{"id":1170997,"date":"2026-05-05T11:13:20","date_gmt":"2026-05-05T10:13:20","guid":{"rendered":"https:\/\/www.artefact.com\/?post_type=blog&p=1170997"},"modified":"2026-05-05T11:15:10","modified_gmt":"2026-05-05T10:15:10","slug":"scaling-ai-in-the-middle-easts-year-of-execution","status":"publish","type":"blog","link":"https:\/\/www.artefact.com\/zh\/blog\/scaling-ai-in-the-middle-easts-year-of-execution\/","title":{"rendered":"\u5728\u4e2d\u4e1c \u201c\u6267\u884c\u5e74 \u201d\u63a8\u5e7f AI\u201d"},"content":{"rendered":"

\u5bf9 Artefact \u8363\u83b7 2026 \u5e74 Google \u4e91\u6b27\u6d32\u3001\u4e2d\u4e1c\u548c\u975e\u6d32\u5730\u533a\u4eba\u5de5\u667a\u80fd\u5e74\u5ea6\u5408\u4f5c\u4f19\u4f34\u5956\u7684\u53cd\u601d\u3002.<\/h3>\n

\u968f\u7740 2026 \u5e74\u7b2c\u4e8c\u5b63\u5ea6\u7684\u5230\u6765\uff0c\u56f4\u7ed5 AI \u7684\u5168\u7403\u5bf9\u8bdd\u5df2\u7ecf\u5230\u4e86\u4e00\u4e2a\u5173\u952e\u7684\u8f6c\u6298\u70b9\u3002\u6700\u521d\u5bf9\u751f\u6210\u6a21\u578b\u7684\u8ff7\u604b\u5df2\u7ecf\u53d1\u5c55\u6210\u4e3a\u5bf9\u53ef\u8861\u91cf\u5de5\u4e1a\u5f71\u54cd\u7684\u9700\u6c42\u3002\u4e2d\u4e1c\u5730\u533a\u76ee\u524d\u662f\u4e16\u754c\u4e0a\u6700\u96c4\u5fc3\u52c3\u52c3\u7684\u6570\u5b57\u5343\u5146\u548c\u5de8\u578b\u9879\u76ee\u7684\u5168\u7403\u5b9e\u9a8c\u5ba4\uff0c\u5728\u8fd9\u91cc\uff0c\u95ee\u9898\u4e0d\u518d\u662f AI \u7684\u6f5c\u529b\uff0c\u800c\u662f\u5b83\u7684\u89c4\u6a21\u6027\u80fd\u3002.<\/p>\n

\u5728 Artefact<\/a>, \u6211\u4eec\u4e00\u76f4\u81f4\u529b\u4e8e\u7f29\u5c0f\u6280\u672f\u53ef\u80fd\u6027\u4e0e\u8fd0\u8425\u73b0\u5b9e\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002\u6b63\u662f\u8fd9\u79cd\u5bf9\u9ad8\u98ce\u9669\u6267\u884c\u7684\u627f\u8bfa\uff0c\u4f7f\u6211\u4eec\u6210\u4e3a\u516c\u8ba4\u7684 2026 \u6b27\u6d32\u3001\u4e2d\u4e1c\u548c\u975e\u6d32\u5730\u533a\u8c37\u6b4c\u4e91\u4eba\u5de5\u667a\u80fd\u5e74\u5ea6\u5408\u4f5c\u4f19\u4f34<\/a>. .\u8fd9\u4e00\u8ba4\u53ef\u53cd\u6620\u4e86\u6211\u4eec\u5728\u5e2e\u52a9\u4f01\u4e1a\u4ece\u5b9e\u9a8c\u8d70\u5411\u89c4\u6a21\u5316\u3001\u751f\u4ea7\u7ea7\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\uff0c\u4ece\u800c\u5b9e\u73b0\u53ef\u8861\u91cf\u7684\u4e1a\u52a1\u4ef7\u503c\u65b9\u9762\u6240\u53d1\u6325\u7684\u4f5c\u7528\u3002.<\/p>\n

\u8fd9\u4e00\u91cc\u7a0b\u7891\u53cd\u6620\u4e86\u6211\u4eec\u4eca\u5929\u5728\u6574\u4e2a\u4e2d\u4e1c\u548c\u5317\u975e\u5730\u533a\u770b\u5230\u7684\u4e09\u4e2a\u6839\u672c\u6027\u8f6c\u53d8\uff1a<\/p>\n

\u4ece \u201c\u5bf9\u8bdd\u5f0f \u201d\u60c5\u62a5\u5230 \u201c\u53ef\u64cd\u4f5c \u201d\u60c5\u62a5<\/h2>\n

\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\uff08Agentic AI\uff09\u5174\u8d77\u4e8e 2025 \u5e74\uff0c\u5df2\u6210\u4e3a 2026 \u5e74\u4e0a\u534a\u5e74\u7684\u4e3b\u6d41\u3002\u6211\u4eec\u5df2\u7ecf\u4ece\u7b80\u5355\u56de\u7b54\u95ee\u9898\u7684\u804a\u5929\u673a\u5668\u4eba\u8f6c\u53d8\u4e3a\u6267\u884c\u591a\u6b65\u9aa4\u5de5\u4f5c\u6d41\u7a0b\u7684\u81ea\u4e3b\u4ee3\u7406\u3002.<\/p>\n

\u5728\u8be5\u5730\u533a\u7684\u5404\u4e2a\u9ad8\u589e\u957f\u884c\u4e1a\u4e2d\uff0c\u65c5\u884c\u548c\u65c5\u6e38\u4e1a\u662f\u8fd9\u79cd\u8f6c\u53d8\u7684\u4e00\u4e2a\u660e\u663e\u4f8b\u5b50\uff0c\u6211\u4eec\u4e0d\u518d\u662f\u5728\u5efa\u9020\u754c\u9762\uff0c\u800c\u662f\u5728\u5efa\u9020\u81ea\u4e3b\u7684\u793c\u5bbe\u7cfb\u7edf\u3002.<\/p>\n

\u5f71\u54cd\uff1f\u90e8\u7f72\u4e86\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u7684\u5730\u533a\u65c5\u6e38\u5c40\u53d1\u73b0\uff0c\u901a\u8fc7\u81ea\u52a8\u5904\u7406\u5e38\u89c1\u54a8\u8be2\uff08\u7b7e\u8bc1\u4fe1\u606f\u3001\u9884\u8ba2\u3001\u5f53\u5730\u4ea4\u901a\uff09\uff0c\u5ba2\u670d\u5de5\u4f5c\u91cf\u51cf\u5c11\u4e86 35-50%\uff0c\u540c\u65f6\u901a\u8fc7\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u7684\u804a\u5929\u548c\u8bed\u97f3\u4ee3\u7406\uff0c\u54cd\u5e94\u65f6\u95f4\u7f29\u77ed\u4e86 20-30%\u3002\u5728\u6536\u5165\u65b9\u9762\uff0c\u901a\u8fc7\u5c06\u666f\u70b9\u95e8\u7968\u3001\u5bfc\u6e38\u548c\u9910\u996e\u9884\u8ba2\u7b49\u4e0a\u4e0b\u6587\u4f18\u60e0\u76f4\u63a5\u5d4c\u5165\u65c5\u5ba2\u65c5\u7a0b\uff0c\u8ffd\u52a0\u9500\u552e\u8f6c\u5316\u7387\u63d0\u9ad8\u4e86 15-25%\u3002.<\/p>\n

\u8fd9\u4e9b\u6210\u679c\u7531\u4ee3\u7406\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u9a71\u52a8\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u6b63\u5728\u91cd\u5851\u65c5\u884c\u4f53\u9a8c\u7684\u4ea4\u4ed8\u65b9\u5f0f\uff0c\u5b9e\u73b0\u6574\u4e2a\u65c5\u7a0b\u4e2d\u7684\u81ea\u52a8\u5316\u3001\u4e2a\u6027\u5316\u548c\u5b9e\u65f6\u4e92\u52a8\u3002\u8fd9\u4e9b\u7cfb\u7edf\u652f\u6301\u52a8\u6001\u884c\u7a0b\u521b\u5efa\u3001\u4e2d\u65ad\u671f\u95f4\u7684\u81ea\u52a8\u91cd\u65b0\u9884\u8ba2\u3001\u57fa\u4e8e\u65c5\u5ba2\u4f4d\u7f6e\u7684\u60c5\u5883\u611f\u77e5\u63a8\u8350\u4ee5\u53ca\u8de8\u591a\u4e2a\u670d\u52a1\u63d0\u4f9b\u5546\u7684\u7aef\u5230\u7aef\u65e0\u7f1d\u9884\u8ba2\u3002.<\/p>\n

\u4e3b\u6743\u662f\u4f01\u4e1a\u7684\u52a0\u901f\u5668<\/h2>\n

\u6570\u5b57\u4e3b\u6743\u5df2\u4ece\u5408\u89c4\u6e05\u5355\u8f6c\u53d8\u4e3a\u6838\u5fc3\u4e1a\u52a1\u6218\u7565\u3002\u968f\u7740\u8c37\u6b4c\u4e91\u533a\u57df\u5728\u6c99\u7279\u963f\u62c9\u4f2f\u3001\u5361\u5854\u5c14\u548c\u963f\u8054\u914b\u7684\u6210\u719f\uff0c\u5728\u672c\u5730\u5904\u7406 data \u7684\u80fd\u529b\u73b0\u5df2\u6210\u4e3a\u9886\u5bfc\u8005\u7684\u5148\u51b3\u6761\u4ef6\u3002\u4e2d\u4e1c\u5730\u533a\u5bf9\u4ee5\u4eba\u5de5\u667a\u80fd\u4e3a\u4e2d\u5fc3\u7684 cloud \u57fa\u7840\u8bbe\u65bd\u7684\u6295\u8d44\u6b63\u4ee5 25-30% \u7684\u590d\u5408\u5e74\u589e\u957f\u7387\u589e\u957f\uff0c\u5927\u5927\u8d85\u8fc7\u5168\u7403\u5e73\u5747\u6c34\u5e73\uff0c\u8fd9\u4e00\u4e8b\u5b9e\u5145\u5206\u8bf4\u660e\u4e86\u8fd9\u4e00\u70b9\u3002.<\/p>\n

\u5728\u516c\u5171\u90e8\u95e8\uff0c\u5bf9\u672c\u5730\u5316\u5b89\u5168\u60c5\u62a5\u7684\u9700\u6c42\u7a7a\u524d\u9ad8\u6da8\u3002.<\/p>\n

\u5b9e\u9645\u4e0a\uff0c\u6d77\u6e7e\u5408\u4f5c\u59d4\u5458\u4f1a\u4e2d\u7531\u653f\u5e9c\u4e3b\u5bfc\u7684\u4eba\u5de5\u667a\u80fd\u9879\u76ee\u4e3b\u8981\u6388\u6743\u672c\u5730 data \u9a7b\u7559\u3002\u901a\u8fc7\u5229\u7528\u672c\u5730\u5316\u57fa\u7840\u8bbe\u65bd\uff0c\u6211\u4eec\u5e2e\u52a9\u5408\u4f5c\u4f19\u4f34\u90e8\u7f72\u4e86\u5b89\u5168\u3001\u53ef\u6269\u5c55\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u4e0e\u5404\u5173\u952e\u90e8\u95e8\u7684\u56fd\u5bb6\u6570\u5b57\u5316\u8f6c\u578b\u8bae\u7a0b\u4fdd\u6301\u4e00\u81f4\uff0c\u4ece\u4e2d\u4e1c\u56fd\u5bb6\u76d1\u7ba1\u673a\u6784 Data \u4e2d\u5fc3\u7684\u5f00\u53d1\uff0c\u5230\u516c\u5171\u536b\u751f\u9886\u57df\u4ee3\u7406\u4eba\u5de5\u667a\u80fd\u7528\u4f8b\u7684\u90e8\u7f72\uff0c\u5982\u7d22\u8d54\u4e0e\u6388\u6743\u667a\u80fd\u548c\u98ce\u9669\u8bc4\u5206\u6a21\u578b\u3002\u8fd9\u8fd8\u5305\u62ec\u5b9e\u65bd\u56fd\u5bb6 Data \u6cbb\u7406\u8ba1\u5212\uff0c\u4ee5\u89c4\u8303\u5404\u5b9e\u4f53\u7684 data \u7ba1\u7406\u548c\u5408\u89c4\u6027\uff0c\u4ee5\u53ca\u63d0\u4f9b\u7531\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u3001\u57fa\u4e8e\u767b\u8bb0\u518c\u7684\u666e\u67e5\u89e3\u51b3\u65b9\u6848\uff0c\u4ece\u800c\u63d0\u9ad8\u4eba\u53e3\u6d1e\u5bdf\u7684\u51c6\u786e\u6027\u3001\u6548\u7387\u548c\u53ca\u65f6\u6027\u3002.<\/p>\n

data factory \u7684\u4ea7\u4e1a\u5316<\/h2>\n

2026 \u5e74\uff0c\u5df2\u7ecf\u5b9e\u73b0 data foundations \u4ea7\u4e1a\u5316\u7684\u4f01\u4e1a\u5c06\u5f15\u9886\u6f6e\u6d41\uff0c\u91ca\u653e\u4ef7\u503c\u3002\u771f\u6b63\u7684\u5f71\u54cd\u529b\u9700\u8981\u4e25\u8c28\u7684\u5de5\u7a0b\u8bbe\u8ba1\u6765\u5904\u7406\u6570\u4ee5\u767e\u4e07\u8ba1\u7684\u4ea4\u6613\uff0c\u8fd9\u5728\u5404\u884c\u5404\u4e1a\u90fd\u662f\u5fc5\u9700\u7684\uff0c\u8fd9\u4e00\u70b9\u5728\u8be5\u5730\u533a\u7684\u80fd\u6e90\u548c\u516c\u7528\u4e8b\u4e1a\u884c\u4e1a\u5c31\u53ef\u89c1\u4e00\u6591\u3002\u5bf9\u4e8e\u4e00\u5bb6\u5927\u578b\u80fd\u6e90\u516c\u53f8\u6765\u8bf4\uff0c\u6211\u4eec\u5df2\u7ecf\u5c06\u4eba\u5de5\u667a\u80fd\u4ece\u5b9e\u9a8c\u5ba4\u8fc7\u6e21\u5230\u4e86\u7535\u7f51\u3002\u6211\u4eec\u6700\u8fd1\u5728\u5168\u5e02\u8303\u56f4\u5185\u90e8\u7f72\u4e86 35+ data \u7528\u4f8b\uff0c\u6a2a\u8de8\u5404\u4e2a\u4e1a\u52a1\u7ebf\uff0c\u4e3b\u8981\u662f\u53d1\u7535\u3001\u8f93\u7535\u3001\u5ba2\u6237\u670d\u52a1\u548c\u4f9b\u5e94\u94fe\uff0c\u4ece\u800c\u63d0\u9ad8\u4e86 80% \u7684\u51b3\u7b56\u901f\u5ea6\uff0c\u51cf\u5c11\u4e86 95% \u7684\u8fd0\u8425\u4f4e\u6548\u3002\u6211\u4eec\u90e8\u7f72\u4e86 GenAI \u548c ML \u7528\u4f8b\uff0c\u901a\u8fc7 data \u6d1e\u5bdf\u548c\u4e2a\u6027\u5316\u5ba2\u6237\u4f53\u9a8c\u6765\u52a0\u5f3a\u51b3\u7b56\uff0c\u5e76\u5f00\u53d1\u4e86 Insights \u5e73\u53f0\uff0c\u5c06\u5173\u952e data \u96c6\u4e2d\u5230\u4e00\u4e2a\u5355\u4e00\u7684\u771f\u5b9e\u6765\u6e90\uff0c\u5e76\u76f4\u89c2\u5730\u8868\u793a\u6027\u80fd\u6307\u6807\uff0c\u4ece\u800c\u52a0\u5feb 90% \u62a5\u544a\u901f\u5ea6\uff0c\u63d0\u9ad8 KPI \u53ef\u89c1\u6027\u3002.<\/p>\n

\u5c55\u671b\u672a\u6765<\/h2>\n

\u5c55\u671b\u672a\u6765\uff0c\u8fd9\u4e00\u8f6c\u53d8\u6709\u671b\u52a0\u901f\u800c\u975e\u7a33\u5b9a\u3002\u968f\u7740\u8be5\u5730\u533a\u7684\u4eba\u5de5\u667a\u80fd\u6295\u8d44\u4ee5\u5168\u7403\u6700\u5feb\u7684\u901f\u5ea6\u589e\u957f\uff0c\u4ee5\u53ca\u4e3b\u6743 cloud \u548c data \u57fa\u7840\u8bbe\u65bd\u5728\u6c99\u7279\u963f\u62c9\u4f2f\u3001\u963f\u8054\u914b\u548c\u5361\u5854\u5c14\u7ee7\u7eed\u6269\u5927\u89c4\u6a21\uff0c\u4e0b\u4e00\u9636\u6bb5\u5c06\u4e0d\u518d\u662f\u8bd5\u9a8c\u9636\u6bb5\uff0c\u800c\u662f\u5728\u5173\u952e\u7684\u56fd\u5bb6\u548c\u4f01\u4e1a\u529f\u80fd\u4e2d\u8fdb\u884c\u5168\u7cfb\u7edf\u4eba\u5de5\u667a\u80fd\u90e8\u7f72\u7684\u9636\u6bb5\u3002.<\/p>\n

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\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u771f\u6b63\u7684\u5dee\u5f02\u5316\u56e0\u7d20\u5c06\u4e0d\u662f\u83b7\u5f97\u4eba\u5de5\u667a\u80fd\u80fd\u529b\uff0c\u800c\u662f\u5c06\u5176\u4ea7\u4e1a\u5316\u7684\u80fd\u529b\uff0c\u5c06 data foundations\u3001\u9886\u57df\u4e13\u4e1a\u77e5\u8bc6\u548c\u6267\u884c\u6a21\u578b\u8fde\u63a5\u5230\u53ef\u6269\u5c55\u7684\u7cfb\u7edf\u4e2d\uff0c\u5728\u5b9e\u9645\u73af\u5883\u4e2d\u6301\u7eed\u63d0\u4f9b\u53ef\u8861\u91cf\u7684\u7ed3\u679c\u3002.<\/p>\n

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