{"id":111415,"date":"2026-03-09T20:41:42","date_gmt":"2026-03-09T20:41:42","guid":{"rendered":"https:\/\/alienroad.com\/%eb%b6%84%eb%a5%98%eb%90%98%ec%a7%80-%ec%95%8a%ec%9d%8c\/tracking-ai-optimization-results-over-time-essential-strateg\/"},"modified":"2026-04-06T21:49:20","modified_gmt":"2026-04-06T21:49:20","slug":"tracking-ai-optimization-results-over-time-essential-strateg","status":"publish","type":"post","link":"https:\/\/alienroad.com\/ko\/ai-optimization-2\/tracking-ai-optimization-results-over-time-essential-strateg\/","title":{"rendered":"\uc2dc\uac04\uc5d0 \ub530\ub978 AI \ucd5c\uc801\ud654 \uacb0\uacfc \ucd94\uc801: \ub514\uc9c0\ud138 \ub9c8\ucf00\ud130\ub97c \uc704\ud55c \ud544\uc218 \uc804\ub7b5"},"content":{"rendered":"<h2>AI \ucd5c\uc801\ud654 \ucd94\uc801\uc758 \uae30\ucd08 \uc774\ud574<\/h2>\n<p>\uc2dc\uac04\uc5d0 \ub530\ub978 AI \ucd5c\uc801\ud654 \uacb0\uacfc \ucd94\uc801\uc740 \uae30\uc220\uc801 \ub2a5\ub825\uacfc \ube44\uc988\ub2c8\uc2a4 \ubaa9\ud45c\ub97c \uc77c\uce58\uc2dc\ud0a4\ub294 <a href=\"https:\/\/alienroad.com\/ai-optimization-2\/ai-advertising-optimization-strategies-for-2025-success-3\/\">\uad6c\uc870\ud654\ub41c \uc811\uadfc \ubc29\uc2dd<\/a>\uc744 \uc694\uad6c\ud569\ub2c8\ub2e4. \ub514\uc9c0\ud138 \ub9c8\ucf00\ud130\uc640 \ube44\uc988\ub2c8\uc2a4 \uc18c\uc720\uc790\ub97c \uc704\ud574 \uc774 \uacfc\uc815\uc740 \uc778\uacf5\uc9c0\ub2a5\uc774 \ub9c8\ucf00\ud305 \ub178\ub825\uc744 \uc5b4\ub5bb\uac8c \ud5a5\uc0c1\uc2dc\ud0a4\ub294\uc9c0 \ubaa8\ub2c8\ud130\ub9c1\ud558\ub294 \uac83\uc744 \ud3ec\ud568\ud558\uba70, \uac1c\uc778\ud654, \uc608\uce21 \ubd84\uc11d, \ucf58\ud150\uce20 \uc0dd\uc131 \ub4f1\uc744 \ud1b5\ud574 \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4. AI \ucd5c\uc801\ud654\ub294 \uace0\uac1d \ucc38\uc5ec\uc640 \uc804\ud658\uc728\uacfc \uac19\uc740 \uc601\uc5ed\uc5d0\uc11c \uc131\ub2a5\uc744 \uac1c\uc120\ud558\uae30 \uc704\ud574 \uc54c\uace0\ub9ac\uc998\uacfc \ubaa8\ub378\uc744 \uc138\ubc00\ud558\uac8c \uc870\uc815\ud558\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc2dc\uac04\uc774 \uc9c0\ub098\uba74\uc11c \uc77c\uad00\ub41c \ucd94\uc801\uc740 \uc870\uc815\uc744 \uc548\ub0b4\ud558\ub294 \ud328\ud134\uc744 \ub4dc\ub7ec\ub0b4\uba70, \uc9c0\uc18d\uc801\uc778 \uc131\uc7a5\uc744 \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n<p><a href=\"https:\/\/alienroad.com\/ai-optimization-2\/mastering-ai-advertising-optimization-a-comparison-of-leading-tools-for-enterprise-aio\/\">AI \ub9c8\ucf00\ud305 \ud50c\ub7ab\ud3fc<\/a>\uc758 \ub9e5\ub77d\uc5d0\uc11c, \uae30\uacc4 \ud559\uc2b5 \uae30\ubc18 \ucea0\ud398\uc778\uc744 \uc81c\uacf5\ud558\ub294 \ud50c\ub7ab\ud3fc\uacfc \uac19\uc740 \uacbd\uc6b0, \ucd94\uc801\uc740 \uc131\uacf5 \uc9c0\ud45c\ub97c \uc815\uc758\ud558\ub294 \uac83\uc73c\ub85c \uc2dc\uc791\ub429\ub2c8\ub2e4. HubSpot\uc774\ub098 Marketo\uc640 \uac19\uc740 AI\uac00 \ud1b5\ud569\ub41c \ub3c4\uad6c\ub97c \ud3ec\ud568\ud55c \uc774\ub7ec\ud55c \ud50c\ub7ab\ud3fc\uc740 \uc2e4\uc2dc\uac04 \uc0c1\ud638\uc791\uc6a9\uc744 \ud3ec\ucc29\ud558\ub294 \uc790\ub3d9\ud654\ub41c \ub370\uc774\ud130 \uc218\uc9d1\uc744 \ud5c8\uc6a9\ud569\ub2c8\ub2e4. \ube44\uc988\ub2c8\uc2a4 \uc18c\uc720\uc790\ub294 AI \uc790\ub3d9\ud654\uc758 \ud1b5\ud569\uc744 \uace0\ub824\ud574\uc57c \ud558\uba70, \uc774\ub294 \uc774\uba54\uc77c \uc138\ubd84\ud654\ub098 \uad11\uace0 \uc785\ucc30\uacfc \uac19\uc740 \ubc18\ubcf5\uc801\uc778 \uc791\uc5c5\uc744 \uac04\uc18c\ud654\ud558\uc5ec \uc804\ub7b5\uc801 \uac10\ub3c5\uc5d0 \uc9d1\uc911\ud560 \uc218 \uc788\uac8c \ud569\ub2c8\ub2e4. \ucf58\ud150\uce20 \uc0dd\uc131\uc744 \uc704\ud55c \uc0dd\uc131 AI\uc758 \ubd80\uc0c1\uacfc \uac19\uc740 \ub9c8\ucf00\ud305 AI \ud2b8\ub80c\ub4dc\ub294 \uc7a5\uae30 ROI\ub97c \ud3c9\uac00\ud558\uae30 \uc704\ud55c \uc885\ub2e8 \ubd84\uc11d\uc758 \ud544\uc694\uc131\uc744 \uac15\uc870\ud569\ub2c8\ub2e4.<\/p>\n<p>\ub514\uc9c0\ud138 \ub9c8\ucf00\ud305 \uc5d0\uc774\uc804\uc2dc\ub294 \uc885\uc885 \ud074\ub77c\uc774\uc5b8\ud2b8\uc5d0\uac8c AI\uc758 \uac00\uce58\ub97c \uc99d\uba85\ud558\ub294 \ub3c4\uc804\uc5d0 \uc9c1\uba74\ud569\ub2c8\ub2e4. AI \uad6c\ud604 \uc804\uc5d0 \uae30\uc900 \uc131\ub2a5\uc744 \uc124\uc815\ud558\uace0 \ucd5c\uc801\ud654 \ud6c4 \ub370\uc774\ud130\uc640 \ube44\uad50\ud568\uc73c\ub85c\uc368 \uc5d0\uc774\uc804\uc2dc\ub294 \uad6c\uccb4\uc801\uc778 \uac1c\uc120\uc744 \uc785\uc99d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uac1c\uc694\ub294 \ub354 \uae4a\uc740 \ud0d0\uad6c\uc758 \ubb34\ub300\ub97c \ub9c8\ub828\ud558\uba70, \ud6a8\uacfc\uc801\uc778 \ucd94\uc801\uc774 \uc77c\ud68c\uc131 \uac10\uc0ac\ubb3c\uc774 \uc544\ub2c8\ub77c \ub370\uc774\ud130 \uae30\ubc18 \uc758\uc0ac\uacb0\uc815\uc5d0 \ub300\ud55c \uc9c0\uc18d\uc801\uc778 \uc57d\uc18d\uc784\uc744 \uac15\uc870\ud569\ub2c8\ub2e4. \uc801\uc808\ud55c \ubc29\ubc95\ub860\uc73c\ub85c AI \ucd5c\uc801\ud654\ub294 \ub9c8\ucf00\ud305\uc744 \ubc18\uc751\uc801\uc5d0\uc11c \uc608\uce21\uc801\uc73c\ub85c \ubcc0\ud654\uc2dc\ud0ac \uc218 \uc788\uc73c\uba70, \uacbd\uc7c1\uc801\uc778 \ud658\uacbd\uc5d0\uc11c \ud0c4\ub825\uc131\uc744 \ud0a4\uc6c1\ub2c8\ub2e4.<\/p>\n<p>\uc774 \ucd94\uc801\uc758 \uc911\uc694\uc131\uc740 \uacfc\uc7a5\ud560 \uc218 \uc5c6\uc2b5\ub2c8\ub2e4. AI\uac00 \uc9c4\ud654\ud568\uc5d0 \ub530\ub77c \ud6a8\uc728\uc131\uacfc \uac1c\uc778\ud654\uc5d0 \ub300\ud55c \uae30\ub300\ub3c4 \uadf8\ub807\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, AI \uc790\ub3d9\ud654\ub97c \ucc44\ud0dd\ud55c \ube44\uc988\ub2c8\uc2a4 \uc18c\uc720\uc790\ub294 \ucd08\uae30 \ucc38\uc5ec \uc99d\uac00\ub97c \ubcfc \uc218 \uc788\uc9c0\ub9cc, \uc9c0\uc18d\uc801\uc778 \uc774\uc810\uc744 \ud655\uc778\ud558\uae30 \uc704\ud574 \uc2dc\uacc4\uc5f4 \ubd84\uc11d\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc774 \uae30\ucd08\uc801\uc778 \uc774\ud574\ub294 \uc804\ubb38\uac00\ub4e4\uc774 \ubcf5\uc7a1\uc131\uc744 \ud0d0\uc0c9\ud560 \uc218 \uc788\uac8c \ud558\uba70, AI \ud22c\uc790\uac00 \uce21\uc815 \uac00\ub2a5\ud558\uace0 \ud655\uc7a5 \uac00\ub2a5\ud55c \uacb0\uacfc\ub97c \uc0b0\ucd9c\ud558\ub3c4\ub85d \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n<h2>AI \ucd5c\uc801\ud654\uc5d0 \ub300\ud55c \uc8fc\uc694 \uc131\uacfc \uc9c0\ud45c \uc124\uc815<\/h2>\n<p>\uc8fc\uc694 \uc131\uacfc \uc9c0\ud45c(KPI)\ub294 \uc2dc\uac04\uc5d0 \ub530\ub978 AI \ucd5c\uc801\ud654 \uacb0\uacfc \ucd94\uc801\uc758 \ucd08\uc11d \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc9c0\ud45c\ub294 \uad6c\uccb4\uc801\uc774\uace0 \uce21\uc815 \uac00\ub2a5\ud558\uba70, \uc804\uccb4 \ubaa9\ud45c\uc640 \uc77c\uce58\ud574\uc57c \ud569\ub2c8\ub2e4. \ub514\uc9c0\ud138 \ub9c8\ucf00\ud130\ub294 <a href=\"https:\/\/alienroad.com\/ai-optimization-2\/ai-advertising-optimization-advanced-strategies-for-2025-success-3\/\">AI \uae30\ubc18 \ucd94\ucc9c<\/a>\uc744 \ud1b5\ud55c \uac1c\uc120\ub41c \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uacfc \uac19\uc740 \uc815\ub7c9\uc801 \uacb0\uacfc\uc640 \uc9c8\uc801 \ud5a5\uc0c1\uc744 \ubaa8\ub450 \ubc18\uc601\ud558\ub294 KPI\ub97c \uc6b0\uc120\uc2dc\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<h3>AI \ub9c8\ucf00\ud305 \ud50c\ub7ab\ud3fc\uc5d0 \ud2b9\ud654\ub41c \uc9c0\ud45c \uc815\uc758<\/h3>\n<p>AI \ub9c8\ucf00\ud305 \ud50c\ub7ab\ud3fc\uc740 \ucea0\ud398\uc778 \uc131\ub2a5\uc5d0 \ub300\ud55c \uc138\ubc00\ud55c \ub370\uc774\ud130\ub97c \uc81c\uacf5\ud558\ub294 \ub370 \ud0c1\uc6d4\ud569\ub2c8\ub2e4. \ud575\uc2ec \uc9c0\ud45c\uc5d0\ub294 \ud074\ub9ad\ub960(CTR), \uc804\ud658\uc728, \uace0\uac1d \ud68d\ub4dd \ube44\uc6a9(CAC)\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, Adobe Sensei\uc640 \uac19\uc740 \ud50c\ub7ab\ud3fc\uc744 \uc0ac\uc6a9\ud560 \ub54c \uc2e4\uc2dc\uac04 PPC \ucea0\ud398\uc778\uc5d0\uc11c AI \ucd5c\uc801\ud654\uac00 \uc785\ucc30 \uc804\ub7b5\uc744 \uc5b4\ub5bb\uac8c \uc870\uc815\ud558\ub294\uc9c0 \ucd94\uc801\ud558\uc138\uc694. \uc2dc\uac04\uc774 \uc9c0\ub098\uba74\uc11c \uc6d4\ubcc4 CTR \ubcc0\ud654\ub97c \ube44\uad50\ud558\uc5ec \uc54c\uace0\ub9ac\uc998 \uc138\ubc00 \uc870\uc815\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4. \ube44\uc988\ub2c8\uc2a4 \uc18c\uc720\uc790\ub294 KPI\ub97c \uccad\uc911 \uc778\uad6c\ud1b5\uacc4\ub85c \uc138\ubd84\ud654\ud558\uc5ec AI \uac1c\uc778\ud654\uac00 \ub2e4\uc591\ud55c \uadf8\ub8f9\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5\uc744 \ub4dc\ub7ec\ub0c5\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, \ud398\uc774\uc9c0 \uccb4\ub958 \uc2dc\uac04\uacfc \uc774\ud0c8\ub960\uacfc \uac19\uc740 \ucc38\uc5ec \uc9c0\ud45c\ub294 \ucf58\ud150\uce20 \ucd5c\uc801\ud654\uc5d0 \ub300\ud55c \ud1b5\ucc30\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub9c8\ucf00\ud305 AI \ud2b8\ub80c\ub4dc\uac00 \ud558\uc774\ud37c-\uac1c\uc778\ud654\ub85c \uc774\ub3d9\ud568\uc5d0 \ub530\ub77c, \uad00\ub828\uc131\uc744 \ub300\ubcc0\ud558\ub294 \uc9c0\ud45c\ub85c \uccb4\ub958 \uc2dc\uac04\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud558\uc138\uc694. \uc18c\uc15c \uc0c1\ud638\uc791\uc6a9\uc5d0\uc11c \uac10\uc815 \ubd84\uc11d\uacfc \uac19\uc740 \ubcf4\uc870 \uc9c0\ud45c\ub97c \ud1b5\ud569\ud558\uc5ec AI \uc0dd\uc131 \ucf58\ud150\uce20\uc5d0 \uc601\ud5a5\uc744 \ubc1b\uc740 \ube0c\ub79c\ub4dc \uc778\uc2dd\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/p>\n<h3>AI \uc790\ub3d9\ud654 \ud504\ub85c\uc138\uc2a4\uc758 \ud6a8\uc728\uc131 \uce21\uc815<\/h3>\n<p>AI \uc790\ub3d9\ud654\ub294 \uc6b4\uc601 \ud6a8\uc728\uc131\uc5d0 \uc911\uc810\uc744 \ub450\ubbc0\ub85c, \uc5ec\uae30\uc11c KPI\ub294 \uc2dc\uac04 \uc808\uac10\uacfc \uc624\ub958 \uac10\uc18c\ub97c \uac15\uc870\ud569\ub2c8\ub2e4. \uc790\ub3d9\ud654 ROI\ub97c \ucd94\uc801\ud558\uae30 \uc704\ud574 AI \uc774\uc804\uc758 \uc218\ub3d9 \ub178\ub825\uc5d0 \ub300\ud55c \uc790\ub3d9\ud654\ub41c \uc791\uc5c5 \ube44\uc728\uc744 \uacc4\uc0b0\ud558\uba70, \ucc98\ub9ac\ub7c9 \ube44\uc728\uc744 \ud568\uaed8 \ud569\ub2c8\ub2e4. \ub514\uc9c0\ud138 \ub9c8\ucf00\ud305 \uc5d0\uc774\uc804\uc2dc\uc758 \uacbd\uc6b0, AI\uac00 \uac15\ud654\ub41c Zapier\uc640 \uac19\uc740 \ub3c4\uad6c\uc5d0\uc11c \uc778\uc2a4\ud134\uc2a4 \uc218\uc900 \ub370\uc774\ud130\ub97c \uae30\ub85d\ud558\uc5ec \uc790\ub3d9\ud654 \uc6cc\ud06c\ud50c\ub85c\uc758 \uc751\ub2f5 \uc2dc\uac04\uc744 \uce21\uc815\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc774\ub7ec\ud55c \uc9c0\ud45c\uc758 \uc885\ub2e8 \ucd94\uc801\uc740 \ubd84\uae30\ubcc4\ub85c \uc218\ub3d9 \uac1c\uc785 \uac10\uc18c\uc640 \uac19\uc740 \ud2b8\ub80c\ub4dc\ub97c \ub4dc\ub7ec\ub0c5\ub2c8\ub2e4. \ube44\uc6a9 \uc99d\uac00 \uc5c6\uc774 \uc99d\uac00\ub41c \ub370\uc774\ud130 \ubcfc\ub968\uc744 \ucc98\ub9ac\ud558\ub294 \uac83\uacfc \uac19\uc740 \ud655\uc7a5\uc131 \uc9c0\ud45c\ub97c \ud1b5\ud569\ud558\uc5ec AI\uc758 \uacac\uace0\uc131\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4. \uc774 \uc138\ubc00\ud55c \uc811\uadfc\uc740 AI \uc790\ub3d9\ud654\uac00 \ud504\ub85c\uc138\uc2a4\ub97c \uac00\uc18d\ud654\ud560 \ubfd0\ub9cc \uc544\ub2c8\ub77c \uc7a5\uae30\uac04 \ud488\uc9c8\uc744 \uc720\uc9c0\ud558\ub3c4\ub85d \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n<h2>\ud6a8\uacfc\uc801\uc778 \ucd94\uc801\uc744 \uc704\ud55c \ub3c4\uad6c \uc120\ud0dd \ubc0f \ud1b5\ud569<\/h2>\n<p>\uc62c\ubc14\ub978 \ub3c4\uad6c \uc120\ud0dd\uc740 <a href=\"https:\/\/alienroad.com\/ai-optimization-2\/mastering-ai-advertising-optimization-through-closed-loop-systems\/\">AI \ucd5c\uc801\ud654 \uacb0\uacfc<\/a>\uc758 \uc815\ud655\ud55c \ucd94\uc801\uc5d0 \ud575\uc2ec\uc801\uc785\ub2c8\ub2e4. \ub514\uc9c0\ud138 \ub9c8\ucf00\ud130\ub294 \uac15\ub825\ud55c \ubd84\uc11d, \uc6d0\ud65c\ud55c \ud1b5\ud569, AI \ub124\uc774\ud2f0\ube0c \uae30\ub2a5\uc744 \uc81c\uacf5\ud558\ub294 \ud50c\ub7ab\ud3fc\uc744 \ud3c9\uac00\ud574\uc57c \ud569\ub2c8\ub2e4. \ubaa9\ud45c\ub294 \ub370\uc774\ud130\uac00 \uc6d0\ud65c\ud558\uac8c \ud750\ub974\ub294 \ud1b5\ud569\ub41c \uc0dd\ud0dc\uacc4\ub97c \ub9cc\ub4dc\ub294 \uac83\uc73c\ub85c, \ud3ec\uad04\uc801\uc778 \uac10\ub3c5\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4.<\/p>\n<h3>\ubd84\uc11d\uc744 \uc704\ud55c \ucd5c\uace0 AI \ub9c8\ucf00\ud305 \ud50c\ub7ab\ud3fc \ud3c9\uac00<\/h3>\n<p>AI \uac15\ud654 Google Analytics 4\ub098 Salesforce Einstein\uacfc \uac19\uc740 \uc120\ub3c4\uc801\uc778 <a href=\"https:\/\/alienroad.com\/ai-optimization-2\/mastering-ai-advertising-optimization-leveraging-brightedge-for-superior-campaign-performance\/\">AI \ub9c8\ucf00\ud305 \ud50c\ub7ab\ud3fc<\/a>\uc740 \ucd5c\uc801\ud654 \uacb0\uacfc\uc5d0 \ub300\ud55c \ub0b4\uc7a5 \ucd94\uc801\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc0ac\uc6a9\uc790 \ud589\ub3d9 \ud2b8\ub80c\ub4dc\ub97c \uc608\uce21\ud558\ub294 \uc608\uce21 \ubaa8\ub378\ub9c1 \ucc98\ub9ac \ub2a5\ub825\uc5d0 \uae30\ubc18\ud558\uc5ec \ud50c\ub7ab\ud3fc\uc744 \ud3c9\uac00\ud558\uc138\uc694. \ube44\uc988\ub2c8\uc2a4 \uc18c\uc720\uc790\ub97c \uc704\ud574 Optimove\uc640 \uac19\uc740 \uc0ac\uc6a9\uc790 \uce5c\ud654\uc801\uc778 \ub300\uc2dc\ubcf4\ub4dc\ub97c \uac00\uc9c4 \ud50c\ub7ab\ud3fc\uc740 AI \uae30\ubc18 \uc138\ubd84\ud654 \ud6a8\uacfc\ub97c \uc2dc\uac04\uc5d0 \ub530\ub77c \ubaa8\ub2c8\ud130\ub9c1\ud560 \uc218 \uc788\uac8c \ud569\ub2c8\ub2e4.<\/p>\n<p>\uc8fc\uc694 \ud3c9\uac00 \uae30\uc900\uc5d0\ub294 \ub370\uc774\ud130 \ud504\ub77c\uc774\ubc84\uc2dc \uc900\uc218, API \uc720\uc5f0\uc131, \ub9de\ucda4 \ubcf4\uace0\uac00 \ud3ec\ud568\ub429\ub2c8\ub2e4. \ub9c8\ucf00\ud305 AI \ud2b8\ub80c\ub4dc\uac00 \uc9c4\ud654\ud568\uc5d0 \ub530\ub77c \ud14d\uc2a4\ud2b8, \ube44\ub514\uc624, \uc74c\uc131 \uc0c1\ud638\uc791\uc6a9\uc744 \ud1b5\ud569\ud558\ub294 \uba40\ud2f0\ubaa8\ub2ec \ub370\uc774\ud130 \ubd84\uc11d\uc744 \uc9c0\uc6d0\ud558\ub294 \ud50c\ub7ab\ud3fc\uc744 \uc120\ud0dd\ud558\uc138\uc694. \uc774 \uc120\ud0dd \uacfc\uc815\uc740 \uc804\uc790\uc0c1\uac70\ub798 \uac1c\uc778\ud654\uc5d0\uc11c B2B \ub9ac\ub4dc \uc2a4\ucf54\uc5b4\ub9c1\uc5d0 \uc774\ub974\ub294 \ud2b9\uc815 \uc694\uad6c\uc640 \uc77c\uce58\ud558\ub3c4\ub85d \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n<h3>\uc804\uccb4\uc801\uc778 \ub370\uc774\ud130 \uc218\uc9d1\uc744 \uc704\ud55c \ud1b5\ud569 \uad6c\ucd95<\/h3>\n<p>\ud1b5\ud569\uc740 AI \uc790\ub3d9\ud654 \ub3c4\uad6c\ub97c CRM \ubc0f ERP \uc2dc\uc2a4\ud15c\uacfc \uc5f0\uacb0\ud558\uc5ec \ucd94\uc801 \ub2a5\ub825\uc744 \uc99d\ud3ed\ud569\ub2c8\ub2e4. ActiveCampaign\uacfc Google Cloud AI\uc640 \uac19\uc740 \ud50c\ub7ab\ud3fc\uc744 \uc5f0\uacb0\ud558\ub294 API\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc790\ub3d9\ud654\ub41c \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778\uc744 \ub9cc\ub4dc\uc138\uc694. \ub514\uc9c0\ud138 \ub9c8\ucf00\ud305 \uc5d0\uc774\uc804\uc2dc\ub294 ETL(\ucd94\ucd9c, \ubcc0\ud658, \ub85c\ub4dc) \ud504\ub85c\uc138\uc2a4\ub97c \uad6c\ud604\ud558\uc5ec \uc774\uc9c8\uc801\uc778 \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \ud45c\uc900\ud654\ud558\uace0, \uc2dc\uacc4\uc5f4 \ubd84\uc11d\uc744 \uc6a9\uc774\ud558\uac8c \ud569\ub2c8\ub2e4.<\/p>\n<p>\uc774\ub7ec\ud55c \ud1b5\ud569\uc758 \uc815\uae30 \uac10\uc0ac\ub85c \ub370\uc774\ud130 \uc0ac\uc77c\ub85c\ub97c \ubc29\uc9c0\ud558\uba70, AI \ucd5c\uc801\ud654 \uc601\ud5a5\uc758 \ud3ec\uad04\uc801\uc778 \uad00\uc810\uc744 \ubcf4\uc7a5\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc790\ub3d9\ud654 \ub85c\uadf8\ub97c \ub9c8\ucf00\ud305 \uc9c0\ud45c\uc640 \ub3d9\uae30\ud654\ud558\uba74 \ud504\ub85c\uc138\uc2a4 \ud6a8\uc728\uc131\uacfc \uc218\uc775 \uc131\uc7a5 \uac04\uc758 \uc0c1\uad00\uad00\uacc4\ub97c \ub4dc\ub7ec\ub0b4\uba70, \ubc18\ubcf5\uc801\uc778 \uac1c\uc120\uc744 \uc548\ub0b4\ud569\ub2c8\ub2e4.<\/p>\n<h2>\uac15\ub825\ud55c \ub370\uc774\ud130 \ucd94\uc801 \uba54\ucee4\ub2c8\uc998 \uad6c\ud604<\/h2>\n<p>\uad6c\ud604\uc740 \ub370\uc774\ud130\ub97c \uccb4\uacc4\uc801\uc73c\ub85c \ud3ec\ucc29\ud558\ub294 \uba54\ucee4\ub2c8\uc998\uc744 \uc124\uc815\ud558\ub294 \uac83\uc744 \ud3ec\ud568\ud558\uba70, \uc7a5\uae30 AI \ucd5c\uc801\ud654 \ubd84\uc11d\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \uc774\ub294 \uc99d\uac00\ud558\ub294 \ub370\uc774\ud130\uc14b\uc744 \ucc98\ub9ac\ud558\uae30 \uc704\ud55c \uae30\uc220\uc801 \uc815\ubc00\uc131\uacfc \uc804\ub7b5\uc801 \ud1b5\ucc30\ub825\uc744 \uc694\uad6c\ud569\ub2c8\ub2e4.<\/p>\n<h3>AI \uc790\ub3d9\ud654\ub97c \ud1b5\ud55c \uc2e4\uc2dc\uac04 \ubaa8\ub2c8\ud130\ub9c1<\/h3>\n<p>AI \uc790\ub3d9\ud654\ub294 \uc774\ubca4\ud2b8\ub97c \uc989\uc2dc \uae30\ub85d\ud558\ub294 \uc5d0\uc774\uc804\ud2b8\ub97c \ubc30\ud3ec\ud558\uc5ec \uc2e4\uc2dc\uac04 \ucd94\uc801\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \ub9de\ucda4 \ubaa8\ub378\uc744 \uc704\ud55c TensorFlow\uc640 \uac19\uc740 \ub3c4\uad6c\ub294 \ucd5c\uc801\ud654 \ub9e4\uac1c\ubcc0\uc218\ub97c \ubaa8\ub2c8\ud130\ub9c1\ud558\uace0 \ud3b8\ucc28\uc5d0 \uacbd\uace0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ube44\uc988\ub2c8\uc2a4 \uc18c\uc720\uc790\ub294 Datadog\uacfc \uac19\uc740 \ud50c\ub7ab\ud3fc\uc5d0\uc11c \ub300\uc2dc\ubcf4\ub4dc\ub97c \uad6c\uc131\ud558\uc5ec \ucd94\ucc9c \uc5d4\uc9c4\uc758 \ubaa8\ub378 \uc815\ud655\ub3c4\uc640 \uac19\uc740 \uc2e4\uc2dc\uac04 \uc9c0\ud45c\ub97c \uc2dc\uac01\ud654\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>\uc774 \uc811\uadfc\uc740 \uad11\uace0 \ud0c0\uac9f\ud305\uc744 \uc704\ud55c AI \ub9e4\uac1c\ubcc0\uc218 \uc870\uc815\uacfc \uac19\uc740 \uc989\uac01\uc801\uc778 \ucf54\uc2a4 \uc218\uc815\uc774 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \uc2dc\uac04\uc774 \uc9c0\ub098\uba74\uc11c \uc9d1\uacc4\ub41c \uc2e4\uc2dc\uac04 \ub370\uc774\ud130\ub294 \ubcc0\ud558\ub294 \ub9c8\ucf00\ud305 AI \ud2b8\ub80c\ub4dc \uc18d\uc5d0\uc11c \ud2b8\ub80c\ub4dc \uc2dd\ubcc4\uc5d0 \ud544\uc218\uc801\uc778 \uc5ed\uc0ac\uc801 \uc800\uc7a5\uc18c\ub97c \uad6c\ucd95\ud569\ub2c8\ub2e4.<\/p>\n<h3>\uc7a5\uae30 \ub370\uc774\ud130 \uc544\uce74\uc774\ube59 \ubc0f \ubd84\uc11d \uc804\ub7b5<\/h3>\n<p>\uc9c0\uc18d\uc801\uc778 \ucd94\uc801\uc744 \uc704\ud574 Snowflake\uc640 \uac19\uc740 \ub370\uc774\ud130 \ub808\uc774\ud06c\ub098 \uc6e8\uc5b4\ud558\uc6b0\uc2a4\ub97c \ucc44\ud0dd\ud558\uc5ec \uc5ed\uc0ac\uc801 AI \uc131\ub2a5 \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud558\uc138\uc694. \ubaa8\ub378 \ubc84\uc804 \uad00\ub9ac\ub97c \uad6c\ud604\ud558\uc5ec \ucd5c\uc801\ud654 \uc9c4\ud654\ub97c \ucd94\uc801\ud569\ub2c8\ub2e4. \ub514\uc9c0\ud138 \ub9c8\ucf00\ud130\ub294 \ub2e4\ub978 AI \ubc84\uc804\uc5d0 \ub178\ucd9c\ub41c \uc0ac\uc6a9\uc790 \uadf8\ub8f9\uc744 \ucd94\uc801\ud558\ub294 \ucf54\ud638\ud2b8 \ubd84\uc11d\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc720\uc9c0\uc728\uacfc \ud3c9\uc0dd \uac00\uce58\ub97c \uce21\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uaddc\uc815\uc744 \uc900\uc218\ud558\uae30 \uc704\ud574 \uc815\uae30\uc801\uc778 \uccad\uc18c\uc640 \uc775\uba85\ud654\ub97c \ud1b5\ud55c \ub370\uc774\ud130 \uac70\ubc84\ub10c\uc2a4\ub97c \ubcf4\uc7a5\ud558\uc138\uc694. \uc774 \uae30\ucd08 \uba54\ucee4\ub2c8\uc998\uc740 \uacfc\uac70 \ud328\ud134\uc5d0 \uae30\ubc18\ud55c \ubbf8\ub798 \ucd5c\uc801\ud654 \ud544\uc694\ub97c \uc608\uce21\ud558\ub294 \uc608\uce21 \ubd84\uc11d\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n<h2>AI \ucd5c\uc801\ud654\uc5d0\uc11c \ud1b5\ucc30\uc744 \ub4dc\ub7ec\ub0b4\uae30 \uc704\ud55c \ub370\uc774\ud130 \ubd84\uc11d<\/h2>\n<p>\ubd84\uc11d\uc740 \uc6d0\uc2dc \ub370\uc774\ud130\ub97c \uc2e4\ud589 \uac00\ub2a5\ud55c \ud1b5\ucc30\ub85c \ubcc0\ud658\ud558\uba70, AI \uc804\ub7b5\uc758 \uc138\ubc00 \uc870\uc815\uc744 \uc548\ub0b4\ud569\ub2c8\ub2e4. \ud1b5\uacc4 \ubc29\ubc95\uacfc \uc2dc\uac01\ud654\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc2dc\uac04\uc5d0 \ub530\ub978 \ud2b8\ub80c\ub4dc\ub97c \ud574\uc11d\ud558\uc138\uc694.<\/p>\n<h3>\ucd5c\uc801\ud654 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134 \ubc0f \uc774\uc0c1 \uc2dd\ubcc4<\/h3>\n<p>\ud68c\uadc0 \ubd84\uc11d\uacfc \uac19\uc740 \uae30\ubc95\uc744 \uc0ac\uc6a9\ud558\uc5ec AI \uac1c\uc785\uacfc \uacb0\uacfc\ub97c \uc0c1\uad00\uc9d3\uc2b5\ub2c8\ub2e4. AI \ub9c8\ucf00\ud305 \ud50c\ub7ab\ud3fc\uc758 \uacbd\uc6b0, Splunk\uc640 \uac19\uc740 \ub3c4\uad6c\uc758 \uc774\uc0c1 \ud0d0\uc9c0 \uc54c\uace0\ub9ac\uc998\uc740 \ucc38\uc5ec \uac10\uc18c\uc758 \ube44\uc815\uc0c1\uc801\uc778 \ud558\ub77d\uc744 \uc2dd\ubcc4\ud558\uc5ec \ubaa8\ub378 \ub4dc\ub9ac\ud504\ud2b8\uc5d0 \ub300\ud55c \uc870\uc0ac\ub97c \ucd09\uc9c4\ud569\ub2c8\ub2e4. \ube44\uc988\ub2c8\uc2a4 \uc18c\uc720\uc790\ub294 \uc131\ub2a5 \ub370\uc774\ud130\ub97c \uc138\ubd84\ud654\ud558\ub294 \ud074\ub7ec\uc2a4\ud130\ub9c1 \uc54c\uace0\ub9ac\uc998\uc73c\ub85c\ubd80\ud130 \ub192\uc740 \uc601\ud5a5 \uc601\uc5ed\uc744 \ub4dc\ub7ec\ub0c5\ub2c8\ub2e4.<\/p>\n<p>ARIMA \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud55c \uc2dc\uacc4\uc5f4 \uc608\uce21\uc740 \uc74c\uc131 \uac80\uc0c9 \ucd5c\uc801\ud654\uc640 \uac19\uc740 \ub9c8\ucf00\ud305 AI \ud2b8\ub80c\ub4dc\uc640 \uc77c\uce58\ud558\uc5ec \ubbf8\ub798 \ud2b8\ub80c\ub4dc\ub97c \uc608\uce21\ud569\ub2c8\ub2e4. \uc774 \ud328\ud134 \uc778\uc2dd\uc740 AI\uc758 \uc7a0\uc7ac\ub825\uc744 \ucd5c\ub300\ud654\ud558\ub294 \uc0ac\uc804 \uc870\uc815\uc744 \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n<h3>\ubd84\uc11d\uc744 \ud1b5\ud55c \uc2e0\ud765 \ub9c8\ucf00\ud305 AI \ud2b8\ub80c\ub4dc \uc801\uc751<\/h3>\n<p>Gartner\ub098 Forrester\uc758 \ubcf4\uace0\uc11c\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc0b0\uc5c5 \ud45c\uc900\uacfc \ubca4\uce58\ub9c8\ud0b9\ud568\uc73c\ub85c\uc368 \ud2b8\ub80c\ub4dc \ubd84\uc11d\uc744 \ud1b5\ud569\ud558\uc138\uc694. \ub514\uc9c0\ud138 \ub9c8\ucf00\ud305 \uc5d0\uc774\uc804\uc2dc\ub294 NLP \ub3c4\uad6c\ub97c \ud1b5\ud55c \uac10\uc815 \ud2b8\ub80c\ub4dc \ucd94\uc801\uc73c\ub85c AI \uc0dd\uc131 \ucf58\ud150\uce20\uac00 \ucea0\ud398\uc778\uc5d0 \uac78\uccd0 \uc778\uc2dd\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5\uc744 \ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>AI \ubcc0\ud615\uc744 \uc0ac\uc6a9\ud55c \uc815\uae30 A\/B \ud14c\uc2a4\ud2b8\ub85c \uc804\ub7b5\uc744 \uc138\ubc00 \uc870\uc815\ud558\uc5ec \uc801\uc751\uc131\uc744 \ubcf4\uc7a5\ud569\ub2c8\ub2e4. \uc774 \ubd84\uc11d\uc801 \uae4a\uc774\ub294 \ud504\ub77c\uc774\ubc84\uc2dc \ubcf4\uc874 \ucd5c\uc801\ud654\ub97c \uc704\ud55c \ud398\ub354\ub808\uc774\ud2f0\ub4dc \ub7ec\ub2dd\uacfc \uac19\uc740 \ud601\uc2e0\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\uac8c \uc804\ubb38\uac00\ub4e4\uc744 \uc704\uce58\uc9d3\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>\uc9c0\uc18d\uc801\uc778 AI \ucd5c\uc801\ud654 \ub9c8\uc2a4\ud130\ub9ac\ub97c \uc704\ud55c \uc804\ub7b5\uc801 \uc2e4\ud589<\/h2>\n<p>\uc804\ub7b5\uc801 \uc2e4\ud589\uc740 \ucd94\uc801\uc744 \uc804\uc220\uc801\uc5d0\uc11c \ube44\uc804\uc801\uc73c\ub85c \uc2b9\ud654\uc2dc\ud0a4\uba70, AI \ucd5c\uc801\ud654\ub97c \ud575\uc2ec \ube44\uc988\ub2c8\uc2a4 \ub9ac\ub4ec\uc5d0 \ub0b4\uc7a5\ud569\ub2c8\ub2e4. \ub514\uc9c0\ud138 \ub9c8\ucf00\ud130\ub294 \ud1b5\ucc30\uc774 \ud601\uc2e0\uc744 \uc8fc\ub3c4\ud558\ub294 \uc9c0\uc18d \ud559\uc2b5 \ubb38\ud654\ub97c \ud0a4\uc6cc\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>\ud53c\ub4dc\ubc31 \ub8e8\ud504\ub97c \ud1b5\ud569\ud55c \ubc18\ubcf5 \uc0ac\uc774\ud074\uc744 \uac1c\ubc1c\ud558\uc5ec \uc9c4\ud654\ud558\ub294 \ubaa9\ud45c\uc5d0 \uae30\ubc18\ud55c KPI\ub97c \uc138\ubc00 \uc870\uc815\ud558\uc138\uc694. AI \uc790\ub3d9\ud654\uc758 \uacbd\uc6b0, \uc804\ub7b5\uc801 \uacc4\ud68d\uc744 \uc704\ud574 \uc790\uc6d0\uc744 \uc790\uc720\ub86d\uac8c \ud558\uae30 \uc704\ud574 \ubcf4\uace0 \uc8fc\uae30\ub97c \uc790\ub3d9\ud654\ud558\uc138\uc694. \ube44\uc988\ub2c8\uc2a4 \uc18c\uc720\uc790\ub294 \ubd84\uae30 \uac80\ud1a0\uc640 \uc77c\uce58\ud558\uc5ec \ucd94\uc801\uc744 \uc870\uc815\ud558\uace0, \uacb0\uacfc\ub97c \uc608\uc0b0 \ubc30\uc815\uc5d0 \ud1b5\ud569\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>\ub9c8\ucf00\ud305 AI \ud2b8\ub80c\ub4dc\uac00 AI\uc640 Web3 \uae30\uc220\uc758 \ud1b5\ud569\uacfc \uac19\uc774 \uac00\uc18d\ud654\ub428\uc5d0 \ub530\ub77c, \uc0ac\uc804 \uc2e4\ud589\uc740 \uacbd\uc7c1\ub825\uc744 \ubcf4\uc7a5\ud569\ub2c8\ub2e4. \ub9c8\ucf00\ud305 \ud1b5\ucc30\uacfc \ub370\uc774\ud130 \uacfc\ud559\uc744 \ud63c\ud569\ud55c \ud06c\ub85c\uc2a4-\uae30\ub2a5 \ud300\uc744 AI \uc774\ub2c8\uc154\ud2f0\ube0c\uc5d0 \ud611\ub825\ud558\ub3c4\ub85d \uc704\uce58\uc9d3\uc2b5\ub2c8\ub2e4.<\/p>\n<p>Alien Road\uc5d0\uc11c \uc6b0\ub9ac\ub294 \ube44\uc988\ub2c8\uc2a4\uac00 AI \ucd5c\uc801\ud654 \ub9c8\uc2a4\ud130\ub9ac\ub97c \ud1b5\ud574 \uc548\ub0b4\ud558\ub294 \ucd5c\uace0 \ucee8\uc124\ud305 \ud68c\uc0ac\ub85c \uc804\ubb38\ud654\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uc6b0\ub9ac\uc758 \uc804\ubb38\uac00\ub4e4\uc740 \uc2dc\uac04\uc5d0 \ub530\ub978 \uacb0\uacfc\ub97c \ucd94\uc801\ud558\uace0 \uc99d\ud3ed\ud558\ub294 \ub9de\ucda4 \uc804\ub7b5\uc744 \uc81c\uacf5\ud558\uba70, \ub514\uc9c0\ud138 \ub9c8\ucf00\ud130\uc640 \uc5d0\uc774\uc804\uc2dc\uac00 \ubcc0\ud601\uc801\uc778 \uc131\uc7a5\uc744 \ub2ec\uc131\ud560 \uc218 \uc788\uac8c \ud569\ub2c8\ub2e4. AI \uc774\ub2c8\uc154\ud2f0\ube0c\uc758 \uc804\uccb4 \uc7a0\uc7ac\ub825\uc744 \ud574\uc81c\ud558\uae30 \uc704\ud574 \uc624\ub298 \uc804\ub7b5 \ucee8\uc124\ud14c\uc774\uc158\uc744 \uc608\uc57d\ud558\uc138\uc694.<\/p>\n<h2>\uc2dc\uac04\uc5d0 \ub530\ub978 AI \ucd5c\uc801\ud654 \uacb0\uacfc \ucd94\uc801\uc5d0 \ub300\ud55c \uc790\uc8fc \ubb3b\ub294 \uc9c8\ubb38<\/h2>\n<h3>\ub9c8\ucf00\ud305 \ub9e5\ub77d\uc5d0\uc11c AI \ucd5c\uc801\ud654\ub780 \ubb34\uc5c7\uc778\uac00?<\/h3>\n<p>\ub9c8\ucf00\ud305\uc5d0\uc11c AI \ucd5c\uc801\ud654\ub294 \uc778\uacf5\uc9c0\ub2a5\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud504\ub85c\uc138\uc2a4, \uc54c\uace0\ub9ac\uc998, \ucea0\ud398\uc778\uc744 \ub354 \ub098\uc740 \uc131\ub2a5\uc744 \uc704\ud574 \uc138\ubc00 \uc870\uc815\ud558\ub294 \uac83\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4. \uc774\ub294 \ud6a8\uc728\uc131\uacfc ROI\ub97c \ub192\uc774\uae30 \uc704\ud55c \ud0c0\uac9f\ud305, \uac1c\uc778\ud654, \uc790\ub3d9\ud654 \ud5a5\uc0c1\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4. \ub514\uc9c0\ud138 \ub9c8\ucf00\ud130\uc5d0\uac8c \uc774\ub294 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \uace0\uac1d \ud589\ub3d9\uc744 \uc608\uce21\ud558\uae30 \uc704\ud574 \uae30\uacc4 \ud559\uc2b5\uc744 \ud65c\uc6a9\ud558\ub294 \uac83\uc744 \uc758\ubbf8\ud558\uba70, \ub9c8\ucf00\ud305 \ub178\ub825\uc774 \ub370\uc774\ud130 \uae30\ubc18\uc774\uace0 \uc2dc\uac04\uc5d0 \ub530\ub77c \uc801\uc751\ud558\ub3c4\ub85d \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n<h3>\ube44\uc988\ub2c8\uc2a4 \uc18c\uc720\uc790\uc5d0\uac8c \uc2dc\uac04\uc5d0 \ub530\ub978 AI \ucd5c\uc801\ud654 \uacb0\uacfc \ucd94\uc801\uc774 \uc65c \uc911\uc694\ud55c\uac00?<\/h3>\n<p>\uc2dc\uac04\uc5d0 \ub530\ub978 AI \ucd5c\uc801\ud654 \uacb0\uacfc \ucd94\uc801\uc740 \ube44\uc988\ub2c8\uc2a4 \uc18c\uc720\uc790\uac00 AI \ud22c\uc790\uc758 \uc9c4\uc815\ud55c \uc601\ud5a5\uc744 \uce21\uc815\ud558\uace0, \ube44\ud6a8\uc728\uc131\uc744 \uc2dd\ubcc4\ud558\uba70, \uc9c0\ucd9c\uc744 \uc815\ub2f9\ud654\ud560 \uc218 \uc788\uac8c \ud569\ub2c8\ub2e4. \uc774\ub294 \uc804\ud658\uc728\uc758 \uc9c0\uc18d\uc801\uc778 \uc99d\uac00\uc640 \uac19\uc740 \uc7a5\uae30 \ud2b8\ub80c\ub4dc\ub97c \ub4dc\ub7ec\ub0b4\uba70, \uc790\uc6d0\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ubc30\uc815\ud558\uace0 \uc2dc\uc7a5 \ubcc0\ud654\uc5d0 \uc801\uc751\ud558\uc5ec \uad81\uadf9\uc801\uc73c\ub85c \ud655\uc7a5 \uac00\ub2a5\ud55c \uc131\uc7a5\uc744 \uc8fc\ub3c4\ud569\ub2c8\ub2e4.<\/p>\n<h3>AI \ub9c8\ucf00\ud305 \ud50c\ub7ab\ud3fc\uc740 \ucd5c\uc801\ud654 \uacb0\uacfc\ub97c \ucd94\uc801\ud558\ub294 \ub370 \uc5b4\ub5bb\uac8c \uae30\uc5ec\ud558\ub098?<\/h3>\n<p>HubSpot\uc774\ub098 Salesforce\uc640 \uac19\uc740 AI \ub9c8\ucf00\ud305 \ud50c\ub7ab\ud3fc\uc740 \uc2e4\uc2dc\uac04\uc73c\ub85c \uc8fc\uc694 \uc9c0\ud45c\ub97c \ubaa8\ub2c8\ud130\ub9c1\ud558\ub294 \ud1b5\ud569 \ubd84\uc11d \ub300\uc2dc\ubcf4\ub4dc\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uadf8\ub4e4\uc740 \uc5ec\ub7ec \uc18c\uc2a4\uc5d0\uc11c \ub370\uc774\ud130 \uc9d1\uacc4\ub97c \uc790\ub3d9\ud654\ud558\uba70, \ucd5c\uc801\ud654 \uc9c4\ud589\uc744 \ucd94\uc801\ud558\ub294 \uc2dc\uac01\ud654\uc640 \ubcf4\uace0\ub97c \uc81c\uacf5\ud558\uc5ec \ub514\uc9c0\ud138 \ub9c8\ucf00\ud130\uac00 \uc7a5\uae30\uac04 \ucc38\uc5ec\uc640 \uc804\ud658\uc758 \uac1c\uc120\uc744 \ubc1c\uacac\ud560 \uc218 \uc788\uac8c \ud569\ub2c8\ub2e4.<\/p>\n<h3>AI \uc790\ub3d9\ud654\ub294 \ucd5c\uc801\ud654 \uacb0\uacfc \ubaa8\ub2c8\ud130\ub9c1\uc5d0\uc11c \uc5b4\ub5a4 \uc5ed\ud560\uc744 \ud558\ub098?<\/h3>\n<p>AI \uc790\ub3d9\ud654\ub294 \uc218\ub3d9 \uac1c\uc785 \uc5c6\uc774 \ub370\uc774\ud130 \uc218\uc9d1, \uacbd\uace0, \uae30\ubcf8 \ubd84\uc11d\uc744 \ucc98\ub9ac\ud558\uc5ec \ubaa8\ub2c8\ud130\ub9c1\uc744 \uac04\uc18c\ud654\ud569\ub2c8\ub2e4. \ub3c4\uad6c\ub294 \uc751\ub2f5 \uc2dc\uac04\uacfc \uc624\ub958\uc728\uacfc \uac19\uc740 \uc9c0\ud45c \ucd94\uc801\uc744 \uc704\ud55c \uc6cc\ud06c\ud50c\ub85c\ub97c \uc790\ub3d9\ud654\ud558\uba70, \ube44\uc988\ub2c8\uc2a4 \uc18c\uc720\uc790\uac00 \ud574\uc11d\uc5d0 \uc9d1\uc911\ud560 \uc218 \uc788\uac8c \ud558\uba74\uc11c \uc7a5\uae30 \ud3c9\uac00\ub97c \uc704\ud55c \uc77c\uad00\ub418\uace0 \uc624\ub958 \uc5c6\ub294 \ub370\uc774\ud130 \ud3ec\ucc29\uc744 \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n<h3>\ub514\uc9c0\ud138 \ub9c8\ucf00\ud130\uac00 AI \ucd5c\uc801\ud654\uc5d0 \ub300\ud574 \ucd94\uc801\ud574\uc57c \ud560 \uc8fc\uc694 \uc131\uacfc \uc9c0\ud45c\ub294 \ubb34\uc5c7\uc778\uac00?<\/h3>\n<p>\ud544\uc218 KPI\uc5d0\ub294 \uc804\ud658\uc728, \uace0\uac1d \ud3c9\uc0dd \uac00\uce58, \ucc38\uc5ec \uc810\uc218, \uc790\ub3d9\ud654 \ud6a8\uc728\uc131 \ube44\uc728\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4. \ub514\uc9c0\ud138 \ub9c8\ucf00\ud130\ub294 \ubaa8\ub378 \uc815\ud655\ub3c4\uc640 \uac1c\uc778\ud654 \ub9ac\ud504\ud2b8\uc640 \uac19\uc740 AI \ud2b9\ud654 \uc9c0\ud45c\ub3c4 \ubaa8\ub2c8\ud130\ub9c1\ud574\uc57c \ud558\uba70, \uae30\uc900\uacfc \ube44\uad50\ud558\uc5ec \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \ucd5c\uc801\ud654 \uc774\uc810\uc744 \uc815\ub7c9\ud654\ud569\ub2c8\ub2e4.<\/p>\n<h3>\uc5d0\uc774\uc804\uc2dc\ub294 \ud3ec\uad04\uc801\uc778 AI \ucd94\uc801\uc744 \uc704\ud574 \uc5ec\ub7ec \ub3c4\uad6c\ub97c \uc5b4\ub5bb\uac8c \ud1b5\ud569\ud560 \uc218 \uc788\ub098?<\/h3>\n<p>\ub514\uc9c0\ud138 \ub9c8\ucf00\ud305 \uc5d0\uc774\uc804\uc2dc\ub294 MuleSoft\uc640 \uac19\uc740 \ubbf8\ub4e4\uc6e8\uc5b4\uc640 API\ub97c \uc0ac\uc6a9\ud558\uc5ec Google Analytics\uc640 \uac19\uc740 \ub3c4\uad6c\ub97c AI \ud50c\ub7ab\ud3fc\uacfc \uc5f0\uacb0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ud1b5\ud569\ub41c \ub370\uc774\ud130 \ud750\ub984\uc744 \uc0dd\uc131\ud558\uba70, \ucc44\ub110 \uc804\ubc18\uc758 \ucd5c\uc801\ud654 \uacb0\uacfc\ub97c \uc804\uccb4\uc801\uc73c\ub85c \ucd94\uc801\ud558\uace0, \ub370\uc774\ud130 \ubd88\uc77c\uce58\ub97c \ubc29\uc9c0\ud558\uba70 \uc0c1\uc138\ud55c \uc2dc\uac04 \uae30\ubc18 \ubd84\uc11d\uc744 \uc9c0\uc6d0\ud558\ub294 \uc790\ub3d9 \ub3d9\uae30\ud654\ub97c \ud569\ub2c8\ub2e4.<\/p>\n<h3>\uc2dc\uac04\uc5d0 \ub530\ub978 AI \ucd5c\uc801\ud654 \uacb0\uacfc \ucd94\uc801\uc758 \uc77c\ubc18\uc801\uc778 \ub3c4\uc804\uc740 \ubb34\uc5c7\uc778\uac00?<\/h3>\n<p>\uc77c\ubc18\uc801\uc778 \ub3c4\uc804\uc5d0\ub294 \ub370\uc774\ud130 \uc0ac\uc77c\ub85c, \uc54c\uace0\ub9ac\uc998 \ubd88\ud22c\uba85\uc131, \uc9c4\ud654\ud558\ub294 \ud504\ub77c\uc774\ubc84\uc2dc \uaddc\uc815\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4. \ube44\uc988\ub2c8\uc2a4 \uc18c\uc720\uc790\ub294 \ubcf5\uc7a1\ud55c \ucd9c\ub825\uc744 \ud574\uc11d\ud558\uac70\ub098 \ub370\uc774\ud130 \ud488\uc9c8\uc744 \uc720\uc9c0\ud558\ub294 \ub370 \uc5b4\ub824\uc6c0\uc744 \uacaa\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \uadf9\ubcf5\ud558\uae30 \uc704\ud574 \uac15\ub825\ud55c \uac70\ubc84\ub10c\uc2a4, \ud22c\uba85\ud55c AI \ubaa8\ub378, \uc815\uae30 \uac10\uc0ac\uac00 \ud544\uc694\ud558\uba70, \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \uc885\ub2e8 \ucd94\uc801\uc744 \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n<h3>\ub9c8\ucf00\ud305 AI \ud2b8\ub80c\ub4dc\ub294 \ucd94\uc801 \uc804\ub7b5\uc5d0 \uc5b4\ub5bb\uac8c \uc601\ud5a5\uc744 \ubbf8\uce58\ub098?<\/h3>\n<p>\uc0dd\uc131 AI\uc640 \uc5e3\uc9c0 \ucef4\ud4e8\ud305\uacfc \uac19\uc740 \ub9c8\ucf00\ud305 AI \ud2b8\ub80c\ub4dc\ub294 \ucf58\ud150\uce20 \uc0dd\uc131 \uc18d\ub3c4\ub098 \uc9c0\uc5f0 \uac10\uc18c\uc640 \uac19\uc740 \uc0c8\ub85c\uc6b4 \uc9c0\ud45c\ub97c \ud1b5\ud569\ud558\ub294 \uc801\uc751\uc801 \ucd94\uc801 \uc804\ub7b5\uc744 \uc694\uad6c\ud569\ub2c8\ub2e4. \ub514\uc9c0\ud138 \ub9c8\ucf00\ud130\ub294 \uc774\ub7ec\ud55c \ud601\uc2e0\uc744 \ud3ec\ucc29\ud558\uae30 \uc704\ud574 KPI\ub97c \uc5c5\ub370\uc774\ud2b8\ud574\uc57c \ud558\uba70, \uace0\uae09 \ubd84\uc11d\uc744 \uc0ac\uc6a9\ud558\uc5ec \ucd94\uc801\uc744 \ud2b8\ub80c\ub4dc \uae30\ubc18 \ucd5c\uc801\ud654\uc640 \uc77c\uce58\uc2dc\ucf1c \ubbf8\ub798 \uc9c0\ud5a5\uc801\uc778 \uacb0\uacfc\ub97c \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n<h3>\uc2dc\uac04\uc5d0 \ub530\ub978 AI \ucd5c\uc801\ud654 \ub370\uc774\ud130\ub97c \uc2dc\uac01\ud654\ud558\ub294 \ub370 \uac00\uc7a5 \uc88b\uc740 \ub3c4\uad6c\ub294 \ubb34\uc5c7\uc778\uac00?<\/h3>\n<p>Tableau\ub098 Power BI\uc640 \uac19\uc740 \ub3c4\uad6c\ub294 AI \ucd5c\uc801\ud654\uc758 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub97c \uc2dc\uac01\ud654\ud558\ub294 \ub370 \ud0c1\uc6d4\ud558\uba70, \ud2b8\ub80c\ub4dc \ubc1c\uacac\uc744 \uc704\ud55c \uc0c1\ud638\uc791\uc6a9 \ub300\uc2dc\ubcf4\ub4dc\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. AI \ub9c8\ucf00\ud305 \ud50c\ub7ab\ud3fc\uc758 \uacbd\uc6b0, Mixpanel\uacfc \uac19\uc740 \ub3c4\uad6c\uc758 \ub0b4\uc7a5 \uc2dc\uac01\ud654\uae30\ub294 \ub9de\ucda4 \ucc28\ud2b8\ub97c \uc81c\uacf5\ud558\uba70, \uc5d0\uc774\uc804\uc2dc\uc640 \uc18c\uc720\uc790\uac00 \uc7a5\uae30 \uc131\ub2a5 \ud328\ud134\uc744 \uc27d\uac8c \ud574\uc11d\ud560 \uc218 \uc788\uac8c \ud569\ub2c8\ub2e4.<\/p>\n<h3>AI \ucd5c\uc801\ud654 \ucd94\uc801 \ub370\uc774\ud130\ub97c \uc5bc\ub9c8\ub098 \uc790\uc8fc \uac80\ud1a0\ud574\uc57c \ud558\ub098?<\/h3>\n<p>\uac80\ud1a0\ub294 \uc2e4\uc2dc\uac04 \uc870\uc815\uc744 \uc704\ud574 \uc8fc\uac04\uc73c\ub85c, \uc804\ub7b5\uc801 \ud3c9\uac00\ub97c \uc704\ud574 \ubd84\uae30\ubcc4\ub85c \ubc1c\uc0dd\ud574\uc57c \ud569\ub2c8\ub2e4. \ube44\uc988\ub2c8\uc2a4 \uc18c\uc720\uc790\ub294 \ucea0\ud398\uc778 \uc8fc\uae30\uc640 \uc77c\uce58\ud558\ub294 \uc6d4\uac04 \uc2ec\uce35 \ubd84\uc11d\uc73c\ub85c\ubd80\ud130 \uc774\uc775\uc744 \uc5bb\uc73c\uba70, \uc801\uc2dc \uac1c\uc785\uc744 \ubcf4\uc7a5\ud558\uba74\uc11c \ucd5c\uc801\ud654 \uc9c4\ud589\uc758 \ud3ec\uad04\uc801\uc778 \uad00\uc810\uc744 \uc7a5\uae30 \ud0c0\uc784\ub77c\uc778\uc5d0 \uad6c\ucd95\ud569\ub2c8\ub2e4.<\/p>\n<h3>AI \ucd5c\uc801\ud654 \ucd94\uc801\uc740 \ub514\uc9c0\ud138 \ub9c8\ucf00\ud305\uc758 ROI\ub97c \uac1c\uc120\ud560 \uc218 \uc788\ub098?<\/h3>\n<p>\uc608, \uace0\uc131\ub2a5 \uc804\uc220\uc744 \uc2dd\ubcc4\ud558\uace0 eli<\/p>\n","protected":false},"excerpt":{"rendered":"<p>AI \ucd5c\uc801\ud654 \ucd94\uc801\uc758 \uae30\ucd08 \uc774\ud574 \uc2dc\uac04\uc5d0 \ub530\ub978 AI \ucd5c\uc801\ud654 \uacb0\uacfc \ucd94\uc801\uc740 \uae30\uc220\uc801 \ub2a5\ub825\uacfc \ube44\uc988\ub2c8\uc2a4 \ubaa9\ud45c\ub97c \uc77c\uce58\uc2dc\ud0a4\ub294 \uad6c\uc870\ud654\ub41c \uc811\uadfc \ubc29\uc2dd\uc744 \uc694\uad6c\ud569\ub2c8\ub2e4. \ub514\uc9c0\ud138 \ub9c8\ucf00\ud130\uc640 \ube44\uc988\ub2c8\uc2a4 \uc18c\uc720\uc790\ub97c \uc704\ud574 \uc774 \uacfc\uc815\uc740 \uc778\uacf5\uc9c0\ub2a5\uc774 \ub9c8\ucf00\ud305 \ub178\ub825\uc744 \uc5b4\ub5bb\uac8c \ud5a5\uc0c1\uc2dc\ud0a4\ub294\uc9c0 \ubaa8\ub2c8\ud130\ub9c1\ud558\ub294 \uac83\uc744 \ud3ec\ud568\ud558\uba70, \uac1c\uc778\ud654, \uc608\uce21 \ubd84\uc11d, \ucf58\ud150\uce20 \uc0dd\uc131 \ub4f1\uc744 \ud1b5\ud574 \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4. 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