AI 變革下的企業新策略:如何應對挑戰?

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人工智能的崛起,SaaS的衰退:高管指南

1. CIO的時刻再次來臨

隨著企業正經歷一場由人工智能引導的數位轉型,過去我們一直在預期的變化終於開始成形。商業模式和投資策略正在被重新塑造,團隊也被重新構思。在過去24個月內未曾存在的公司,正在獲得市場份額,新的收入來源也在隨著技術堆疊的重新設計而出現。同時,許多在過去五年中報告了巨大增長的SaaS和金融科技類別,開始顯著放緩。從搜索到SaaS定價的所有事物都在被重新構想。

在這個新世界中,四個明顯的主題正在隨著AI引導的數位轉型而浮現:

2. 公司正在重新構思AI架構

公司,特別是早期採用者,去年對不斷演變的AI架構保持關注,而在2024年,大多數領先者已經開始實際構建這些架構。雖然存在變化,但我注意到一個三層的AI堆疊正在形成並實時實施:

1. 可擴展的雲數據湖
2. 基礎模型作為服務
3. 生成性AI應用

那些突然發現自己負責執行這一轉變的CIO們,正在迅速組建數據科學家、數據工程師、AI工程師和解決方案架構師的團隊。

隨著CIO們啟動概念驗證項目以展示AI的價值,他們同時面臨著擴展的即時壓力。這種擴展的需求促使了一個重新構思的技術堆疊的出現,從而形成了新的AI架構。

3. 組織結構和人力資源的變化

隨著AI引導的數位轉型的進行,第三個關鍵主題是組織在投資人力資源方面的根本變化。在與CIO和副總裁的對話中,我注意到一個明顯的趨勢:許多公司並未增加其總支出,並且他們的財報也證實了這一點。相反,隨著CIO主導的集中式AI計劃的增長,其他優先事項的預算受到壓縮。我與全球主要零售、生命科學和電子商務巨頭的領導者的討論中,顯示出一些共同的組織影響領域:

– 人力資源重組:自動化正在推動效率,導致傳統非AI角色的人力資源減少。同時,專注於AI的公司正在擴大其團隊,以支持AI計劃,但在非AI項目中削減人力資源。這一趨勢在全球範圍內都能見到,包括美國、歐洲、南美等地。

– SaaS投資和定價模型的轉變:按座位計算的SaaS定價時代已經結束。公司正在重新評估其SaaS投資,尋找提供更多價值和效率的AI驅動替代方案。因此,許多SaaS公司正在迅速調整其定價策略以保護其市場地位。

4. AI治理、運營模型和變更管理成為關鍵

隨著企業認識到需要強有力的AI治理,許多CIO在高峰會上努力建立某種形式的AI卓越中心(CoE)、AI治理委員會、AI守則或治理框架。此外,成功推行AI試點和早期投資的公司已經意識到,人為因素和有效的變更管理對於AI的採納至關重要。

另一個明顯的趨勢是在最近與20位CIO的閒聊中出現的:擁有清晰、明確的試點和早期計劃成果、專門的AI團隊以及跨功能協作的公司正在領先,而那些缺乏這些的公司則在努力追趕。

未來就是現在

在結束對AI領域劇變的探討時,有一件事是明確的:我們一直在準備的未來已經到來。現在成功的公司是那些早期識別這一變化並果斷行動的公司。他們也早早認識到,AI的採納不僅僅是技術問題,更是重新構思業務運作的每一個方面。

在這個新時代的增長中,需要持續學習、適應和挑戰長期以來的運作假設。興奮之情可見一斑,機會巨大,行動的時機就是現在。你準備好了嗎?

這篇文章清楚地闡述了AI如何重新塑造企業的運作模式,特別是CIO的角色正在逐步上升,這是對傳統商業模式的一種挑戰與再思考。隨著AI的普及,企業不僅需要調整技術架構,還需在組織內部進行人力資源的重新配置。這種轉變不僅僅是技術的變革,更是企業文化和經營理念的重大改變。未來的企業將需要更加靈活和敏捷,以應對瞬息萬變的市場需求和技術進步。

以上文章由特價GPT API KEY所翻譯及撰寫。而圖片則由FLUX根據內容自動生成。

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