03bb\u03bf\u03ba\u03b1 flows \u03c0\u03bf\u03c5 \u03ba\u03b1\u03bd\u03b5\u03af\u03c2 \u03b4\u03b5\u03bd \u03b5\u03bb\u03ad\u03b3\u03c7\u03b5\u03b9. \u03a4\u03bf \u03b1\u03c0\u03bf\u03c4\u03ad\u03bb\u03b5\u03c3\u03bc\u03b1 \u03b5\u03af\u03bd\u03b1\u03b9 \u03b4\u03b9\u03c0\u03bb\u03ac emails, \u03bb\u03ac\u03b8\u03bf\u03c2 segments, \u03ac\u03c3\u03c4\u03bf\u03c7\u03b5\u03c2 \u03c0\u03c1\u03bf\u03c3\u03c6\u03bf\u03c1\u03ad\u03c2 \u03ae \u03c0\u03b5\u03bb\u03ac\u03c4\u03b5\u03c2 \u03c0\u03bf\u03c5 \u03bb\u03b1\u03bc\u03b2\u03ac\u03bd\u03bf\u03c5\u03bd \u03bc\u03b7\u03bd\u03cd\u03bc\u03b1\u03c4\u03b1 \u03b1\u03c3\u03cd\u03bc\u03b2\u03b1\u03c4\u03b1 \u03bc\u03b5 \u03c4\u03b7\u03bd \u03c0\u03c1\u03b1\u03b3\u03bc\u03b1\u03c4\u03b9\u03ba\u03ae \u03c4\u03bf\u03c5\u03c2 \u03b5\u03bc\u03c0\u03b5\u03b9\u03c1\u03af\u03b1. \u03a4\u03bf \u03b4\u03b5\u03cd\u03c4\u03b5\u03c1\u03bf \u03bb\u03ac\u03b8\u03bf\u03c2 \u03b5\u03af\u03bd\u03b1\u03b9 \u03b7 \u03ba\u03b1\u03ba\u03ae \u03c0\u03bf\u03b9\u03cc\u03c4\u03b7\u03c4\u03b1 \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03c9\u03bd. \u0391\u03bd \u03c4\u03b1 \u03c0\u03c1\u03bf\u03ca\u03cc\u03bd\u03c4\u03b1 \u03b4\u03b5\u03bd \u03ad\u03c7\u03bf\u03c5\u03bd \u03c3\u03c9\u03c3\u03c4\u03ac attributes, \u03b1\u03bd \u03c4\u03bf CRM \u03ad\u03c7\u03b5\u03b9 \u03b4\u03b9\u03c0\u03bb\u03ad\u03c2 \u03b5\u03b3\u03b3\u03c1\u03b1\u03c6\u03ad\u03c2 \u03ae \u03b1\u03bd \u03c4\u03b1 events \u03c4\u03bf\u03c5 analytics setup \u03b4\u03b5\u03bd \u03ba\u03b1\u03c4\u03b1\u03b3\u03c1\u03ac\u03c6\u03bf\u03bd\u03c4\u03b1\u03b9 \u03c3\u03c9\u03c3\u03c4\u03ac, \u03c4\u03cc\u03c4\u03b5 \u03c4\u03bf Automation \u03b8\u03b1 \u03b5\u03c0\u03b9\u03c4\u03b1\u03c7\u03cd\u03bd\u03b5\u03b9 \u03c4\u03bf \u03bb\u03ac\u03b8\u03bf\u03c2 \u03b1\u03bd\u03c4\u03af \u03bd\u03b1 \u03c4\u03bf \u03b4\u03b9\u03bf\u03c1\u03b8\u03ce\u03c3\u03b5\u03b9.<\/p><p>\u03a4\u03bf \u03c4\u03c1\u03af\u03c4\u03bf \u03bb\u03ac\u03b8\u03bf\u03c2 \u03b5\u03af\u03bd\u03b1\u03b9 \u03b7 \u03b1\u03c0\u03bf\u03c5\u03c3\u03af\u03b1 ownership. \u039a\u03ac\u03b8\u03b5 \u03b1\u03c5\u03c4\u03bf\u03bc\u03b1\u03c4\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7 \u03c0\u03c1\u03ad\u03c0\u03b5\u03b9 \u03bd\u03b1 \u03ad\u03c7\u03b5\u03b9 \u03c5\u03c0\u03b5\u03cd\u03b8\u03c5\u03bd\u03bf. \u03a0\u03bf\u03b9\u03bf\u03c2 \u03b5\u03bb\u03ad\u03b3\u03c7\u03b5\u03b9 \u03b1\u03bd \u03bb\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03b5\u03af; \u03a0\u03bf\u03b9\u03bf\u03c2 \u03b5\u03bd\u03b7\u03bc\u03b5\u03c1\u03ce\u03bd\u03b5\u03b9 \u03c4\u03b1 templates; \u03a0\u03bf\u03b9\u03bf\u03c2 \u03b2\u03bb\u03ad\u03c0\u03b5\u03b9 \u03c4\u03b1 reports; \u03a0\u03bf\u03b9\u03bf\u03c2 \u03b1\u03c0\u03bf\u03c6\u03b1\u03c3\u03af\u03b6\u03b5\u03b9 \u03c0\u03cc\u03c4\u03b5 \u03ad\u03bd\u03b1 flow \u03c0\u03c1\u03ad\u03c0\u03b5\u03b9 \u03bd\u03b1 \u03b1\u03bb\u03bb\u03ac\u03be\u03b5\u03b9; \u0397 \u03b1\u03c5\u03c4\u03bf\u03bc\u03b1\u03c4\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7 \u03c7\u03c9\u03c1\u03af\u03c2 ownership \u03b3\u03b5\u03c1\u03bd\u03ac\u03b5\u03b9 \u03b3\u03c1\u03ae\u03b3\u03bf\u03c1\u03b1. \u03a4\u03bf \u03c4\u03ad\u03c4\u03b1\u03c1\u03c4\u03bf \u03bb\u03ac\u03b8\u03bf\u03c2 \u03b5\u03af\u03bd\u03b1\u03b9 \u03b7 \u03bc\u03bf\u03bd\u03bf\u03b4\u03b9\u03ac\u03c3\u03c4\u03b1\u03c4\u03b7 \u03b1\u03be\u03b9\u03bf\u03bb\u03cc\u03b3\u03b7\u03c3\u03b7 \u03bc\u03b5 \u03b2\u03ac\u03c3\u03b7 \u03bc\u03cc\u03bd\u03bf \u03c4\u03bf revenue. \u0388\u03bd\u03b1 flow \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03bd\u03b1 \u03c6\u03ad\u03c1\u03bd\u03b5\u03b9 \u03c0\u03c9\u03bb\u03ae\u03c3\u03b5\u03b9\u03c2 \u03b1\u03bb\u03bb\u03ac \u03bd\u03b1 \u03b1\u03c5\u03be\u03ac\u03bd\u03b5\u03b9 \u03b5\u03c0\u03b9\u03c3\u03c4\u03c1\u03bf\u03c6\u03ad\u03c2, \u03c0\u03b1\u03c1\u03ac\u03c0\u03bf\u03bd\u03b1 \u03ae unsubscribes. \u0393\u03b9\u2019 \u03b1\u03c5\u03c4\u03cc \u03b7 \u03b1\u03be\u03b9\u03bf\u03bb\u03cc\u03b3\u03b7\u03c3\u03b7 \u03c0\u03c1\u03ad\u03c0\u03b5\u03b9 \u03bd\u03b1 \u03c0\u03b5\u03c1\u03b9\u03bb\u03b1\u03bc\u03b2\u03ac\u03bd\u03b5\u03b9 \u03ba\u03b1\u03b9 customer experience metrics.<\/p><p>\u03a4\u03bf \u03c0\u03ad\u03bc\u03c0\u03c4\u03bf \u03bb\u03ac\u03b8\u03bf\u03c2 \u03b5\u03af\u03bd\u03b1\u03b9 \u03b7 \u03b1\u03bd\u03c4\u03af\u03bb\u03b7\u03c8\u03b7 \u03cc\u03c4\u03b9 \u03c4\u03bf AI automation \u03b8\u03b1 \u03bb\u03cd\u03c3\u03b5\u03b9 \u03bf\u03c1\u03b3\u03b1\u03bd\u03c9\u03c4\u03b9\u03ba\u03ac \u03c0\u03c1\u03bf\u03b2\u03bb\u03ae\u03bc\u03b1\u03c4\u03b1. \u0391\u03bd \u03b7 \u03b5\u03c0\u03b9\u03c7\u03b5\u03af\u03c1\u03b7\u03c3\u03b7 \u03b4\u03b5\u03bd \u03ad\u03c7\u03b5\u03b9 \u03ba\u03b1\u03b8\u03b1\u03c1\u03ae \u03c0\u03bf\u03bb\u03b9\u03c4\u03b9\u03ba\u03ae \u03b1\u03c0\u03bf\u03b8\u03b5\u03bc\u03ac\u03c4\u03c9\u03bd, \u03be\u03b5\u03ba\u03ac\u03b8\u03b1\u03c1\u03b7 \u03b5\u03bc\u03c0\u03bf\u03c1\u03b9\u03ba\u03ae \u03c3\u03c4\u03c1\u03b1\u03c4\u03b7\u03b3\u03b9\u03ba\u03ae \u03ba\u03b1\u03b9 \u03c3\u03c5\u03bd\u03b5\u03c0\u03ae \u03b5\u03c0\u03b9\u03ba\u03bf\u03b9\u03bd\u03c9\u03bd\u03af\u03b1, \u03b7 \u03c4\u03b5\u03c7\u03bd\u03b7\u03c4\u03ae \u03bd\u03bf\u03b7\u03bc\u03bf\u03c3\u03cd\u03bd\u03b7 \u03b4\u03b5\u03bd \u03b8\u03b1 \u03c4\u03b1 \u03b4\u03b9\u03bf\u03c1\u03b8\u03ce\u03c3\u03b5\u03b9 \u03b1\u03c0\u03cc \u03bc\u03cc\u03bd\u03b7 \u03c4\u03b7\u03c2. \u0398\u03b1 \u03c7\u03c1\u03b5\u03b9\u03b1\u03c3\u03c4\u03b5\u03af \u03c3\u03c9\u03c3\u03c4\u03ae \u03b1\u03c1\u03c7\u03b9\u03c4\u03b5\u03ba\u03c4\u03bf\u03bd\u03b9\u03ba\u03ae \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03c9\u03bd, \u03ba\u03b1\u03b8\u03b1\u03c1\u03bf\u03af \u03ba\u03b1\u03bd\u03cc\u03bd\u03b5\u03c2 \u03ba\u03b1\u03b9 \u03c3\u03c5\u03bd\u03b5\u03c7\u03ae\u03c2 \u03b2\u03b5\u03bb\u03c4\u03af\u03c9\u03c3\u03b7. \u03a4\u03bf \u03bc\u03ac\u03b8\u03b7\u03bc\u03b1 \u03b1\u03c0\u03cc \u03c4\u03b7 \u03bc\u03b5\u03bb\u03ad\u03c4\u03b7 UMTRI-GM \u03b5\u03af\u03bd\u03b1\u03b9 \u03b1\u03ba\u03c1\u03b9\u03b2\u03ce\u03c2 \u03b1\u03c5\u03c4\u03cc: \u03b7 \u03c4\u03b5\u03c7\u03bd\u03bf\u03bb\u03bf\u03b3\u03af\u03b1 \u03b1\u03c0\u03bf\u03b4\u03af\u03b4\u03b5\u03b9 \u03cc\u03c4\u03b1\u03bd \u03c4\u03bf\u03c0\u03bf\u03b8\u03b5\u03c4\u03b5\u03af\u03c4\u03b1\u03b9 \u03c0\u03ac\u03bd\u03c9 \u03c3\u03b5 \u03c3\u03b1\u03c6\u03ce\u03c2 \u03bf\u03c1\u03b9\u03c3\u03bc\u03ad\u03bd\u03bf \u03c0\u03c1\u03cc\u03b2\u03bb\u03b7\u03bc\u03b1 \u03ba\u03b1\u03b9 \u03bc\u03b5\u03c4\u03c1\u03b9\u03ad\u03c4\u03b1\u03b9 \u03bc\u03b5 \u03c0\u03c1\u03b1\u03b3\u03bc\u03b1\u03c4\u03b9\u03ba\u03ac outcomes.<\/p><h2>\u03a0\u03ce\u03c2 \u03bd\u03b1 \u03c7\u03c4\u03af\u03c3\u03b5\u03c4\u03b5 \u03ad\u03bd\u03b1 \u03c0\u03b9\u03bf \u201c\u03b1\u03c3\u03c6\u03b1\u03bb\u03ad\u03c2\u201d \u03ba\u03b1\u03b9 \u03ba\u03b5\u03c1\u03b4\u03bf\u03c6\u03cc\u03c1\u03bf e-shop<\/h2><p>\u0391\u03bd \u03b4\u03bf\u03cd\u03bc\u03b5 \u03c4\u03bf e-shop \u03c3\u03b1\u03bd \u03ad\u03bd\u03b1 \u03cc\u03c7\u03b7\u03bc\u03b1 \u03c0\u03bf\u03c5 \u03ba\u03b9\u03bd\u03b5\u03af\u03c4\u03b1\u03b9 \u03c3\u03b5 \u03ad\u03bd\u03b1 \u03c0\u03b5\u03c1\u03b9\u03b2\u03ac\u03bb\u03bb\u03bf\u03bd \u03b3\u03b5\u03bc\u03ac\u03c4\u03bf \u03b1\u03c0\u03c1\u03cc\u03b2\u03bb\u03b5\u03c0\u03c4\u03b5\u03c2 \u03c3\u03c5\u03bd\u03b8\u03ae\u03ba\u03b5\u03c2, \u03c4\u03cc\u03c4\u03b5 \u03c4\u03bf Automation \u03b5\u03af\u03bd\u03b1\u03b9 \u03c4\u03bf \u03c3\u03cd\u03c3\u03c4\u03b7\u03bc\u03b1 \u03c5\u03c0\u03bf\u03b2\u03bf\u03ae\u03b8\u03b7\u03c3\u03b7\u03c2 \u03c0\u03bf\u03c5 \u03b2\u03bf\u03b7\u03b8\u03ac \u03c4\u03b7\u03bd \u03b5\u03c0\u03b9\u03c7\u03b5\u03af\u03c1\u03b7\u03c3\u03b7 \u03bd\u03b1 \u03b1\u03bd\u03c4\u03b9\u03b4\u03c1\u03ac \u03c0\u03b9\u03bf \u03b3\u03c1\u03ae\u03b3\u03bf\u03c1\u03b1 \u03ba\u03b1\u03b9 \u03c0\u03b9\u03bf \u03c3\u03c4\u03b1\u03b8\u03b5\u03c1\u03ac. \u0394\u03b5\u03bd \u03b8\u03b1 \u03b1\u03bd\u03c4\u03b9\u03ba\u03b1\u03c4\u03b1\u03c3\u03c4\u03ae\u03c3\u03b5\u03b9 \u03c4\u03b7\u03bd \u03b5\u03bc\u03c0\u03bf\u03c1\u03b9\u03ba\u03ae \u03c3\u03c4\u03c1\u03b1\u03c4\u03b7\u03b3\u03b9\u03ba\u03ae, \u03c4\u03bf brand \u03ae \u03c4\u03b7 \u03c3\u03c7\u03ad\u03c3\u03b7 \u03bc\u03b5 \u03c4\u03bf\u03bd \u03c0\u03b5\u03bb\u03ac\u03c4\u03b7. \u039c\u03c0\u03bf\u03c1\u03b5\u03af \u03cc\u03bc\u03c9\u03c2 \u03bd\u03b1 \u03bc\u03b5\u03b9\u03ce\u03c3\u03b5\u03b9 \u03c4\u03b1 \u03bb\u03ac\u03b8\u03b7, \u03bd\u03b1 \u03c0\u03c1\u03bf\u03c3\u03c4\u03b1\u03c4\u03b5\u03cd\u03c3\u03b5\u03b9 \u03c4\u03bf \u03c0\u03b5\u03c1\u03b9\u03b8\u03ce\u03c1\u03b9\u03bf \u03ba\u03ad\u03c1\u03b4\u03bf\u03c5\u03c2 \u03ba\u03b1\u03b9 \u03bd\u03b1 \u03b4\u03b7\u03bc\u03b9\u03bf\u03c5\u03c1\u03b3\u03ae\u03c3\u03b5\u03b9 \u03ba\u03b1\u03bb\u03cd\u03c4\u03b5\u03c1\u03b7 customer experience \u03c3\u03b5 \u03ba\u03bb\u03af\u03bc\u03b1\u03ba\u03b1. \u0397 \u03bc\u03b5\u03bb\u03ad\u03c4\u03b7 UMTRI-GM \u03b3\u03b9\u03b1 \u03c4\u03b1 ADAS \u03b4\u03b5\u03af\u03c7\u03bd\u03b5\u03b9 \u03cc\u03c4\u03b9 \u03b7 \u03c4\u03b5\u03c7\u03bd\u03bf\u03bb\u03bf\u03b3\u03af\u03b1 \u03ad\u03c7\u03b5\u03b9 \u03c4\u03b7 \u03bc\u03b5\u03b3\u03b1\u03bb\u03cd\u03c4\u03b5\u03c1\u03b7 \u03b1\u03be\u03af\u03b1 \u03cc\u03c4\u03b1\u03bd \u03c3\u03c5\u03bd\u03b4\u03ad\u03b5\u03c4\u03b1\u03b9 \u03bc\u03b5 \u03c3\u03c5\u03b3\u03ba\u03b5\u03ba\u03c1\u03b9\u03bc\u03ad\u03bd\u03bf \u03ba\u03af\u03bd\u03b4\u03c5\u03bd\u03bf \u03ba\u03b1\u03b9 \u03cc\u03c4\u03b1\u03bd \u03b7 \u03b1\u03c0\u03bf\u03c4\u03b5\u03bb\u03b5\u03c3\u03bc\u03b1\u03c4\u03b9\u03ba\u03cc\u03c4\u03b7\u03c4\u03ac \u03c4\u03b7\u03c2 \u03bc\u03b5\u03c4\u03c1\u03b9\u03ad\u03c4\u03b1\u03b9 \u03bc\u03b5 \u03c0\u03c1\u03b1\u03b3\u03bc\u03b1\u03c4\u03b9\u03ba\u03ac \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03b1.<\/p><p>\u0393\u03b9\u03b1 \u03ad\u03bd\u03b1\u03bd e-commerce owner, \u03b7 \u03c0\u03c1\u03b1\u03ba\u03c4\u03b9\u03ba\u03ae \u03b5\u03c6\u03b1\u03c1\u03bc\u03bf\u03b3\u03ae \u03b5\u03af\u03bd\u03b1\u03b9 \u03be\u03b5\u03ba\u03ac\u03b8\u03b1\u03c1\u03b7: \u03be\u03b5\u03ba\u03b9\u03bd\u03ae\u03c3\u03c4\u03b5 \u03b1\u03c0\u03cc \u03c4\u03b1 \u03c0\u03b9\u03bf \u03b1\u03ba\u03c1\u03b9\u03b2\u03ac \u03c0\u03c1\u03bf\u03b2\u03bb\u03ae\u03bc\u03b1\u03c4\u03b1, \u03b5\u03c6\u03b1\u03c1\u03bc\u03cc\u03c3\u03c4\u03b5 \u03c3\u03c4\u03bf\u03c7\u03b5\u03c5\u03bc\u03ad\u03bd\u03b5\u03c2 \u03b1\u03c5\u03c4\u03bf\u03bc\u03b1\u03c4\u03bf\u03c0\u03bf\u03b9\u03ae\u03c3\u03b5\u03b9\u03c2, \u03bc\u03b5\u03c4\u03c1\u03ae\u03c3\u03c4\u03b5 \u03c0\u03c1\u03b9\u03bd \u03ba\u03b1\u03b9 \u03bc\u03b5\u03c4\u03ac, \u03ba\u03b1\u03b9 \u03b2\u03b5\u03bb\u03c4\u03b9\u03ce\u03c3\u03c4\u03b5 \u03c3\u03c4\u03b1\u03b4\u03b9\u03b1\u03ba\u03ac. \u03a4\u03bf \u03b6\u03b7\u03c4\u03bf\u03cd\u03bc\u03b5\u03bd\u03bf \u03b4\u03b5\u03bd \u03b5\u03af\u03bd\u03b1\u03b9 \u03bd\u03b1 \u03ad\u03c7\u03b5\u03c4\u03b5 \u03c0\u03b5\u03c1\u03b9\u03c3\u03c3\u03cc\u03c4\u03b5\u03c1\u03b1 \u03b5\u03c1\u03b3\u03b1\u03bb\u03b5\u03af\u03b1 \u03b1\u03c0\u03cc \u03c4\u03bf\u03bd \u03b1\u03bd\u03c4\u03b1\u03b3\u03c9\u03bd\u03b9\u03c3\u03bc\u03cc. \u0395\u03af\u03bd\u03b1\u03b9 \u03bd\u03b1 \u03ad\u03c7\u03b5\u03c4\u03b5 \u03bb\u03b9\u03b3\u03cc\u03c4\u03b5\u03c1\u03b1 \u03c4\u03c5\u03c6\u03bb\u03ac \u03c3\u03b7\u03bc\u03b5\u03af\u03b1, \u03c4\u03b1\u03c7\u03cd\u03c4\u03b5\u03c1\u03b5\u03c2 \u03b1\u03bd\u03c4\u03b9\u03b4\u03c1\u03ac\u03c3\u03b5\u03b9\u03c2 \u03ba\u03b1\u03b9 \u03c0\u03b9\u03bf \u03b1\u03be\u03b9\u03cc\u03c0\u03b9\u03c3\u03c4\u03b5\u03c2 \u03b1\u03c0\u03bf\u03c6\u03ac\u03c3\u03b5\u03b9\u03c2. \u03a3\u03b5 \u03bc\u03b9\u03b1 \u03b1\u03b3\u03bf\u03c1\u03ac \u03cc\u03c0\u03bf\u03c5 \u03c4\u03bf \u03ba\u03cc\u03c3\u03c4\u03bf\u03c2 \u03b4\u03b9\u03b1\u03c6\u03ae\u03bc\u03b9\u03c3\u03b7\u03c2 \u03b1\u03c5\u03be\u03ac\u03bd\u03b5\u03c4\u03b1\u03b9 \u03ba\u03b1\u03b9 \u03b7 \u03c5\u03c0\u03bf\u03bc\u03bf\u03bd\u03ae \u03c4\u03bf\u03c5 \u03ba\u03b1\u03c4\u03b1\u03bd\u03b1\u03bb\u03c9\u03c4\u03ae \u03bc\u03b5\u03b9\u03ce\u03bd\u03b5\u03c4\u03b1\u03b9, \u03c4\u03bf \u03c3\u03c9\u03c3\u03c4\u03ac \u03c3\u03c7\u03b5\u03b4\u03b9\u03b1\u03c3\u03bc\u03ad\u03bd\u03bf Automation \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03bd\u03b1 \u03b3\u03af\u03bd\u03b5\u03b9 \u03ad\u03bd\u03b1 \u03b1\u03c0\u03cc \u03c4\u03b1 \u03c0\u03b9\u03bf \u03bf\u03c5\u03c3\u03b9\u03b1\u03c3\u03c4\u03b9\u03ba\u03ac \u03b1\u03bd\u03c4\u03b1\u03b3\u03c9\u03bd\u03b9\u03c3\u03c4\u03b9\u03ba\u03ac \u03c0\u03bb\u03b5\u03bf\u03bd\u03b5\u03ba\u03c4\u03ae\u03bc\u03b1\u03c4\u03b1 \u03b5\u03bd\u03cc\u03c2 e-shop.<\/p>\n\n<p><a href=\"https:\/\/www.designnews.com\/automotive-engineering\/umtri-gm-adas-study\" target=\"_blank\" rel=\"noopener\">DesignNews: UMTRI-GM ADAS Study<\/a><\/p><p><a href=\"https:\/\/www.umtri.umich.edu\/\" target=\"_blank\" rel=\"noopener\">University of Michigan Transportation Research Institute, UMTRI<\/a><\/p><p><a href=\"https:\/\/www.iihs.org\/news\/detail\/front-crash-prevention-slashes-police-reported-rear-end-crashes\" target=\"_blank\" rel=\"noopener\">IIHS: Front crash prevention and rear-end crash reduction<\/a><\/p><p><a href=\"https:\/\/www.iihs.org\/topics\/advanced-driver-assistance\" target=\"_blank\" rel=\"noopener\">IIHS: Advanced driver assistance systems overview<\/a><\/p><p><a href=\"https:\/\/www.mckinsey.com\/capabilities\/growth-marketing-and-sales\/our-insights\/the-value-of-getting-personalization-right-or-wrong-is-multiplying\" target=\"_blank\" rel=\"noopener\">McKinsey: The value of getting personalization right<\/a><\/p>\n\n\n<style>\n.td-faq {\n  margin: 32px 0;\n  border: 1px solid #E5E5E5;\n  border-radius: 12px;\n  background: #FFFFFF;\n  box-shadow: 0 4px 20px rgba(3,6,51,0.08);\n  overflow: hidden;\n}\n.td-faq .td-faq-item {\n  border-bottom: 1px solid #E5E5E5;\n}\n.td-faq .td-faq-item:last-child { border-bottom: 0; }\n.td-faq .td-faq-title {\n  display: flex;\n  justify-content: space-between;\n  align-items: center;\n  gap: 16px;\n  padding: 18px 20px;\n  background: #030633;\n  color: #FCA311;\n  font-weight: 700;\n  cursor: pointer;\n  list-style: none;\n}\n.td-faq .td-faq-title::-webkit-details-marker { display: none; }\n.td-faq .td-faq-title:hover { background: #555555; }\n.td-faq .td-faq-icon {\n  width: 14px;\n  height: 14px;\n  position: relative;\n  flex: 0 0 14px;\n}\n.td-faq .td-faq-icon::before,\n.td-faq .td-faq-icon::after {\n  content: \"\";\n  position: absolute;\n  left: 0;\n  top: 6px;\n  width: 14px;\n  height: 2px;\n  border-radius: 2px;\n  background: #FCA311;\n}\n.td-faq .td-faq-icon::after { transform: rotate(90deg); }\n.td-faq details[open] .td-faq-icon::after { transform: rotate(0); }\n.td-faq .td-faq-content {\n  padding: 18px 20px;\n  background: #FFFFFF;\n  border-top: 1px solid #FED7AA;\n}\n.td-faq .td-faq-content p {\n  margin: 0;\n  color: #555555;\n}\n@media (max-width: 480px) {\n  .td-faq .td-faq-title,\n  .td-faq .td-faq-content {\n    padding: 15px 16px;\n  }\n}\n<\/style>\n<div class=\"wp-block-greenshift-blocks-accordion gs-accordion td-faq\" id=\"gspb_accordion-id-td-faq-69698\">\n  <details class=\"td-faq-item gs-accordion-item\" id=\"faq-1\" open>\n    <summary class=\"td-faq-title gs-accordion-item__title\">\n      <span>\u03a4\u03b9 \u03b5\u03af\u03bd\u03b1\u03b9 \u03c4\u03bf Automation \u03c3\u03c4\u03bf e-commerce \u03ba\u03b1\u03b9 \u03c0\u03ce\u03c2 \u03c3\u03c5\u03bd\u03b4\u03ad\u03b5\u03c4\u03b1\u03b9 \u03bc\u03b5 \u03c4\u03b1 ADAS;<\/span>\n      <span class=\"td-faq-icon\" aria-hidden=\"true\"><\/span>\n    <\/summary>\n    <div class=\"td-faq-content gs-accordion-item__content\">\n      <p>\u03a4\u03bf Automation \u03c3\u03c4\u03bf e-commerce \u03b1\u03bd\u03b1\u03c6\u03ad\u03c1\u03b5\u03c4\u03b1\u03b9 \u03c3\u03c4\u03b7 \u03c7\u03c1\u03ae\u03c3\u03b7 \u03c4\u03b5\u03c7\u03bd\u03bf\u03bb\u03bf\u03b3\u03af\u03b1\u03c2 \u03b3\u03b9\u03b1 \u03c4\u03b7\u03bd \u03b1\u03c5\u03c4\u03bf\u03bc\u03b1\u03c4\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7 \u03b4\u03b9\u03b1\u03b4\u03b9\u03ba\u03b1\u03c3\u03b9\u03ce\u03bd, \u03cc\u03c0\u03c9\u03c2 \u03bf\u03b9 \u03b5\u03b9\u03b4\u03bf\u03c0\u03bf\u03b9\u03ae\u03c3\u03b5\u03b9\u03c2 \u03b1\u03c0\u03bf\u03b8\u03ad\u03bc\u03b1\u03c4\u03bf\u03c2 \u03ae \u03bf\u03b9 \u03ba\u03b1\u03bc\u03c0\u03ac\u03bd\u03b9\u03b5\u03c2 \u03b5\u03c0\u03b1\u03bd\u03b1\u03b3\u03bf\u03c1\u03ac\u03c2. \u03a3\u03c5\u03bd\u03b4\u03ad\u03b5\u03c4\u03b1\u03b9 \u03bc\u03b5 \u03c4\u03b1 ADAS (Advanced Driver Assistance Systems) \u03ba\u03b1\u03b8\u03ce\u03c2 \u03ba\u03b1\u03b9 \u03c4\u03b1 \u03b4\u03cd\u03bf \u03c3\u03c4\u03bf\u03c7\u03b5\u03cd\u03bf\u03c5\u03bd \u03c3\u03c4\u03b7\u03bd \u03c0\u03c1\u03cc\u03bb\u03b7\u03c8\u03b7 \u03c0\u03c1\u03bf\u03b2\u03bb\u03b7\u03bc\u03ac\u03c4\u03c9\u03bd \u03c0\u03c1\u03b9\u03bd \u03b5\u03c0\u03b7\u03c1\u03b5\u03ac\u03c3\u03bf\u03c5\u03bd \u03c4\u03b7\u03bd \u03b1\u03c0\u03cc\u03b4\u03bf\u03c3\u03b7.<\/p>\n    <\/div>\n  <\/details>\n  <details class=\"td-faq-item gs-accordion-item\" id=\"faq-2\">\n    <summary class=\"td-faq-title gs-accordion-item__title\">\n      <span>\u03a0\u03ce\u03c2 \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03c4\u03bf Automation \u03bd\u03b1 \u03b2\u03b5\u03bb\u03c4\u03b9\u03ce\u03c3\u03b5\u03b9 \u03c4\u03b7\u03bd \u03b5\u03bc\u03c0\u03b5\u03b9\u03c1\u03af\u03b1 \u03c0\u03b5\u03bb\u03ac\u03c4\u03b7 \u03c3\u03b5 \u03ad\u03bd\u03b1 e-shop;<\/span>\n      <span class=\"td-faq-icon\" aria-hidden=\"true\"><\/span>\n    <\/summary>\n    <div class=\"td-faq-content gs-accordion-item__content\">\n      <p>\u03a4\u03bf Automation \u03b2\u03b5\u03bb\u03c4\u03b9\u03ce\u03bd\u03b5\u03b9 \u03c4\u03b7\u03bd \u03b5\u03bc\u03c0\u03b5\u03b9\u03c1\u03af\u03b1 \u03c0\u03b5\u03bb\u03ac\u03c4\u03b7 \u03bc\u03b5 \u03c4\u03b7 \u03bc\u03b5\u03af\u03c9\u03c3\u03b7 \u03c4\u03c9\u03bd \u03bb\u03b1\u03b8\u03ce\u03bd \u03ba\u03b1\u03b9 \u03c4\u03b7\u03bd \u03ad\u03b3\u03ba\u03b1\u03b9\u03c1\u03b7 \u03c0\u03b1\u03c1\u03ad\u03bc\u03b2\u03b1\u03c3\u03b7 \u03c3\u03b5 \u03c0\u03c1\u03bf\u03b2\u03bb\u03ae\u03bc\u03b1\u03c4\u03b1, \u03cc\u03c0\u03c9\u03c2 \u03b5\u03b3\u03ba\u03b1\u03c4\u03b1\u03bb\u03b5\u03bb\u03b5\u03b9\u03bc\u03bc\u03ad\u03bd\u03b1 \u03ba\u03b1\u03bb\u03ac\u03b8\u03b9\u03b1 \u03ae \u03ba\u03b1\u03b8\u03c5\u03c3\u03c4\u03b5\u03c1\u03b7\u03bc\u03ad\u03bd\u03b5\u03c2 \u03b1\u03c0\u03bf\u03c3\u03c4\u03bf\u03bb\u03ad\u03c2. \u0388\u03c4\u03c3\u03b9, \u03bf\u03b9 \u03c0\u03b5\u03bb\u03ac\u03c4\u03b5\u03c2 \u03b1\u03c0\u03bf\u03bb\u03b1\u03bc\u03b2\u03ac\u03bd\u03bf\u03c5\u03bd \u03c0\u03b9\u03bf \u03bf\u03bc\u03b1\u03bb\u03ae \u03ba\u03b1\u03b9 \u03b9\u03ba\u03b1\u03bd\u03bf\u03c0\u03bf\u03b9\u03b7\u03c4\u03b9\u03ba\u03ae \u03b5\u03bc\u03c0\u03b5\u03b9\u03c1\u03af\u03b1 \u03b1\u03b3\u03bf\u03c1\u03ce\u03bd.<\/p>\n    <\/div>\n  <\/details>\n  <details class=\"td-faq-item gs-accordion-item\" id=\"faq-3\">\n    <summary class=\"td-faq-title gs-accordion-item__title\">\n      <span>\u03a0\u03bf\u03b9\u03b1 \u03b5\u03af\u03bd\u03b1\u03b9 \u03c4\u03b1 \u03b2\u03b1\u03c3\u03b9\u03ba\u03ac \u03c3\u03b7\u03bc\u03b5\u03af\u03b1 \u03b5\u03c6\u03b1\u03c1\u03bc\u03bf\u03b3\u03ae\u03c2 \u03c4\u03bf\u03c5 Automation \u03c3\u03c4\u03bf e-commerce;<\/span>\n      <span class=\"td-faq-icon\" aria-hidden=\"true\"><\/span>\n    <\/summary>\n    <div class=\"td-faq-content gs-accordion-item__content\">\n      <p>\u03a4\u03b1 \u03b2\u03b1\u03c3\u03b9\u03ba\u03ac \u03c3\u03b7\u03bc\u03b5\u03af\u03b1 \u03b5\u03c6\u03b1\u03c1\u03bc\u03bf\u03b3\u03ae\u03c2 \u03c4\u03bf\u03c5 Automation \u03c3\u03c4\u03bf e-commerce \u03c0\u03b5\u03c1\u03b9\u03bb\u03b1\u03bc\u03b2\u03ac\u03bd\u03bf\u03c5\u03bd \u03c4\u03b7\u03bd \u03b1\u03c0\u03cc\u03ba\u03c4\u03b7\u03c3\u03b7 \u03c0\u03b5\u03bb\u03b1\u03c4\u03ce\u03bd, \u03c4\u03b7\u03bd \u03b1\u03cd\u03be\u03b7\u03c3\u03b7 \u03c4\u03c9\u03bd \u03bc\u03b5\u03c4\u03b1\u03c4\u03c1\u03bf\u03c0\u03ce\u03bd, \u03c4\u03b7 \u03b2\u03b5\u03bb\u03c4\u03af\u03c9\u03c3\u03b7 \u03c4\u03c9\u03bd \u03bb\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03b9\u03ce\u03bd \u03ba\u03b1\u03b9 \u03c4\u03b7\u03bd \u03b5\u03bd\u03af\u03c3\u03c7\u03c5\u03c3\u03b7 \u03c4\u03b7\u03c2 \u03b4\u03b9\u03b1\u03c4\u03ae\u03c1\u03b7\u03c3\u03b7\u03c2 \u03c0\u03b5\u03bb\u03b1\u03c4\u03ce\u03bd. \u039a\u03ac\u03b8\u03b5 \u03c4\u03bf\u03bc\u03ad\u03b1\u03c2 \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03bd\u03b1 \u03b5\u03c0\u03c9\u03c6\u03b5\u03bb\u03b7\u03b8\u03b5\u03af \u03b1\u03c0\u03cc \u03c3\u03c4\u03bf\u03c7\u03b5\u03c5\u03bc\u03ad\u03bd\u03b5\u03c2 \u03b1\u03c5\u03c4\u03bf\u03bc\u03b1\u03c4\u03bf\u03c0\u03bf\u03b9\u03ae\u03c3\u03b5\u03b9\u03c2 \u03c0\u03bf\u03c5 \u03bc\u03b5\u03b9\u03ce\u03bd\u03bf\u03c5\u03bd \u03c4\u03bf \u03ba\u03cc\u03c3\u03c4\u03bf\u03c2 \u03ba\u03b1\u03b9 \u03b1\u03c5\u03be\u03ac\u03bd\u03bf\u03c5\u03bd \u03c4\u03b7\u03bd \u03b1\u03c0\u03bf\u03c4\u03b5\u03bb\u03b5\u03c3\u03bc\u03b1\u03c4\u03b9\u03ba\u03cc\u03c4\u03b7\u03c4\u03b1.<\/p>\n    <\/div>\n  <\/details>\n  <details class=\"td-faq-item gs-accordion-item\" id=\"faq-4\">\n    <summary class=\"td-faq-title gs-accordion-item__title\">\n      <span>\u03a0\u03bf\u03b9\u03b1 \u03b5\u03af\u03bd\u03b1\u03b9 \u03c4\u03b1 \u03c0\u03b9\u03bf \u03c3\u03c5\u03bd\u03b7\u03b8\u03b9\u03c3\u03bc\u03ad\u03bd\u03b1 \u03bb\u03ac\u03b8\u03b7 \u03c3\u03c4\u03b7\u03bd \u03b5\u03c6\u03b1\u03c1\u03bc\u03bf\u03b3\u03ae \u03c4\u03bf\u03c5 e-commerce Automation;<\/span>\n      <span class=\"td-faq-icon\" aria-hidden=\"true\"><\/span>\n    <\/summary>\n    <div class=\"td-faq-content gs-accordion-item__content\">\n      <p>\u03a3\u03c5\u03bd\u03b7\u03b8\u03b9\u03c3\u03bc\u03ad\u03bd\u03b1 \u03bb\u03ac\u03b8\u03b7 \u03c0\u03b5\u03c1\u03b9\u03bb\u03b1\u03bc\u03b2\u03ac\u03bd\u03bf\u03c5\u03bd \u03c4\u03b7\u03bd \u03c5\u03c0\u03b5\u03c1\u03b2\u03bf\u03bb\u03b9\u03ba\u03ae \u03b1\u03c5\u03c4\u03bf\u03bc\u03b1\u03c4\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7, \u03c4\u03b7\u03bd \u03ba\u03b1\u03ba\u03ae \u03c0\u03bf\u03b9\u03cc\u03c4\u03b7\u03c4\u03b1 \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03c9\u03bd \u03ba\u03b1\u03b9 \u03c4\u03b7\u03bd \u03b1\u03c0\u03bf\u03c5\u03c3\u03af\u03b1 \u03c5\u03c0\u03b5\u03c5\u03b8\u03c5\u03bd\u03cc\u03c4\u03b7\u03c4\u03b1\u03c2. \u0391\u03c5\u03c4\u03ac \u03bc\u03c0\u03bf\u03c1\u03bf\u03cd\u03bd \u03bd\u03b1 \u03bf\u03b4\u03b7\u03b3\u03ae\u03c3\u03bf\u03c5\u03bd \u03c3\u03b5 \u03c0\u03c1\u03bf\u03b2\u03bb\u03ae\u03bc\u03b1\u03c4\u03b1 \u03cc\u03c0\u03c9\u03c2 \u03bb\u03b1\u03bd\u03b8\u03b1\u03c3\u03bc\u03ad\u03bd\u03b1 \u03bc\u03b7\u03bd\u03cd\u03bc\u03b1\u03c4\u03b1, \u03b4\u03b9\u03c0\u03bb\u03ad\u03c2 \u03b1\u03c0\u03bf\u03c3\u03c4\u03bf\u03bb\u03ad\u03c2 \u03ae \u03b1\u03ba\u03b1\u03c4\u03ac\u03bb\u03bb\u03b7\u03bb\u03b5\u03c2 \u03c0\u03c1\u03bf\u03c9\u03b8\u03ae\u03c3\u03b5\u03b9\u03c2.<\/p>\n    <\/div>\n  <\/details>\n  <details class=\"td-faq-item gs-accordion-item\" id=\"faq-5\">\n    <summary class=\"td-faq-title gs-accordion-item__title\">\n      <span>\u03a0\u03ce\u03c2 \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03ad\u03bd\u03b1 e-shop \u03bd\u03b1 \u03be\u03b5\u03ba\u03b9\u03bd\u03ae\u03c3\u03b5\u03b9 \u03bc\u03b5 \u03c4\u03bf Automation;<\/span>\n      <span class=\"td-faq-icon\" aria-hidden=\"true\"><\/span>\n    <\/summary>\n    <div class=\"td-faq-content gs-accordion-item__content\">\n      <p>\u0388\u03bd\u03b1 e-shop \u03c0\u03c1\u03ad\u03c0\u03b5\u03b9 \u03bd\u03b1 \u03be\u03b5\u03ba\u03b9\u03bd\u03ae\u03c3\u03b5\u03b9 \u03bc\u03b5 \u03c4\u03b7\u03bd \u03ba\u03b1\u03c4\u03b1\u03b3\u03c1\u03b1\u03c6\u03ae \u03c4\u03c9\u03bd \u03c3\u03b7\u03bc\u03b5\u03af\u03c9\u03bd \u03b1\u03c0\u03ce\u03bb\u03b5\u03b9\u03b1\u03c2 \u03ba\u03b1\u03b9 \u03c4\u03b7\u03bd \u03b9\u03b5\u03c1\u03ac\u03c1\u03c7\u03b7\u03c3\u03b7 \u03c4\u03c9\u03bd \u03c0\u03c1\u03bf\u03b2\u03bb\u03b7\u03bc\u03ac\u03c4\u03c9\u03bd \u03bc\u03b5 \u03b2\u03ac\u03c3\u03b7 \u03c4\u03b7\u03bd \u03bf\u03b9\u03ba\u03bf\u03bd\u03bf\u03bc\u03b9\u03ba\u03ae \u03c4\u03bf\u03c5\u03c2 \u03b5\u03c0\u03af\u03b4\u03c1\u03b1\u03c3\u03b7. \u0397 \u03b5\u03c6\u03b1\u03c1\u03bc\u03bf\u03b3\u03ae \u03c4\u03bf\u03c5 Automation \u03c0\u03c1\u03ad\u03c0\u03b5\u03b9 \u03bd\u03b1 \u03b5\u03c3\u03c4\u03b9\u03ac\u03b6\u03b5\u03b9 \u03c3\u03b5 \u03c4\u03bf\u03bc\u03b5\u03af\u03c2 \u03bc\u03b5 \u03c5\u03c8\u03b7\u03bb\u03cc \u03cc\u03c6\u03b5\u03bb\u03bf\u03c2 \u03ba\u03b1\u03b9 \u03b4\u03b9\u03b1\u03c7\u03b5\u03b9\u03c1\u03af\u03c3\u03b9\u03bc\u03b7 \u03c0\u03bf\u03bb\u03c5\u03c0\u03bb\u03bf\u03ba\u03cc\u03c4\u03b7\u03c4\u03b1.<\/p>\n    <\/div>\n  <\/details>\n  <details class=\"td-faq-item gs-accordion-item\" id=\"faq-6\">\n    <summary class=\"td-faq-title gs-accordion-item__title\">\n      <span>\u03a0\u03bf\u03b9\u03b1 \u03b5\u03af\u03bd\u03b1\u03b9 \u03b7 \u03b1\u03be\u03af\u03b1 \u03c4\u03b7\u03c2 \u03bc\u03b5\u03bb\u03ad\u03c4\u03b7\u03c2 UMTRI-GM \u03b3\u03b9\u03b1 \u03c4\u03bf e-commerce Automation;<\/span>\n      <span class=\"td-faq-icon\" aria-hidden=\"true\"><\/span>\n    <\/summary>\n    <div class=\"td-faq-content gs-accordion-item__content\">\n      <p>\u0397 \u03bc\u03b5\u03bb\u03ad\u03c4\u03b7 UMTRI-GM \u03b4\u03b5\u03af\u03c7\u03bd\u03b5\u03b9 \u03c4\u03b7 \u03c3\u03b7\u03bc\u03b1\u03c3\u03af\u03b1 \u03c4\u03b7\u03c2 \u03c4\u03b5\u03c7\u03bd\u03bf\u03bb\u03bf\u03b3\u03af\u03b1\u03c2 \u03c0\u03bf\u03c5 \u03b2\u03b1\u03c3\u03af\u03b6\u03b5\u03c4\u03b1\u03b9 \u03c3\u03b5 \u03c0\u03c1\u03b1\u03b3\u03bc\u03b1\u03c4\u03b9\u03ba\u03ac \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03b1 \u03ba\u03b1\u03b9 \u03b1\u03c0\u03bf\u03c4\u03b5\u03bb\u03ad\u03c3\u03bc\u03b1\u03c4\u03b1. \u0393\u03b9\u03b1 \u03c4\u03bf e-commerce, \u03c5\u03c0\u03bf\u03b3\u03c1\u03b1\u03bc\u03bc\u03af\u03b6\u03b5\u03b9 \u03c4\u03b7\u03bd \u03b1\u03bd\u03ac\u03b3\u03ba\u03b7 \u03b3\u03b9\u03b1 \u03b1\u03c5\u03c4\u03bf\u03bc\u03b1\u03c4\u03bf\u03c0\u03bf\u03b9\u03ae\u03c3\u03b5\u03b9\u03c2 \u03c0\u03bf\u03c5 \u03bc\u03b5\u03b9\u03ce\u03bd\u03bf\u03c5\u03bd \u03c4\u03bf \u03c1\u03af\u03c3\u03ba\u03bf \u03ba\u03b1\u03b9 \u03b5\u03bd\u03b9\u03c3\u03c7\u03cd\u03bf\u03c5\u03bd \u03c4\u03b7\u03bd \u03b1\u03c0\u03bf\u03b4\u03bf\u03c4\u03b9\u03ba\u03cc\u03c4\u03b7\u03c4\u03b1.<\/p>\n    <\/div>\n  <\/details>\n  <details class=\"td-faq-item gs-accordion-item\" id=\"faq-7\">\n    <summary class=\"td-faq-title gs-accordion-item__title\">\n      <span>\u03a0\u03ce\u03c2 \u03c4\u03bf Automation \u03b5\u03c0\u03b7\u03c1\u03b5\u03ac\u03b6\u03b5\u03b9 \u03c4\u03b9\u03c2 \u03b1\u03c0\u03bf\u03c6\u03ac\u03c3\u03b5\u03b9\u03c2 \u03c3\u03c4\u03bf e-commerce;<\/span>\n      <span class=\"td-faq-icon\" aria-hidden=\"true\"><\/span>\n    <\/summary>\n    <div class=\"td-faq-content gs-accordion-item__content\">\n      <p>\u03a4\u03bf Automation \u03b5\u03c0\u03b9\u03c4\u03c1\u03ad\u03c0\u03b5\u03b9 \u03c4\u03b7 \u03bb\u03ae\u03c8\u03b7 \u03b1\u03c0\u03bf\u03c6\u03ac\u03c3\u03b5\u03c9\u03bd \u03b2\u03b1\u03c3\u03b9\u03c3\u03bc\u03ad\u03bd\u03c9\u03bd \u03c3\u03b5 \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03b1, \u03bc\u03b5\u03b9\u03ce\u03bd\u03bf\u03bd\u03c4\u03b1\u03c2 \u03c4\u03b7\u03bd \u03b5\u03be\u03ac\u03c1\u03c4\u03b7\u03c3\u03b7 \u03b1\u03c0\u03cc \u03c4\u03b7 \u03b4\u03b9\u03b1\u03af\u03c3\u03b8\u03b7\u03c3\u03b7. \u0392\u03bf\u03b7\u03b8\u03ac \u03c3\u03c4\u03b7\u03bd \u03b1\u03bd\u03b1\u03b3\u03bd\u03ce\u03c1\u03b9\u03c3\u03b7 \u03c0\u03c1\u03bf\u03b2\u03bb\u03b7\u03bc\u03ac\u03c4\u03c9\u03bd \u03ba\u03b1\u03b9 \u03c3\u03c4\u03b7\u03bd \u03ac\u03bc\u03b5\u03c3\u03b7 \u03c0\u03b1\u03c1\u03ad\u03bc\u03b2\u03b1\u03c3\u03b7 \u03b3\u03b9\u03b1 \u03c4\u03b7\u03bd \u03b1\u03c0\u03bf\u03c6\u03c5\u03b3\u03ae \u03b1\u03c0\u03c9\u03bb\u03b5\u03b9\u03ce\u03bd.<\/p>\n    <\/div>\n  <\/details>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>How the UMTRI-GM study on ADAS shows e-shop owners how to reduce risk, errors and lost revenue with automation.<\/p>","protected":false},"author":1,"featured_media":69697,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_gspb_post_css":"","footnotes":""},"categories":[405],"tags":[7423,6763,7245,3751,3546],"class_list":["post-69698","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-automation","tag-adas","tag-ai","tag-automation","tag-conversion-optimization","tag-e-commerce-2"],"blocksy_meta":[],"_links":{"self":[{"href":"https:\/\/twodots.gr\/en\/wp-json\/wp\/v2\/posts\/69698","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/twodots.gr\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/twodots.gr\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/twodots.gr\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/twodots.gr\/en\/wp-json\/wp\/v2\/comments?post=69698"}],"version-history":[{"count":0,"href":"https:\/\/twodots.gr\/en\/wp-json\/wp\/v2\/posts\/69698\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/twodots.gr\/en\/wp-json\/wp\/v2\/media\/69697"}],"wp:attachment":[{"href":"https:\/\/twodots.gr\/en\/wp-json\/wp\/v2\/media?parent=69698"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/twodots.gr\/en\/wp-json\/wp\/v2\/categories?post=69698"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/twodots.gr\/en\/wp-json\/wp\/v2\/tags?post=69698"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}