{"id":89529,"date":"2026-03-28T11:52:52","date_gmt":"2026-03-28T11:52:52","guid":{"rendered":"https:\/\/alienroad.com\/%eb%b6%84%eb%a5%98%eb%90%98%ec%a7%80-%ec%95%8a%ec%9d%8c\/ai-advertising-optimization-essential-tools-for-enterprise-a\/"},"modified":"2026-04-05T07:05:19","modified_gmt":"2026-04-05T07:05:19","slug":"ai-advertising-optimization-essential-tools-for-enterprise-a","status":"publish","type":"post","link":"https:\/\/alienroad.com\/ko\/ai-optimization-2\/ai-advertising-optimization-essential-tools-for-enterprise-a\/","title":{"rendered":"AI \uad11\uace0 \ucd5c\uc801\ud654: 2025\ub144 \ubbf8\uad6d \uae30\uc5c5 AIO\ub97c \uc704\ud55c \ud544\uc218 \ub3c4\uad6c"},"content":{"rendered":"

AI \uad11\uace0 \ucd5c\uc801\ud654\ub294 \ub514\uc9c0\ud138 \ub9c8\ucf00\ud305 \ud658\uacbd\uc5d0\uc11c \ubcc0\ud601\uc801\uc778 \ud798\uc744 \ubc1c\ud718\ud558\uba70, \ud2b9\ud788 2025\ub144 \ubbf8\uad6d \uc2dc\uc7a5\uc758 \ubcf5\uc7a1\uc131\uc744 \ud0d0\uc0c9\ud558\ub294 \uae30\uc5c5\ub4e4\uc5d0\uac8c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \ube44\uc988\ub2c8\uc2a4\uac00 \uacbd\uc7c1 \uc2ec\ud654\uc640 \ubcc0\ud654\ud558\ub294 \uc18c\ube44\uc790 \ud589\ub3d9 \uc18d\uc5d0\uc11c \uc6b4\uc601\uc744 \ud655\ub300\ud568\uc5d0 \ub530\ub77c, \uc778\uacf5 \uc9c0\ub2a5\uc744 \ud65c\uc6a9\ud558\ub294 \uac83\uc740 \uc815\ud655\ud55c \ud0c0\uac9f\ud305, \ud6a8\uc728\uc801\uc778 \uc790\uc6d0 \ubc30\ubd84, \uadf8\ub9ac\uace0 \uad11\uace0 \uc9c0\ucd9c\uc5d0 \ub300\ud55c \uce21\uc815 \uac00\ub2a5\ud55c \uc218\uc775\uc744 \ub2ec\uc131\ud558\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc774 \uac1c\uc694\ub294 \uae30\uc5c5 \uc218\uc900\uc758 AI \uad11\uace0 \ucd5c\uc801\ud654\ub97c \uc704\ud574 \ub9de\ucda4\ud654\ub41c \uc778\uae30 \uc788\ub294 AI \ucd5c\uc801\ud654 \ub3c4\uad6c\ub97c \ud0d0\uad6c\ud558\uba70, \uc6cc\ud06c\ud50c\ub85c\uc6b0\ub97c \uac04\uc18c\ud654\ud558\uace0 \uc218\uc775 \uc131\uc7a5\uc744 \ucd09\uc9c4\ud558\ub294 \uc5ed\ud560\uc744 \uac15\uc870\ud569\ub2c8\ub2e4. \ub370\uc774\ud130 \uc591\uc774 \uae30\ud558\uae09\uc218\uc801\uc73c\ub85c \ud3ed\ubc1c\ud558\ub294 \uc2dc\ub300\uc5d0 AI\ub294 \ub9c8\ucf00\ud130\uac00 \ubc29\ub300\ud55c \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ucd08 \ub2e8\uc704\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\uac8c \ud558\uc5ec, \uc218\ub3d9 \ubc29\ubc95\uc73c\ub85c\ub294 \uac04\uacfc\ub420 \uc218 \uc788\ub294 \ud1b5\ucc30\uc744 \ubc1c\uad74\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \ud1b5\ud569\ud55c \ub3c4\uad6c\ub294 \uc0ac\uc6a9\uc790 \ucc38\uc5ec\ub97c 85% \uc815\ud655\ub3c4\ub85c \uc608\uce21\ud560 \uc218 \uc788\uc73c\uba70, \uc774\ub294 \uc804\ud1b5\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc744 \ud6e8\uc52c \ub2a5\uac00\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc744 \ucc44\ud0dd\ud55c \uae30\uc5c5\ub4e4\uc740 \uad11\uace0 \uc9c0\ucd9c \uc218\uc775\ub960(ROAS)\uc5d0\uc11c \ucd5c\ub300 30% \uac1c\uc120\uc744 \ubcf4\uace0\ud558\uba70, AI \ud1b5\ud569\uc758 \uc804\ub7b5\uc801 \ud544\uc694\uc131\uc744 \uac15\uc870\ud569\ub2c8\ub2e4. \uc774 \uae30\uc0ac\ub294 AI \uad11\uace0 \ucd5c\uc801\ud654 \ub3c4\uad6c\uac00 \uc2e4\uc2dc\uac04 \uc131\uacfc \ubd84\uc11d\uc744 \uc6a9\uc774\ud558\uac8c \ud558\uace0, \uccad\uc911 \uc138\ubd84\ud654\ub97c \uc138\ubc00\ud558\uac8c \uc870\uc815\ud558\uba70, \uc804\ud658\uc728\uc744 \ub192\uc774\uace0, \uc608\uc0b0 \uad00\ub9ac\ub97c \uc790\ub3d9\ud654\ud558\ub294 \ubc29\ubc95\uc744 \uac80\ud1a0\ud558\uba70, 2025\ub144 \ubbf8\uad6d \uae30\ubc18 \uc870\uc9c1\uc774 \ubc88\uc601\ud560 \uc218 \uc788\ub294 \ub85c\ub4dc\ub9f5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n

\uad11\uace0\uc5d0\uc11c\uc758 AI \ucc44\ud0dd\uc740 \ub2e8\uc21c\ud55c \ud2b8\ub80c\ub4dc\uac00 \uc544\ub2c8\ub77c \uacbd\uc7c1 \uc6b0\uc704\ub97c \uc720\uc9c0\ud558\ub824\ub294 \uae30\uc5c5\ub4e4\uc5d0\uac8c \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uce98\ub9ac\ud3ec\ub2c8\uc544 \uc18c\ube44\uc790 \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638\ubc95\uacfc \uac19\uc740 \ud504\ub77c\uc774\ubc84\uc2dc \uaddc\uc81c\uac00 \ub370\uc774\ud130 \uc0ac\uc6a9\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce58\ub294 \uac00\uc6b4\ub370, AI \ub3c4\uad6c\ub294 \uaddc\uc815 \uc900\uc218\ub97c \ubcf4\uc7a5\ud558\uba74\uc11c \ud6a8\uc728\uc131\uc744 \uadf9\ub300\ud654\ud569\ub2c8\ub2e4. \uc778\uae30 \uc788\ub294 \ud50c\ub7ab\ud3fc\ub4e4\uc740 \uc774\uc81c \uace0\uae09 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \ud1b5\ud569\ud558\uc5ec \uac80\uc0c9 \ucffc\ub9ac\uc640 \uc18c\uc15c \uc0c1\ud638\uc791\uc6a9\uc5d0\uc11c \uc0ac\uc6a9\uc790 \uc758\ub3c4\ub97c \ud574\uc11d\ud558\uba70, \ucd08\uac1c\uc778\ud654\ub41c \ucea0\ud398\uc778\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub3c4\uad6c\ub97c \ud0d0\uad6c\ud558\uba74\uc11c \uae30\uc5c5 \uc694\uad6c\uc0ac\ud56d\uacfc\uc758 \uc77c\uce58\uc131\uc744 \uace0\ub824\ud558\uc138\uc694: \ub9e4\uc77c \uc218\ubc31\ub9cc\uc758 \ub178\ucd9c\uc744 \ucc98\ub9ac\ud558\ub294 \ud655\uc7a5\uc131, \uae30\uc874 CRM \uc2dc\uc2a4\ud15c\uacfc\uc758 \uc6d0\ud65c\ud55c \ud1b5\ud569, \ub370\uc774\ud130 \uae30\ubc18 \uc758\uc0ac \uacb0\uc815\uc744 \uc704\ud55c \uac15\ub825\ud55c \ubd84\uc11d. 2025\ub144\uae4c\uc9c0 AI \uc8fc\ub3c4 \uad11\uace0 \ucea0\ud398\uc778\uc774 \ubbf8\uad6d \uae30\uc5c5 \uc608\uc0b0\uc758 70%\ub97c \uc7a5\uc545\ud560 \uac83\uc73c\ub85c \uc608\uc0c1\ub418\uba70, \uc804\ub7b5\uc801 \uad6c\ud604\uc758 \uc2dc\uae09\uc131\uc744 \uac15\uc870\ud569\ub2c8\ub2e4.<\/p>\n

\uae30\uc5c5 \ud658\uacbd\uc5d0\uc11c\uc758 AI \uad11\uace0 \ucd5c\uc801\ud654 \uae30\ucd08<\/h2>\n

\uadfc\ubcf8\uc801\uc73c\ub85c AI \uad11\uace0 \ucd5c\uc801\ud654\ub294 \uba38\uc2e0\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud558\uc5ec \uad11\uace0 \ubc30\ud3ec \ud504\ub85c\uc138\uc2a4\ub97c \uc790\ub3d9\ud654\ud558\uace0 \uc138\ubc00\ud558\uac8c \uc870\uc815\ud558\uba70, \uad11\uace0\uac00 \ucd5c\uc801\uc758 \uc2dc\uc810\uc5d0 \uc801\uc808\ud55c \uccad\uc911\uc5d0\uac8c \ub3c4\ub2ec\ud558\ub3c4\ub85d \ud569\ub2c8\ub2e4. \ubbf8\uad6d \uae30\uc5c5\ub4e4\uc5d0\uac8c \uc2dc\uc7a5 \ud30c\ud3b8\ud654\uac00 \ubbfc\ucca9\uc131\uc744 \uc694\uad6c\ud558\ub294 \uac00\uc6b4\ub370, \uc774\ub7ec\ud55c \ub3c4\uad6c\ub294 \uc800\uc131\ub2a5 \ud06c\ub9ac\uc5d0\uc774\ud2f0\ube0c\uc5d0 \uacfc\ub3c4\ud55c \uc9c0\ucd9c\uacfc \uad00\ub828\ub41c \uc704\ud5d8\uc744 \uc644\ud654\ud569\ub2c8\ub2e4. AI\ub294 \ucea0\ud398\uc778 \ub370\uc774\ud130\ub85c\ubd80\ud130 \uc9c0\uc18d\uc801\uc73c\ub85c \ud559\uc2b5\ud558\uc5ec \ubc00\ub9ac\ucd08 \ub2e8\uc704\ub85c \uc785\ucc30\uc744 \uc870\uc815\ud568\uc73c\ub85c\uc368 \uace0\uac00\uce58 \uae30\ud68c\ub97c \ud3ec\ucc29\ud569\ub2c8\ub2e4. \uc774 \ub3d9\uc801 \uc870\uc815 \uba54\ucee4\ub2c8\uc998\uc740 \uc885\uc885 \uac15\ud654 \ud559\uc2b5\uc73c\ub85c \uad6c\ub3d9\ub418\uba70, \uacc4\uc808\uc801 \uc218\uc694 \ubcc0\ub3d9\uacfc \uac19\uc740 \uc2dc\uc7a5 \ubcc0\ud654\ub97c \uc608\uce21\ud558\ub294 \uc608\uce21 \ubaa8\ub378\ub9c1\uc744 \ud5c8\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n

AI \ud6a8\uc728\uc131\uc744 \uc8fc\ub3c4\ud558\ub294 \ud575\uc2ec \uad6c\uc131 \uc694\uc18c<\/h3>\n

AI \uad11\uace0 \ucd5c\uc801\ud654\uc758 \uc911\uc2ec\uc5d0\ub294 \uc0ac\uc6a9\uc790 \ud589\ub3d9 \ud328\ud134\uc744 \ubd84\uc11d\ud558\ub294 \uc54c\uace0\ub9ac\uc998\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc2e4\uc2dc\uac04 \uc131\uacfc \ubd84\uc11d\uc774 \uae30\ubc18\uc774 \ub418\uba70, google<\/a> Performance Max\uc640 \uac19\uc740 \ub3c4\uad6c\ub294 \uc2e0\uacbd\ub9dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud074\ub9ad\ub960(CTR)\uacfc \ucc38\uc5ec \uc9c0\ud45c\ub97c \uc989\uc2dc \ud3c9\uac00\ud569\ub2c8\ub2e4. \uae30\uc5c5\ub4e4\uc740 \uc774\ub7ec\ud55c \ud1b5\ucc30\uc744 \uc2dc\uac01\ud654\ud558\ub294 \ub300\uc2dc\ubcf4\ub4dc\ub97c \ud1b5\ud574 \uc774\uc810\uc744 \uc5bb\uc73c\uba70, \uc608\ub97c \ub4e4\uc5b4 AI\uac00 \uc800\ucc38\uc5ec \ucc44\ub110\ub85c\ubd80\ud130 \uc608\uc0b0\uc744 \uc7ac\ubc30\ubd84\ud560 \ub54c CTR\uc774 25% \uc0c1\uc2b9\ud558\ub294 \uac83\uc744 \ub4dc\ub7ec\ub0c5\ub2c8\ub2e4. \uccad\uc911 \uc138\ubd84\ud654\ub294 \uc778\uad6c\ud1b5\uacc4, \uad00\uc2ec\uc0ac, \uacfc\uac70 \uc0c1\ud638\uc791\uc6a9\uc5d0 \uae30\ubc18\ud55c \uc0ac\uc6a9\uc790 \ud074\ub7ec\uc2a4\ud130\ub9c1\uc744 \ud1b5\ud574 \uc774\ub97c \uc99d\ud3ed\uc2dc\ud0a4\uba70, \uad00\ub828\uc131 \uc810\uc218\ub97c \ucd5c\ub300 40% \ub192\uc774\ub294 \ub9c8\uc774\ud06c\ub85c \uc138\uadf8\uba3c\ud2b8\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/p>\n

\ud1b5\ud569 \ub3c4\uc804\uacfc \ud574\uacb0\ucc45<\/h3>\n

\uae30\uc5c5 \ucc44\ud0dd\uc740 \uc885\uc885 \ub370\uc774\ud130 \uc0ac\uc77c\ub85c\uc640 \uac19\uc740 \uc7a5\uc560\ubb3c\uc744 \ub9c8\uc8fc\ud558\uc9c0\ub9cc, AI \ub3c4\uad6c\ub294 API \uae30\ubc18 \uc5f0\uacb0\uc131\uc744 \ud1b5\ud574 \uc774\ub97c \ud574\uacb0\ud569\ub2c8\ub2e4. \ubbf8\uad6d \uae30\uc5c5\ub4e4\uc5d0\uac8c GDPR\uc640 \uc720\uc0ac\ud55c \ud45c\uc900 \uc900\uc218\ub294 Adobe Advertising Cloud\uc640 \uac19\uc740 \ud50c\ub7ab\ud3fc\uc5d0\uc11c \ub370\uc774\ud130 \uc775\uba85\ud654\ub97c \ud1b5\ud574 \uc6d0\ud65c\ud558\uba70, \ucd5c\uc801\ud654 \ubb34\uacb0\uc131\uc744 \uc720\uc9c0\ud569\ub2c8\ub2e4. \uc804\ub7b5\uc73c\ub85c\ub294 \ud1b5\ud569\uc744 \ud14c\uc2a4\ud2b8\ud558\uae30 \uc704\ud55c \ud30c\uc77c\ub7ff \ucea0\ud398\uc778\uc73c\ub85c \uc2dc\uc791\ud558\uc5ec \uc804\uccb4 \uaddc\ubaa8 \ub864\uc544\uc6c3 \uc804\uc5d0 15-20% \ucd08\uae30 \ud6a8\uc728\uc131 \ud5a5\uc0c1\uc744 \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n

\uc2e4\uc2dc\uac04 \uc131\uacfc \ubd84\uc11d\uc744 \uc704\ud55c \uc120\ub3c4\uc801\uc778 AI \ub3c4\uad6c<\/h2>\n

\uc2e4\uc2dc\uac04 \uc131\uacfc \ubd84\uc11d\uc740 AI \uad11\uace0 \ucd5c\uc801\ud654\uc758 \uae30\ub465\uc73c\ub85c, \uae30\uc5c5\ub4e4\uc774 \uc9c0\uc5f0 \uc5c6\uc774 \ucea0\ud398\uc778\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud558\uace0 \uc870\uc815\ud560 \uc218 \uc788\uac8c \ud569\ub2c8\ub2e4. 2025\ub144\uc5d0 The Trade Desk\uc758 Koa AI\uc640 \uac19\uc740 \ub3c4\uad6c\ub294 \ud398\ud0c0\ubc14\uc774\ud2b8\uc758 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uc5ec \ub178\ucd9c \uac00\uce58 \uc608\uce21\uc744 \uc218\ud589\ud558\uba70, \ud3c9\uade0 ROAS\ub97c 35% \uac1c\uc120\ud558\uae30 \uc704\ud574 \uc804\ub7b5\uc744 \uc870\uc815\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud50c\ub7ab\ud3fc\ub4e4\uc740 \uc5e3\uc9c0 \ucef4\ud4e8\ud305\uc744 \ud65c\uc6a9\ud558\uc5ec \uacb0\uc815 \uc2dc\uac04\uc744 100\ubc00\ub9ac\ucd08 \ubbf8\ub9cc\uc73c\ub85c \uc904\uc774\uba70, \ud504\ub85c\uadf8\ub798\ub9e4\ud2f1 \uad11\uace0\uc758 \ube60\ub978 \uacbd\ub9e4\uc5d0 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n

\uace0\uae09 \ubd84\uc11d \uae30\ub2a5<\/h3>\n

AI \uad11\uace0 \ucd5c\uc801\ud654\ub294 \uc774\uc0c1 \ud0d0\uc9c0\uc640 \uac19\uc740 \uae30\ub2a5\uc5d0\uc11c \ube5b\uc744 \ubc1c\ud558\uba70, \uacbd\uc81c \uc9c0\ud45c\uc640 \uac19\uc740 \uc678\ubd80 \uc694\uc778\uacfc \uc5f0\uacb0\ub41c \uc804\ud658\uc728\uc758 \uac11\uc791\uc2a4\ub7ec\uc6b4 \ud558\ub77d\uc744 \ud50c\ub798\uadf8\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, 2024\ub144 \ud734\uac00 \uc2dc\uc98c \ub3d9\uc548 Criteo\uc758 AI \uc5d4\uc9c4\uc744 \uc0ac\uc6a9\ud558\ub294 \uae30\uc5c5\ub4e4\uc740 \uacf5\uae09\ub9dd \ub274\uc2a4\ub85c \uc778\ud55c 10% \uc131\uacfc \ud558\ub77d\uc744 \uac10\uc9c0\ud558\uace0, \uc190\uc2e4\uc744 \uc644\ud654\ud558\uae30 \uc704\ud574 \uc608\uc0b0\uc744 \uc7ac\ubc30\ubd84\ud588\uc2b5\ub2c8\ub2e4. \uc2dc\uac01\uc801 \ud788\ud2b8\ub9f5\uacfc \uc608\uce21 \ub300\uc2dc\ubcf4\ub4dc\ub294 \uc138\ubc00\ud55c \ubdf0\ub97c \uc81c\uacf5\ud558\uba70, \ud300\uc774 \ucd5c\uace0 \uc131\ub2a5 \uad11\uace0 \ubcc0\ud615\uc744 \uc815\ubc00\ud558\uac8c \uc2dd\ubcc4\ud558\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4.<\/p>\n

\ubbf8\uad6d \uae30\uc5c5\uc758 \uc0ac\ub840 \uc5f0\uad6c<\/h3>\n

\ubbf8\uad6d\uc758 \uc8fc\uc694 \uc18c\ub9e4 \uccb4\uc778\uc740 Smartly.io\uc758 \uc2e4\uc2dc\uac04 \ubd84\uc11d\uc744 \ud65c\uc6a9\ud558\uc5ec \uc18c\uc15c \uad11\uace0 \uc9c0\ucd9c\uc744 \ucd5c\uc801\ud654\ud588\uc73c\uba70, \uad6c\ud604 \uccab \ubd84\uae30 \ub0b4\uc5d0 \uc804\ud658\uc728 28% \uc99d\uac00\ub97c \ub2ec\uc131\ud588\uc2b5\ub2c8\ub2e4. \uc9c0\ud45c\ub294 \uc800\uc131\ub2a5\uc790 \uc790\ub3d9 \uc77c\uc2dc \uc911\uc9c0\ub97c \ubcf4\uc5ec\uc8fc\uba70, \ub0ad\ube44 \uc9c0\ucd9c\uc744 18% \uc808\uac10\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc608\ub294 AI\uac00 \ubc18\uc751\uc801 \ubaa8\ub2c8\ud130\ub9c1\uc744 \uc0ac\uc804 \ucd5c\uc801\ud654\ub85c \uc5b4\ub5bb\uac8c \ubcc0\ud654\uc2dc\ud0a4\ub294\uc9c0\ub97c \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/p>\n

AI \uc8fc\ub3c4 \uccad\uc911 \uc138\ubd84\ud654 \uc804\ub7b5<\/h2>\n

AI\ub85c \uac15\ud654\ub41c \uccad\uc911 \uc138\ubd84\ud654\ub294 \uae30\uc5c5\ub4e4\uc774 \uc804\ub840 \uc5c6\ub294 \uad6c\uccb4\uc131\uc73c\ub85c \uad11\uace0\ub97c \ub9de\ucda4\ud654\ud560 \uc218 \uc788\uac8c \ud558\uba70, \ucc38\uc5ec\uc640 \ucda9\uc131\ub3c4\uc5d0 \uc9c1\uc811\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\uce69\ub2c8\ub2e4. AI \uad11\uace0 \ucd5c\uc801\ud654\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd\uc740 \ud589\ub3d9 \ub370\uc774\ud130\ub85c \uccad\uc911\uc744 \ud074\ub7ec\uc2a4\ud130\ub9c1\ud558\uba70, \uad6c\ub9e4 \uc774\ub825\uacfc \ube0c\ub77c\uc6b0\uc9d5 \ud328\ud134\uacfc \uac19\uc740 \uccad\uc911 \ub370\uc774\ud130\uc5d0 \uae30\ubc18\ud55c \uac1c\uc778\ud654\ub41c \uad11\uace0 \uc81c\uc548\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc774\ub294 \uad11\uace0 \uad00\ub828\uc131 \uc810\uc218\uac00 \uc218\ub3d9 \uc124\uc815\uc758 60%\uc5d0 \ube44\ud574 90%\ub97c \ucd08\uacfc\ud558\ub294 \ucea0\ud398\uc778\uc744 \ucd08\ub798\ud569\ub2c8\ub2e4.<\/p>\n

\uc815\ubc00 \ud0c0\uac9f\ud305\uc744 \uc704\ud55c \uae30\uc220<\/h3>\n

Oracle\uc758 CX Marketing\uacfc \uac19\uc740 \ub3c4\uad6c\ub294 \ud074\ub7ec\uc2a4\ud130\ub9c1 \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec ‘\uace0\uc758\ub3c4 \uad6c\ub9e4\uc790’ \ub610\ub294 ‘\uac00\uaca9 \ubbfc\uac10 \ud0d0\ud5d8\uac00’\uc640 \uac19\uc740 \uc138\uadf8\uba3c\ud2b8\ub85c \uccad\uc911\uc744 \ubd84\ud560\ud569\ub2c8\ub2e4. \ubbf8\uad6d \uae30\uc5c5\ub4e4\uc5d0\uac8c \uc704\uce58 \ub370\uc774\ud130\ub97c \ud1b5\ud569\ud558\uba74 \uc774\ub97c \ub354\uc6b1 \uc138\ubc00\ud558\uac8c \ud558\uba70, \uc9c0\uc624-\ud39c\uc2f1\uc774 \ub85c\uceec \ucea0\ud398\uc778 \ud6a8\uacfc\ub97c 22% \ub192\uc785\ub2c8\ub2e4. \uc0dd\uc131 AI\ub85c \uad6c\ub3d9\ub418\ub294 \uac1c\uc778\ud654\ub41c \uad11\uace0 \uc81c\uc548\uc740 \uacf5\uba85\ud558\ub294 \ubcc0\ud615 \ud06c\ub9ac\uc5d0\uc774\ud2f0\ube0c\ub97c \uc0dd\uc131\ud558\uba70, \ud074\ub9ad\ub960\uc744 15-20% \uc99d\uac00\uc2dc\ud0b5\ub2c8\ub2e4.<\/p>\n

\uc138\ubd84\ud654 \uc601\ud5a5 \uce21\uc815<\/h3>\n

\uae30\uc5c5\ub4e4\uc740 \uc138\uadf8\uba3c\ud2b8\ubcc4 ROAS\uc640 \uac19\uc740 \uc9c0\ud45c\ub85c \uc131\uacf5\uc744 \ucd94\uc801\ud558\uba70, AI \uc138\ubd84\ud654 \uadf8\ub8f9\uc5d0\uc11c \uc885\uc885 2.5\ubc30 \uc218\uc775\uc744 \ubd05\ub2c8\ub2e4. \uae30\uc220 \ud68c\uc0ac \ud55c \uacf3\uc740 \uc774\ub7ec\ud55c \uc804\ub7b5 \ucc44\ud0dd \ud6c4 40% \uc804\ud658\uc728 \uac1c\uc120\uc744 \ubcf4\uace0\ud588\uc73c\uba70, \ub2e4\uc591\ud55c \uba54\uc2dc\uc9d5\uc744 \ud1b5\ud55c \uad11\uace0 \ud53c\ub85c \uac10\uc18c\uc5d0 \uc774\ub4dd\uc744 \uadc0\uc18d\uc2dc\ucf30\uc2b5\ub2c8\ub2e4.<\/p>\n

AI \ucd5c\uc801\ud654\ub85c \uc804\ud658\uc728 \ub192\uc774\uae30<\/h2>\n

\uc804\ud658\uc728 \uac1c\uc120\uc740 AI \uad11\uace0 \ucd5c\uc801\ud654\uc758 \uc8fc\uc694 \ubaa9\ud45c\ub85c, \uc608\uce21 \ubd84\uc11d\uc774 \uc0ac\uc6a9\uc790 \uc5ec\uc815\uc744 \uc608\uce21\ud558\uc5ec \uad11\uace0 \ubc30\uce58\ub97c \uc548\ub0b4\ud569\ub2c8\ub2e4. \uc804\ud658\uacfc ROAS\ub97c \ub192\uc774\ub294 \uc804\ub7b5\uc5d0\ub294 \ub300\uaddc\ubaa8 A\/B \ud14c\uc2a4\ud2b8\uac00 \ud3ec\ud568\ub418\uba70, AI\uac00 \uc218\ucc9c \uac1c\uc758 \ubcc0\ud615\uc744 \ubd84\uc11d\ud558\uc5ec \uc2b9\uc790\ub97c \uc120\ud0dd\ud558\uc5ec \uc131\ub2a5\uc744 \ucd5c\ub300 50% \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4. \uc790\ub3d9\ud654\ub41c \uc2dc\ud000\uc2f1\uc740 \ud6c4\uc18d \uad11\uace0\uac00 \uc778\uc2dd\uc5d0\uc11c \uad6c\ub9e4\uae4c\uc9c0 \uc0ac\uc6a9\uc790 \ub2e8\uacc4\uc640 \uc77c\uce58\ud558\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/p>\n

ROAS \ud5a5\uc0c1\uc744 \uc704\ud55c \ud601\uc2e0\uc801 \uc804\uc220<\/h3>\n

Kensho\uc758 \ud50c\ub7ab\ud3fc\uacfc \uac19\uc740 AI \ub3c4\uad6c\ub294 \uc790\uc5f0\uc5b4 \uc774\ud574\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud074\ub9ad \ud6c4 \ub79c\ub529 \ud398\uc774\uc9c0\ub97c \ucd5c\uc801\ud654\ud558\uba70, \uc804\ud658\uc744 30% \uac1c\uc120\ud569\ub2c8\ub2e4. \uad6c\uccb4\uc801\uc778 \uc608\ub85c\ub294 \uc2e4\uc2dc\uac04 \uc870\uc815\ub418\ub294 \ub3d9\uc801 \uac00\uaca9 \uad11\uace0\uac00 \uc788\uc73c\uba70, \ud3c9\uade0 \uc8fc\ubb38 \uac00\uce58\ub97c 12% \uc99d\uac00\uc2dc\ud0b5\ub2c8\ub2e4. \uae30\uc5c5\ub4e4\uc5d0\uac8c \ub2e4\ucc44\ub110 \uadc0\uc18d \ubaa8\ub378\uc740 \uc804\ud658\uc744 \uc720\ub3c4\ud558\ub294 \ud130\uce58\ud3ec\uc778\ud2b8\ub97c \uba85\ud655\ud788 \ud558\uba70, \uc608\uc0b0\uc744 \uadf8\uc5d0 \ub530\ub77c \ucd5c\uc801\ud654\ud569\ub2c8\ub2e4.<\/p>\n

\uae30\uc5c5 \uaddc\ubaa8 \uad6c\ud604<\/h3>\n

\uc774\ub7ec\ud55c \uc804\ub7b5\uc744 \ud655\uc7a5\ud558\ub824\uba74 \uac15\ub825\ud55c \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778\uc774 \ud544\uc694\ud569\ub2c8\ub2e4; Acxiom\uc758 AI\ub97c \uc0ac\uc6a9\ud558\ub294 \ubbf8\uad6d \uae30\uc5c5\ub4e4\uc740 \ud06c\ub85c\uc2a4-\ub514\ubc14\uc774\uc2a4 \ucd94\uc801\uc73c\ub85c 25% ROAS \uac1c\uc120\uc744 \ubcf4\uace0\ud569\ub2c8\ub2e4. \uc815\uae30 \uac10\uc0ac\ub85c \uc804\ub7b5\uc774 \uc18c\ube44\uc790 \ud2b8\ub80c\ub4dc\uc640 \ud568\uaed8 \uc9c4\ud654\ud558\ub3c4\ub85d \ud558\uc5ec \uc7a5\uae30\uc801 \ud6a8\uc728\uc131\uc744 \uc720\uc9c0\ud569\ub2c8\ub2e4.<\/p>\n

AI \uad11\uace0\uc5d0\uc11c\uc758 \uc790\ub3d9\ud654\ub41c \uc608\uc0b0 \uad00\ub9ac<\/h2>\n

\uc790\ub3d9\ud654\ub41c \uc608\uc0b0 \uad00\ub9ac\ub294 \uc131\uacfc \uc608\uce21\uc5d0 \uae30\ubc18\ud55c \ub3d9\uc801 \uc790\uae08 \ubc30\ubd84\uc73c\ub85c AI \uad11\uace0 \ucd5c\uc801\ud654\ub97c \uac04\uc18c\ud654\ud569\ub2c8\ub2e4. 2025\ub144\uc5d0 MediaMath\uc758 \uc218\uc694 \uce21\uba74 \ud50c\ub7ab\ud3fc(DSP)\uacfc \uac19\uc740 \ub3c4\uad6c\ub294 \uc720\uc804\uc790 \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc9c0\ucd9c\uc744 \ucd5c\uc801\ud654\ud558\uba70, \uacfc\ub3c4\ud55c \uc9c0\ucd9c\uc744 \ubc29\uc9c0\ud558\uba74\uc11c \ub178\ucd9c\uc744 \ucd5c\ub300\ud654\ud569\ub2c8\ub2e4. \uc774 \uc790\ub3d9\ud654\ub294 \uc218\ub3d9 \uac10\ub3c5\uc744 70% \uc904\uc774\uba70, \ud300\uc774 \ud06c\ub9ac\uc5d0\uc774\ud2f0\ube0c \uc804\ub7b5\uc5d0 \uc9d1\uc911\ud560 \uc218 \uc788\uac8c \ud569\ub2c8\ub2e4.<\/p>\n

\uc54c\uace0\ub9ac\uc998\uacfc \uc608\uce21 \uc81c\uc5b4<\/h3>\n

\uc608\uce21 \uc608\uc0b0\uc740 92% \uc815\ud655\ub3c4\ub85c ROI\ub97c \uc608\uce21\ud558\uba70, \uad11\uace0 \ud53c\ub85c\ub098 \uacbd\uc7c1 \uc785\ucc30\uacfc \uac19\uc740 \ubcc0\uc218\uc5d0 \uc870\uc815\ud569\ub2c8\ub2e4. \uae30\uc5c5\ub4e4\uc740 \uc608\uc0b0\uc5d0\uc11c \ud3c9\uade0 20% \uc808\uac10\uc744 \ubcf4\uba70, \uc7ac\ubc30\ubd84\uc774 \uace0\uc804\ud658 \ucc44\ub110\uc744 \uc120\ud638\ud569\ub2c8\ub2e4. ERP \uc2dc\uc2a4\ud15c\uacfc\uc758 \ud1b5\ud569\uc740 \uc7ac\ubb34 \ubaa9\ud45c\uc640\uc758 \uc77c\uce58\ub97c \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n

\ubbf8\uad6d \uae30\uc5c5\uc744 \uc704\ud55c \ubaa8\ubc94 \uc0ac\ub840<\/h3>\n

\uc704\ud5d8 \uad00\ub9ac\ub97c \uc704\ud574 \uc77c\uc77c \uc0c1\ud55c\uacfc \uac19\uc740 \uac00\ub4dc\ub808\uc77c\uc744 \uc124\uc815\ud558\uc138\uc694. \uae08\uc735 \uc11c\ube44\uc2a4 \ud68c\uc0ac \ud55c \uacf3\uc774 \ubcc0\ub3d9\uc131 \uc2dc\uc7a5 \ub3d9\uc548 AI \uad00\ub9ac \uc608\uc0b0\uc73c\ub85c ROAS\ub97c 32% \uac1c\uc120\ud55c \uac83\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/p>\n

\uc804\ub7b5\uc801 \uc9c0\ud3c9: 2025\ub144 \uc131\uacf5\uc744 \uc704\ud55c AI \uad11\uace0 \ucd5c\uc801\ud654 \uc2e4\ud589<\/h2>\n

\uc55e\uc73c\ub85c\ub97c \ub0b4\ub2e4\ubcf4\uba70, 2025\ub144 \ubbf8\uad6d \uae30\uc5c5 AIO\ub97c \uc704\ud55c \uc778\uae30 \uc788\ub294 AI \ucd5c\uc801\ud654 \ub3c4\uad6c\uc758 \uc804\ub7b5\uc801 \uc2e4\ud589\uc740 \uae30\uc220\uacfc \uc870\uc9c1\uc801 \ubbfc\ucca9\uc131\uc744 \uacb0\ud569\ud55c \uc804\uccb4\uc801 \uc811\uadfc\uc744 \uc694\uad6c\ud569\ub2c8\ub2e4. AI\uac00 \uc591\uc790 \ucef4\ud4e8\ud305\uacfc \uc724\ub9ac\uc801 AI \ud504\ub808\uc784\uc6cc\ud06c\uc758 \ubc1c\uc804\uacfc \ud568\uaed8 \uc9c4\ud654\ud568\uc5d0 \ub530\ub77c, \uae30\uc5c5\ub4e4\uc740 \uc18c\ube44\uc790 \uc2e0\ub8b0\ub97c \uad6c\ucd95\ud558\uae30 \uc704\ud574 \ud22c\uba85\uc131\uacfc \ud3b8\ud5a5 \uc644\ud654 \uae30\ub2a5\uc744 \uc81c\uacf5\ud558\ub294 \ub3c4\uad6c\ub97c \uc6b0\uc120\uc2dc\ud574\uc57c \ud569\ub2c8\ub2e4. \ubbf8\ub798 \uc9c0\ud5a5\uc801 \uc804\ub7b5\uc5d0\ub294 AI \ud1b5\ucc30\uacfc \uc778\uac04 \ucc3d\uc758\uc131\uc744 \uacb0\ud569\ud55c \ud558\uc774\ube0c\ub9ac\ub4dc \ubaa8\ub378\uc774 \ud3ec\ud568\ub418\uba70, \uaddc\uc81c \ubcc0\ud654 \uc18d\uc5d0\uc11c \ucea0\ud398\uc778\uc774 \ud601\uc2e0\uc801\uc73c\ub85c \uc720\uc9c0\ub418\ub3c4\ub85d \ud569\ub2c8\ub2e4. \ucd08\uae30 \ucc44\ud0dd\uc790\ub4e4\uc758 \uc9c0\ud45c\ub294 2026\ub144\uae4c\uc9c0 45% \uc804\uccb4 \ud6a8\uc728\uc131 \ud5a5\uc0c1\uc744 \uc608\uce21\ud558\uba70, \uc9c0\uc18d\uc801\uc778 \uad50\uc721\uacfc \ubca4\ub354 \ud30c\ud2b8\ub108\uc2ed\uc758 \ud544\uc694\uc131\uc744 \uac15\uc870\ud569\ub2c8\ub2e4.<\/p>\n

\uc774 \ud658\uacbd\uc5d0\uc11c Alien Road\ub294 AI \uad11\uace0 \ucd5c\uc801\ud654 \ub9c8\uc2a4\ud130\ub9ac\ub97c \ud1b5\ud574 \ube44\uc988\ub2c8\uc2a4\ub97c \uc548\ub0b4\ud558\ub294 \ucd5c\uace0\uc758 \ucee8\uc124\ud305 \ud68c\uc0ac\ub85c \ubd80\uc0c1\ud569\ub2c8\ub2e4. \uc6b0\ub9ac \uc804\ubb38\uac00\ub4e4\uc740 \uc2e4\uc2dc\uac04 \uc131\uacfc \ubd84\uc11d, \uc815\uad50\ud55c \uccad\uc911 \uc138\ubd84\ud654, \uc790\ub3d9\ud654\ub41c \uc608\uc0b0 \uad00\ub9ac\ub97c \ud65c\uc6a9\ud55c \ub9de\ucda4 \uc804\ub7b5\uc744 \uc81c\uacf5\ud558\uc5ec \uc804\ub840 \uc5c6\ub294 ROAS\ub97c \ud574\uc81c\ud569\ub2c8\ub2e4. 2025\ub144 \uae30\uc5c5\uc758 \uad11\uace0 \uc5ed\ub7c9\uc744 \ub192\uc774\uae30 \uc704\ud574 \uc624\ub298 Alien Road\uc640 \uc804\ub7b5\uc801 \uc0c1\ub2f4\uc744 \uc608\uc57d\ud558\uace0 \ub370\uc774\ud130\ub97c \uacb0\uc815\uc801 \uc774\uc810\uc73c\ub85c \uc804\ud658\ud558\uc138\uc694.<\/p>\n

2025\ub144 \ubbf8\uad6d \uae30\uc5c5 AIO\ub97c \uc704\ud55c \uc778\uae30 AI \ucd5c\uc801\ud654 \ub3c4\uad6c\uc5d0 \ub300\ud55c \uc790\uc8fc \ubb3b\ub294 \uc9c8\ubb38<\/h2>\n

2025\ub144 \ubbf8\uad6d \uae30\uc5c5 AIO\ub97c \uc704\ud55c \uac00\uc7a5 \uc778\uae30 \uc788\ub294 AI \ucd5c\uc801\ud654 \ub3c4\uad6c\ub294 \ubb34\uc5c7\uc778\uac00?<\/h3>\n

2025\ub144 \ubbf8\uad6d \uae30\uc5c5 AIO\ub97c \uc704\ud55c \uac00\uc7a5 \uc778\uae30 \uc788\ub294 AI \ucd5c\uc801\ud654 \ub3c4\uad6c\uc5d0\ub294 google<\/a> Performance Max, The Trade Desk\uc758 Koa AI, Adobe Advertising Cloud, Smartly.io\uac00 \ud3ec\ud568\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud50c\ub7ab\ud3fc\ub4e4\uc740 \uc608\uce21 \uc785\ucc30\uacfc \ud06c\ub9ac\uc5d0\uc774\ud2f0\ube0c \uac1c\uc778\ud654\ub97c \ud1b5\ud574 \uc2e4\uc2dc\uac04 \uc131\uacfc \ubd84\uc11d\uacfc \uc790\ub3d9 \uc870\uc815\uc744 \uc704\ud55c \ud655\uc7a5 \uac00\ub2a5\ud55c \uc194\ub8e8\uc158\uc744 \uc81c\uacf5\ud558\uc5ec \uae30\uc5c5\ub4e4\uc774 \ucd5c\ub300 35% ROAS \uac1c\uc120\uc744 \ub2ec\uc131\ud558\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4.<\/p>\n

AI\ub294 \uad11\uace0 \ucd5c\uc801\ud654 \ud504\ub85c\uc138\uc2a4\ub97c \uc5b4\ub5bb\uac8c \ud5a5\uc0c1\uc2dc\ud0a4\ub294\uac00?<\/h3>\n

AI\ub294 \uc785\ucc30 \uad00\ub9ac\uc640 \uccad\uc911 \ud0c0\uac9f\ud305\uacfc \uac19\uc740 \ubcf5\uc7a1\ud55c \uc791\uc5c5\uc744 \uc790\ub3d9\ud654\ud558\uc5ec \uad11\uace0 \ucd5c\uc801\ud654 \ud504\ub85c\uc138\uc2a4\ub97c \ud5a5\uc0c1\uc2dc\ud0a4\uba70, \uba38\uc2e0\ub7ec\ub2dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130 \ud328\ud134\uc744 \ubd84\uc11d\ud558\uace0 \uacb0\uacfc\ub97c \uc608\uce21\ud569\ub2c8\ub2e4. \uc774\ub294 \ucea0\ud398\uc778\uc744 \ub3d9\uc801\uc73c\ub85c \uc870\uc815\ud558\ub294 \uc2e4\uc2dc\uac04 \uc131\uacfc \ubd84\uc11d\uc73c\ub85c \uc774\uc5b4\uc9c0\uba70, \ub9e4\uc77c \uc218\uc2ed\uc5b5 \uac1c\uc758 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub97c \uc778\uac04 \uac1c\uc785 \uc5c6\uc774 \ucc98\ub9ac\ud558\ub294 \ub3c4\uad6c\uc5d0\uc11c \ubcf4\ub4ef \ubbf8\uad6d \uae30\uc5c5\ub4e4\uc5d0\uac8c 25-40% \ud6a8\uc728\uc131 \ud5a5\uc0c1\uc744 \uac00\uc838\uc635\ub2c8\ub2e4.<\/p>\n

AI \uad11\uace0 \ucd5c\uc801\ud654\uc5d0\uc11c \uc2e4\uc2dc\uac04 \uc131\uacfc \ubd84\uc11d\uc774\ub780 \ubb34\uc5c7\uc778\uac00?<\/h3>\n

AI \uad11\uace0 \ucd5c\uc801\ud654\uc5d0\uc11c \uc2e4\uc2dc\uac04 \uc131\uacfc \ubd84\uc11d\uc740 \ub77c\uc774\ube0c \ub370\uc774\ud130 \ud53c\ub4dc\ub97c \uc0ac\uc6a9\ud558\uc5ec \ucea0\ud398\uc778\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \ubaa8\ub2c8\ud130\ub9c1\ud558\uace0 \uc870\uc815\ud558\ub294 \uac83\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4. Criteo\uc758 AI \uc5d4\uc9c4\uacfc \uac19\uc740 \ub3c4\uad6c\ub294 10% ctr<\/a> \ud558\ub77d\uacfc \uac19\uc740 \uc774\uc0c1\uc744 \uc989\uc2dc \uac10\uc9c0\ud558\uace0 \uc790\uc6d0\uc744 \uc7ac\ubc30\ubd84\ud558\uba70, \uacbd\uc7c1\uc801\uc778 \ubbf8\uad6d \uc2dc\uc7a5\uc5d0\uc11c \uae30\uc5c5\ub4e4\uc774 \ucd5c\uc801 \uc131\uacfc\ub97c \uc720\uc9c0\ud558\uace0 \uc218\uc775 \uc190\uc2e4\uc744 \ud53c\ud558\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/p>\n

AI \uad11\uace0 \ucd5c\uc801\ud654\uc5d0\uc11c \uccad\uc911 \uc138\ubd84\ud654\uac00 \uc65c \uc911\uc694\ud55c\uac00?<\/h3>\n

\uccad\uc911 \uc138\ubd84\ud654\ub294 AI \uad11\uace0 \ucd5c\uc801\ud654\uc5d0\uc11c \uc815\ubc00 \ud0c0\uac9f\ud305\uc744 \uac00\ub2a5\ud558\uac8c \ud558\uc5ec \uad11\uace0 \uad00\ub828\uc131\uacfc \ucc38\uc5ec\ub97c \uc99d\uac00\uc2dc\ud0a4\uae30 \ub54c\ubb38\uc5d0 \uc911\uc694\ud569\ub2c8\ub2e4. AI\ub294 \ud589\ub3d9\uc5d0 \uae30\ubc18\ud55c \uc0ac\uc6a9\uc790 \ud074\ub7ec\uc2a4\ud130\ub9c1\uc73c\ub85c \uac1c\uc778\ud654\ub41c \uad11\uace0 \uc81c\uc548\uc744 \uc0dd\uc131\ud558\uba70, \uc804\ud658\uc728\uc744 30% \ub192\uc774\uba70, \ud2b9\ud788 \ub2e4\uc591\ud55c \uc778\uad6c\ud1b5\uacc4\uc640 \uc9c0\uc5ed \uc120\ud638\ub97c \ub2e4\ub8e8\ub294 \ubbf8\uad6d \uae30\uc5c5\ub4e4\uc5d0\uac8c \uac00\uce58\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

AI \ub3c4\uad6c\ub294 \uad11\uace0\uc5d0\uc11c \uc804\ud658\uc728\uc744 \uc5b4\ub5bb\uac8c \uac1c\uc120\ud558\ub294\uac00?<\/h3>\n

AI \ub3c4\uad6c\ub294 \uc0ac\uc6a9\uc790 \uc758\ub3c4\ub97c \uc608\uce21\ud558\uace0 \uad11\uace0 \uc2dc\ud000\uc2a4\ub97c \ucd5c\uc801\ud654\ud558\uc5ec \uc804\ud658\uc728\uc744 \uac1c\uc120\ud558\uba70, \ub300\uaddc\ubaa8 \ubcc0\ud615 \ud14c\uc2a4\ud2b8\uc640 \uac19\uc740 \ub3d9\uc801 \ud06c\ub9ac\uc5d0\uc774\ud2f0\ube0c \ucd5c\uc801\ud654 \uc804\ub7b5\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4. \uae30\uc5c5\ub4e4\uc740 40% \ud5a5\uc0c1\uc744 \ubcf4\uace0\ud558\uba70, AI\uac00 \uace0\uc758\ub3c4 \uc138\uadf8\uba3c\ud2b8\ub97c \uc2dd\ubcc4\ud558\uace0 \uad6c\ub9e4\uc640 \uac19\uc740 \ud589\ub3d9\uc744 \uc720\ub3c4\ud558\ub294 \uba54\uc2dc\uc9d5\uc744 \ub9de\ucda4\ud654\ud558\uc5ec ROAS\ub97c \uc9c1\uc811 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/p>\n

\uae30\uc5c5 AIO\uc5d0\uc11c \uc790\ub3d9\ud654\ub41c \uc608\uc0b0 \uad00\ub9ac\uac00 \uc5b4\ub5a4 \uc5ed\ud560\uc744 \ud558\ub294\uac00?<\/h3>\n

\uae30\uc5c5 AIO\uc5d0\uc11c \uc790\ub3d9\ud654\ub41c \uc608\uc0b0 \uad00\ub9ac\ub294 \uc608\uce21 ROI\uc5d0 \uae30\ubc18\ud55c \uc790\uae08 \ubc30\ubd84\uc744 \uc704\ud574 AI \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uba70, \ub0ad\ube44\ub97c 20% \uc904\uc785\ub2c8\ub2e4. MediaMath\uc640 \uac19\uc740 \ud50c\ub7ab\ud3fc\ub4e4\uc740 \uc2e4\uc2dc\uac04\uc73c\ub85c \uc785\ucc30\uc744 \uc870\uc815\ud558\uba70, \ubbf8\uad6d \ube44\uc988\ub2c8\uc2a4\ub4e4\uc774 \uc7ac\ubb34 \uc81c\uc57d\uc744 \uc900\uc218\ud558\uba74\uc11c \uace0\uc131\ub2a5 \ucc44\ub110\uc5d0 \uc9c0\ucd9c\uc744 \ucd5c\ub300\ud654\ud558\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/h3>\n

\uac1c\uc778\ud654\ub41c \uad11\uace0 \uc81c\uc548\uc740 \ubbf8\uad6d \uae30\uc5c5\ub4e4\uc5d0\uac8c \uc5b4\ub5a4 \uc774\uc810\uc744 \uc81c\uacf5\ud558\ub294\uac00?<\/h3>\n

\uccad\uc911 \ub370\uc774\ud130\ub85c\ubd80\ud130 \uc0dd\uc131\ub41c \uac1c\uc778\ud654\ub41c \uad11\uace0 \uc81c\uc548\uc740 \uad00\ub828\uc131\uc744 \uc99d\uac00\uc2dc\ucf1c ctr<\/a>\uc744 15-20% \ub192\uc774\uba70, \ubbf8\uad6d \uae30\uc5c5\ub4e4\uc5d0\uac8c \uc774\uc810\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. AI\ub294 \uacfc\uac70 \uc0c1\ud638\uc791\uc6a9\uc744 \ubd84\uc11d\ud558\uc5ec \ub9de\ucda4 \ud06c\ub9ac\uc5d0\uc774\ud2f0\ube0c\ub97c \uc0dd\uc131\ud558\uba70, \ud504\ub77c\uc774\ubc84\uc2dc \uc758\uc2dd\uc801\uc778 \uc2dc\uc7a5\uc5d0\uc11c \uace0\uac1d \ucda9\uc131\ub3c4\uc640 \ub192\uc740 \uc804\ud658\uc744 \ucd09\uc9c4\ud569\ub2c8\ub2e4.<\/p>\n

AI \uad11\uace0 \ucd5c\uc801\ud654\ub97c \uc704\ud574 \uae30\uc5c5\ub4e4\uc774 \ucd94\uc801\ud574\uc57c \ud560 \uc9c0\ud45c\ub294 \ubb34\uc5c7\uc778\uac00?<\/h3>\n

\uae30\uc5c5\ub4e4\uc740 AI \uad11\uace0 \ucd5c\uc801\ud654\ub97c \uc704\ud574 ROAS, ctr<\/a>, \uc804\ud658\uc728, \ub178\ucd9c \uc810\uc720\uc728\uacfc \uac19\uc740 \uc9c0\ud45c\ub97c \ucd94\uc801\ud574\uc57c \ud569\ub2c8\ub2e4. \uad6c\uccb4\uc801\uc778 \uc608\ub85c\ub294 28% \uc804\ud658 \uac1c\uc120\uc744 \ubcf4\uc5ec\uc8fc\ub294 \ub300\uc2dc\ubcf4\ub4dc\ub97c \uc81c\uacf5\ud558\ub294 \ub3c4\uad6c\ub97c \ud1b5\ud574 2.5\ubc30 ROAS\ub97c \ubaa9\ud45c\ub85c \ud558\ub294 \uac83\uc774\uba70, \ub370\uc774\ud130 \uae30\ubc18 \uc138\ubc00 \uc870\uc815\uc744 \uc548\ub0b4\ud569\ub2c8\ub2e4.<\/p>\n

2025\ub144\uc5d0 \uad11\uace0\ub97c \uc704\ud574 AI \ub3c4\uad6c\ub97c \uc120\ud0dd\ud558\ub294 \uc774\uc720\ub294 \ubb34\uc5c7\uc778\uac00?<\/h3>\n

2025\ub144\uc5d0 \uad11\uace0\ub97c \uc704\ud574 AI \ub3c4\uad6c\ub97c \uc120\ud0dd\ud558\ub294 \uac83\uc740 \uc99d\uac00\ud558\ub294 \ub370\uc774\ud130 \ubcf5\uc7a1\uc131\uacfc \uc2dc\uc7a5 \ubcc0\ub3d9\uc131\uc744 \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \ub2a5\ub825 \ub54c\ubb38\uc785\ub2c8\ub2e4. \uc608\uce21\uc5d0 \ub530\ub974\uba74 \ubbf8\uad6d \uae30\uc5c5 \uc608\uc0b0\uc758 70%\uac00 AI \uc8fc\ub3c4 \ucea0\ud398\uc778\uc73c\ub85c \uc804\ud658\ub418\uba70, \uc9c4\ud654\ud558\ub294 \uaddc\uc81c \uc18d\uc5d0\uc11c \uc218\ub3d9 \ubc29\ubc95\ubcf4\ub2e4 30% \ub354 \ub098\uc740 \ud6a8\uc728\uc131\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n

\uae30\uc874 \uc2dc\uc2a4\ud15c\uacfc AI \uad11\uace0 \ucd5c\uc801\ud654\ub97c \uc5b4\ub5bb\uac8c \ud1b5\ud569\ud558\ub294\uac00?<\/h3>\n

\uae30\uc874 \uc2dc\uc2a4\ud15c\uacfc AI \uad11\uace0 \ucd5c\uc801\ud654\ub97c \ud1b5\ud569\ud558\ub824\uba74 API \uc5f0\uacb0\uacfc \ud30c\uc77c\ub7ff \ud504\ub85c\uadf8\ub7a8\uc744 \uc0ac\uc6a9\ud558\uc138\uc694. Oracle CX\uc640 \uac19\uc740 \ub3c4\uad6c\ub294 CRM\uacfc\uc758 \ud638\ud658\uc131\uc744 \ubcf4\uc7a5\ud558\uba70, 15% \ucd08\uae30 \uc774\ub4dd\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4; \ubbf8\uad6d \uae30\uc5c5\ub4e4\uc740 CCPA\uc640 \uac19\uc740 \uaddc\uc815 \uc900\uc218 \ud45c\uc900\uacfc \uc77c\uce58\ud558\ub3c4\ub85d \uac10\uc0ac\ub97c \uc2e4\uc2dc\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n

AI\ub85c ROAS\ub97c \ub192\uc774\ub294 \uc804\ub7b5\uc740 \ubb34\uc5c7\uc778\uac00?<\/h3>\n

AI\ub85c ROAS\ub97c \ub192\uc774\ub294 \uc804\ub7b5\uc5d0\ub294 \ub2e4\ucc44\ub110 \uadc0\uc18d\uacfc \uc608\uce21 \uc608\uc0b0\uc774 \ud3ec\ud568\ub418\uba70, \ub3c4\uad6c\uac00 32% \uac1c\uc120\uc744 \ub2ec\uc131\ud569\ub2c8\ub2e4. \uace0\uac00\uce58 \uc138\uadf8\uba3c\ud2b8\ub97c \uc6b0\uc120\uc2dc\ud558\uae30 \uc704\ud574 \uc2e4\uc2dc\uac04 \uc870\uc815\uacfc A\/B \ud14c\uc2a4\ud2b8\uc5d0 \uc911\uc810\uc744 \ub450\uba70, 50% \uc131\ub2a5 \ud5a5\uc0c1\uc744 \ubcf4\uc778 \uc18c\ub9e4 \uc0ac\ub840\uc5d0\uc11c \uc785\uc99d\ub429\ub2c8\ub2e4.<\/p>\n

\uae30\uc5c5\uc744 \uc704\ud55c AI \ucd5c\uc801\ud654 \ub3c4\uad6c \ucc44\ud0dd\uc5d0 \ub3c4\uc804\uc774 \uc788\ub294\uac00?<\/h3>\n

AI \ucd5c\uc801\ud654 \ub3c4\uad6c \ucc44\ud0dd\uc758 \ub3c4\uc804\uc5d0\ub294 \ub370\uc774\ud130 \ud1b5\ud569\uacfc \uae30\uc220 \uaca9\ucc28\uac00 \ud3ec\ud568\ub418\uc9c0\ub9cc, s<\/p>\n","protected":false},"excerpt":{"rendered":"

AI \uad11\uace0 \ucd5c\uc801\ud654\ub294 \ub514\uc9c0\ud138 \ub9c8\ucf00\ud305 \ud658\uacbd\uc5d0\uc11c \ubcc0\ud601\uc801\uc778 \ud798\uc744 \ubc1c\ud718\ud558\uba70, \ud2b9\ud788 2025\ub144 \ubbf8\uad6d \uc2dc\uc7a5\uc758 \ubcf5\uc7a1\uc131\uc744 \ud0d0\uc0c9\ud558\ub294 \uae30\uc5c5\ub4e4\uc5d0\uac8c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \ube44\uc988\ub2c8\uc2a4\uac00 \uacbd\uc7c1 \uc2ec\ud654\uc640 \ubcc0\ud654\ud558\ub294 \uc18c\ube44\uc790 \ud589\ub3d9 \uc18d\uc5d0\uc11c \uc6b4\uc601\uc744 \ud655\ub300\ud568\uc5d0 \ub530\ub77c, \uc778\uacf5 \uc9c0\ub2a5\uc744 \ud65c\uc6a9\ud558\ub294 \uac83\uc740 \uc815\ud655\ud55c \ud0c0\uac9f\ud305, \ud6a8\uc728\uc801\uc778 \uc790\uc6d0 \ubc30\ubd84, \uadf8\ub9ac\uace0 \uad11\uace0 \uc9c0\ucd9c\uc5d0 \ub300\ud55c \uce21\uc815 \uac00\ub2a5\ud55c \uc218\uc775\uc744 \ub2ec\uc131\ud558\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc774 \uac1c\uc694\ub294 \uae30\uc5c5 \uc218\uc900\uc758 AI \uad11\uace0 \ucd5c\uc801\ud654\ub97c […]<\/p>\n","protected":false},"author":1,"featured_media":53841,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[677],"tags":[546],"class_list":["post-89529","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-optimization-2","tag-ai-3"],"acf":[],"_links":{"self":[{"href":"https:\/\/alienroad.com\/ko\/wp-json\/wp\/v2\/posts\/89529","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/alienroad.com\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/alienroad.com\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/alienroad.com\/ko\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/alienroad.com\/ko\/wp-json\/wp\/v2\/comments?post=89529"}],"version-history":[{"count":1,"href":"https:\/\/alienroad.com\/ko\/wp-json\/wp\/v2\/posts\/89529\/revisions"}],"predecessor-version":[{"id":89537,"href":"https:\/\/alienroad.com\/ko\/wp-json\/wp\/v2\/posts\/89529\/revisions\/89537"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/alienroad.com\/ko\/wp-json\/wp\/v2\/media\/53841"}],"wp:attachment":[{"href":"https:\/\/alienroad.com\/ko\/wp-json\/wp\/v2\/media?parent=89529"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/alienroad.com\/ko\/wp-json\/wp\/v2\/categories?post=89529"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/alienroad.com\/ko\/wp-json\/wp\/v2\/tags?post=89529"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}