利用 AI 快速製作報告的技巧

像 ChatGPT、Microsoft Copilot 和 Power BI 等 AI 工具可以幫助您在數分鐘內製作專業報告。學習專家技巧,集中數據、自動生成視覺化、使用 AI 摘要及自動化報告流程 — 節省時間同時提升準確度和協作效率。

AI 驅動的工具能將數天的工作自動化數據分析和報告生成,縮短至數分鐘。現代 BI 平台利用 AI 吸收原始數據,識別模式,幾乎即時產生圖表和文字。善用這些功能,您可以加快團隊或持份者的報告速度。以下是利用 AI 快速可靠製作報告的實用技巧。

利用 AI 集中及準備數據

首先,將所有相關數據集中於一處。領先的 AI 強化分析平台(如 IBM Cognos 或 Domo)允許您連接多個數據來源,呈現統一視圖。例如,Cognos「與您現有工具整合,將所有數據匯聚於單一統一儀表板」。

與您現有工具整合,將所有數據匯聚於單一統一儀表板。

— IBM Cognos Analytics

這消除了繁瑣的手動合併試算表和數據庫。數據集中後,AI 可更快處理。平台的 AI「代理」能自動分析銷售、市場營銷、財務等複雜數據集,並自動呈現關鍵發現。

最佳做法:只需連結您的數據來源,讓 AI 吸收數據。系統會自動處理 ETL 任務(提取/轉換/加載)並準備語義模型,為您節省數小時的準備工作。
數據集中及準備
數據集中及準備工作流程

自動生成視覺化和洞察

接著,利用內建 AI 報告功能自動創建圖表和敘述。像 Microsoft Power BI 的 快速報告 和 IBM Cognos 的 AI 助手能掃描您的數據,數秒內建議視覺化圖表。

Power BI 快速報告

當您載入或貼上數據集時,自動生成數據摘要視圖及初步圖表。

  • 即時視覺化生成
  • 欄位變更自動更新
  • 無需手動配置圖表

IBM Cognos AI 助手

以自然語言提問,即時獲得圖表建議和預測。

  • 自然語言查詢
  • 智能圖表推薦
  • 自動預測
專業提示:讓 AI 處理報告初稿。它通常能自動產生準確的視覺化和摘要,將報告製作時間從數小時縮短至數分鐘。
AI 自動生成報告視覺化
AI 驅動的自動報告視覺化生成

自動化排程與範本

當您的數據和視覺化設定完成後,自動化例行工作。定義報告範本並排程自動執行。作為 Narrative BI 報告,自動報告生成「加快報告流程」並「減少錯誤風險,節省時間」

1

建立範本

將報告結構(指標、篩選器、版面)儲存為可重用範本,確保一致性。

2

設定排程

設定 BI 工具定期刷新並分發報告(每日、每週、每月)。

3

自動分發

持份者自動在收件箱收到最新報告,無需人工干預。

預設格式減少製作報告所花時間,並在所有交付物中提供視覺一致性。

— Narrative BI
節省時間策略:您越多重用報告範本並讓系統自動更新,交付洞察的速度越快。您的工作將變成監控品質和調整內容,而非每次從零開始重建。
自動報告排程與範本
自動報告排程與範本管理

利用 AI 摘要及簡化內容

使用 AI 提煉資訊並撰寫清晰敘述。大型語言模型擅長摘要和濃縮數據。例如,若報告包含冗長分析或會議記錄,AI 可生成簡明摘要。

AI 摘要以精簡摘要取代冗長報告和手冊,突顯重點。

— AI 摘要專家

輸入數據

將詳細的文字記錄、圖表或分析資料輸入 AI 助手(ChatGPT 或內建 BI 工具)。

AI 處理

請求「關鍵要點」或執行摘要,提取最重要結論。

精煉輸出

使用 AI 生成的敘述作為報告引言或重點,方便快速理解。
實用應用:這些 AI 生成的敘述讓讀者免於逐字閱讀所有細節,快速掌握重點且不遺漏關鍵資訊。
AI 摘要報告內容
AI 驅動的內容摘要流程

協作與驗證

最後,善用現代雲端平台促進團隊合作,但務必驗證 AI 輸出。雲端 BI 工具允許多位同事同時查看、編輯和評論報告,避免版本混亂。

AI 自動化

AI 負責項目

  • 數據吸收與處理
  • 圖表及視覺化生成
  • 模式識別
  • 內容摘要
  • 範本應用
人工監督

人工驗證項目

  • 數字與計算準確性
  • 假設有效性
  • 圖表標籤正確性
  • 上下文適切性
  • 最終品質保證
重要提醒:切勿跳過人工監督。務必將 AI 的數字和假設與原始數據核對。確保圖表標籤正確,且 AI 撰寫的文字在上下文中合理。
最佳做法:讓 AI 承擔繁重工作,但由專家審核最終報告的準確性和清晰度。人工快速檢查可在報告發送給持份者前捕捉 AI 可能的錯誤。
AI 報告協作與驗證
協作報告驗證工作流程

主要重點

  • 連接並清理數據:在 AI 驅動的 BI 工具中集中數據來源,節省準備時間(參見 IBM Cognos 整合)。
  • 使用 AI 報告嚮導:利用 Power BI 快速報告等工具,從欄位自動生成圖表。
  • 以自然語言提問:透過 AI 助手輸入問題(如「顯示上季度銷售趨勢?」)即時獲得視覺化結果。
  • 利用範本自動化:儲存報告範本並排程更新與分發,讓報告自動刷新。
  • 摘要內容:應用 AI 摘要將冗長分析轉為簡短洞察。
  • 審核與協作:使用雲端平台實現實時團隊合作,並始終以人工審核驗證 AI 輸出。

生成報告的頂尖 AI 工具

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ChatGPT

ChatGPT is a generative AI application developed by OpenAI that enables users to quickly create professional-style written output—including structured reports—via natural language prompts. By asking ChatGPT to "generate a report on X topic", users can receive a draft document with headings, analysis and narrative in minutes, accessible on web and mobile. It supports multiple languages, multiple models, and offers both free and paid tiers.

Natural-language prompt input for generating structured reports, summaries, narratives.
File uploads and data analysis capabilities (in advanced plans) including spreadsheets, PDFs, and document‐analysis workflows.
Web and mobile access across platforms (browser, iOS, Android) for flexibility.
Multiple subscription tiers (Free, Plus, Pro, Enterprise) with increased context window, faster access, enterprise features.
The free tier is limited in usage (features, model versions, upload size) and advanced capabilities require a paid subscription.
AI-generated content may be inaccurate or include hallucinations—human review is still required.
While it supports data uploads and analysis, it may not fully replace specialized business intelligence/reporting tools or live data dashboards.
Some features (e.g., very large file uploads, extended context windows, enterprise security) are restricted to high-tier plans/enterprise customers.
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Microsoft Copilot

Microsoft 365 Copilot (often simply “Copilot”) is an AI-enhanced tool by Microsoft that helps users generate content, analyse data, and draft professional-style reports across Microsoft 365 apps. By integrating with applications like Word, Excel, PowerPoint and Teams, Copilot leverages organizational data, large-language models and contextual intelligence to automate document creation, data insights and workflow tasks.

Generates structured documents and reports within Word or PowerPoint, leveraging your data and context.
Performs data analysis in Excel: identifies trends, suggests formulas, creates visuals and summaries.
Enables “chat with your data” experience in Power BI: ask questions about your datasets and get answers or summaries.
Integrates across Microsoft 365 apps using your organization’s data via Microsoft Graph, providing personalized, context-aware responses.
Copilot is not free in full form: access typically requires a Microsoft 365 subscription with Copilot licensing—free consumer version may have limited features.
Requires proper data model preparation (especially in Power BI) to ensure accurate insights; otherwise outputs may be generic or less reliable.
Multilingual support and availability of all features vary by region; some experiences are still in preview and some regions are unsupported.
While powerful, it does not fully replace specialised business-intelligence platforms or guarantee error-free output—human review remains necessary.
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Power BI

Microsoft Power BI is a business intelligence and reporting platform developed by Microsoft that enables organizations to connect to a wide range of data sources, transform and model that data, then generate interactive visuals, dashboards and reports to extract actionable insights. With support for AI-powered features such as natural language Q&A and Smart Narrative, Power BI accelerates report creation and data storytelling.

Connects to 100+ data sources (databases, cloud services, files) and supports data transformation via Power Query.
Built-in AI features: natural-language Q&A, automated insights and Smart Narrative to generate commentary on visuals.
Interactive dashboards and reports with drag-and-drop visuals, real-time analytics, sharing and collaboration via the Power BI Service.
Cross-device support: Desktop app for Windows, web service, and mobile apps for Android/iOS for viewing reports on the go.
The free version (Power BI Desktop / free service) lacks sharing capabilities and has data size/storage limits; full features require paid licensing.
Performance and scalability may degrade with very large datasets or complex models; dataset size limits apply depending on licence.
Steep learning curve for advanced modelling (e.g., DAX formulas, data modelling) and higher-end customisation may require technical expertise.
Real-time collaboration and editing features can be limited compared to other tools; some device responsiveness or custom visual limitations exist.
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Storydoc

Storydoc is a web-based platform that uses generative AI to turn standard documents, slides or reports into interactive, visually engaging narratives. With Storydoc you can create professional-looking reports, pitch decks or impact stories fast—by simply feeding prompts, PDFs or website links—and the system automatically generates layout, visuals, text and brand styling. It also offers tracking and analytic features so you can monitor viewer engagement in real time.

AI-driven report generation: input a prompt, document or website and Storydoc fills slides with content, structure and visuals.
Interactive-friendly output: live charts, embedded videos, forms and content that adapts to mobile devices.
Engagement analytics: track how people read, click and interact with your report or deck to refine your content.
Integrations & personalization: connect to CRMs or data sources, use dynamic variables for personalization, and generate many versions automatically.
While there is a free trial, full-feature access requires a paid subscription (Starter, Pro, Team tiers).
Some users report that the editor or customization options can be slower or more limited than fully manual design tools.
Data-visualisation and input quality still depend on how much relevant source data you provide; blank or placeholder visuals may appear if inputs are insufficient.
Mobile browser experience may vary depending on content complexity (though responsive design is emphasised).
改造您的報告工作流程

遵循這些技巧,您可以利用 AI 在極短時間內產出精緻且最新的報告。合適的 AI 工具,配合清晰指令和監督,將簡化您的報告流程,讓您專注於洞察而非繁瑣數據工作。

96 內容創作者及部落格貢獻者
Rosie Ha 是 Inviai 的作者,專注分享人工智能的知識與解決方案。憑藉在商業、內容創作及自動化等多個領域應用 AI 的經驗,Rosie Ha 將帶來易明、實用且具啟發性的文章。Rosie Ha 的使命是協助大家有效運用 AI,提高生產力並擴展創意潛能。
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