2026 年处理 Excel 与数据的最佳 AI 工具The Best AI Tools for Excel and Data in 2026

AI 工具13 分钟阅读

一个怎么都算不对的公式、一堆杂乱的数据记录、一张已经大到大没人看得懂的表格——这三种困境,AI 确实能帮你脱身。麻烦在于“用于数据的 AI”范围极广:嵌在 Excel 里的 Copilot、独立的分析平台,或者干脆直接问 ChatGPT 那个 VLOOKUP 到底是干嘛的。下面如实说明哪些有用、适合谁,以及为什么。

◆知微•AI 工具 · 13 分钟阅读 · 2026 年 7 月 5 日
AI Tools13 min read

A stubborn formula, a pile of messy records, a spreadsheet that has outgrown anyone's ability to read it — AI can genuinely dig you out of all three. The trouble is that "AI for data" spans an enormous range: Copilot tucked inside Excel, standalone analysis platforms, or simply asking ChatGPT what that VLOOKUP is meant to do. What follows is a straight account of what works, who it suits, and why.

◆知微•AI Tools · 13 min read · July 5, 2026
Excel 与数据处理的最佳 AI 工具:2026 盘点

先说句实话:大多数经常用 Excel 的人并不是高手。录入数据、把一列数字加起来,这些没问题;鼓起勇气时才写个 VLOOKUP。至于其余那些——数据透视表、层层嵌套的复杂公式、真正能按预期生效的条件格式——每次都得现搜。这不是谁能力不足,而是表格工具在日常使用中的真实状态。

这个缺口正是 AI 能补上的。用平常话把需求说出来,公式、背后的道理,或者整理干净的数据集就直接回到手上——不必再花二十分钟翻 2018 年的论坛老帖。不过这类工具在质量、集成方式和价格上差异极大。有几款直接嵌在 Excel 或 Google Sheets 里,有的要求你先把数据搬到别处,还有一些是真正为严肃分析而生,而不只是查个公式。

2026 年有六款工具值得了解,本文会说明它们各自真正擅长什么,以及根据你的目标该从哪一个入手。我们在其他领域也用同样的方法做逐款拆解——比如判断Notion AI 是否值得加入你的工作流,或者找出适合博主使用的领先 AI SEO 工具。原则始终不变:按真实需求挑工具,而不是按当下的热度。

01AI 与数据为何天然契合

表格工作里塞满了枯燥、重复、考验语法记忆而非分析思考的杂活。写一个滚动 12 个月平均值的公式,不是要动脑解谜,而是要记住语法。把一列格式混乱的日期整理干净,靠的是机械操作而非策略。建数据透视表之前该筛掉哪些行,多半只是流程问题。这些活儿正适合交给 AI——它们的规律都能用日常语言说清,再稳定地转成代码或公式语法。

AI 的短板——而且在相当长时间内都会是短板——在于它无法决定该向数据提出哪些问题。一个趋势对业务意味着什么,某项指标突然飙升是录入失误而非真实变化,哪位同事在意哪个数字:这些仍然离不开人的判断。最有产出的分工是:把语法和机械操作交给 AI,把思考留在自己手里。

02Excel 里的 Microsoft Copilot

第 1 名 原生集成最佳

Microsoft Copilot for Excel

在目前市面上的表格类 AI 助手中,Copilot for Excel 是最省心的一个——前提是团队的 Microsoft 365 订阅处于 Business 或 Enterprise 层级。它就住在 Excel 里,不必复制粘贴就能读懂你当前表格的上下文;你用大白话提问,它便写公式、搭数据透视表、标出规律、生成图表。就它承接的这些任务而言,日常体验确实不错。你问“哪个月收入最少,可能是什么原因?”,它会分析数据、指出具体月份,并从相邻列里挖出能找到的相关规律。你说“给我一个公式,算出 C 列三个月滚动平均值”,公式就会出现在正确的单元格里。它不是魔法,但对天天泡在表格里的岗位来说,能省下大量机械劳动。真正的门槛在获取途径:使用它需要 Microsoft 365 Copilot 附加许可证,定价面向商业套餐,且在本文撰写时个人版 Microsoft 365 订阅无法使用。公司提供就用;若要自己掏钱,就得把成本与下面这些替代方案仔细权衡。

03ChatGPT 与 Claude

第 2 名 公式辅助最佳

ChatGPT / Claude

单就公式辅助而言,ChatGPT 和 Claude 都表现出色,基础层面还完全免费。说清需求,必要时贴一段表格结构的样例,回来就是一个 Excel 或 Google Sheets 公式,外加一段通俗的用法说明。从 SUM、VLOOKUP 到 INDEX-MATCH、XLOOKUP、数组公式乃至自定义 LAMBDA 函数,两者都能应付。付费订阅 ChatGPT Plus 或 Claude Pro 后,还能直接分析上传的表格,把它们的用途从公式辅助推进到真正的数据分析。上传一个 CSV 或 Excel 文件,问一句“这份数据里哪三个趋势最突出?”,就能得到带观察结论的摘要。论专门做数据,Julius AI(见下文)更对口;但如果你已经在付其中一份订阅费,又不需要专用分析工具,上传功能的表现会超出预期。免费版不开放文件上传,不过公式问答和数据结构的建议它们处理得很好。自由职业者或小企业主只需偶尔帮表格的忙,从这里开始就零成本。

04认识 Julius AI

第 3 名 完整数据分析最佳

Julius AI

在本文列出的工具里,Julius 是唯一一款为数据分析本身而设计、而非辅助表格公式的产品。上传 CSV、Excel 文件、Google Sheet 或接上数据库,然后用日常语言向数据提问。你一行代码、一个公式都不用写,它就会制图、跑统计检验、找出相关性,并把发现写成文字。面对同一项任务,它的分析质量明显优于通用型助手。它理解数据类型,对缺失值的处理也得当,生成的图表清晰可读,不像 ChatGPT 分析模式有时给出的那种没有形状的图。对需要经常分析数据却没有数据科学背景的人来说,Julius 大概是这份名单里见效最快的工具。有一点要提醒:处理过程发生在云端,而不是你自己的机器上,因此涉及不便离开自有系统的敏感或机密数据集时,它并不合适。

05Rows 的特点

第 4 名 为数据团队而造

Rows

可以把它看作一款现代表格工具,AI 是产品本身的一部分,而不是事后加装的插件。它能直接接上 SQL 数据库、Google Analytics、Stripe 以及数十种其他集成,然后在类表格界面里探索和呈现这些数据,全程都有 AI 辅助。可以把它想象成 Excel 与商业智能工具的结合体,再叠上一层 AI。对于需要处理来自多个来源的实时数据的团队,它比普通表格强得多——但搭建起来也比打开 Excel 麻烦。它的目标用户是分析师和熟悉数据的团队,而非偶尔用表格的人。其 AI 能帮忙写公式、转换数据和生成摘要,但真正的价值来自实时数据连接和协作空间,而非 AI 本身。

06SheetAI:为 Sheets 而生

第 5 名 Google Sheets 最佳

SheetAI

作为一款 Google Sheets 插件,SheetAI 把 AI 驱动的公式生成和数据函数引入 Sheets,全程不必离开表格。安装一次之后,单元格里就能使用 SHEETAI() 之类的函数——生成文本、把数据分门别类、从文本字段中抽取实体,或者把一段平实描述变成公式,都在你熟悉的界面内完成。它对 Google Sheets 的意义大致相当于 Copilot 之于 Excel,区别在于它来自第三方而非平台本身。对于工作以 Sheets 而非 Excel 为主的人,这是最实用、又不打乱现有工作方式的 AI 补充。个人版定价合理,比企业级的 Copilot 许可证便宜得多。

07Python 搭配 AI 辅助

第 6 名 适合进阶用户

Python + AI(pandas、matplotlib)

这一项不是产品,而是一种工作方式。只要你愿意用 Python 做数据分析,ChatGPT、Claude 这类 AI 工具在编写数据处理代码方面已经相当老练。把你对数据的想法说清楚,可用的 pandas 代码就会回来——清洗、合并、筛选、重塑、可视化,一次到位。语法交给 AI,找到你想要的答案仍靠自己。它是本文选项中上限最高的一个:数据一旦足够复杂,表格工具就再也跟不上——只是运行代码需要一点基础,哪怕代码不是你自己写的。对于偶尔用用 Python、或愿意入门的人,这种与 AI 配合的方式,可以说是当前没有企业级数据平台时你能拿到的最强数据处理途径。

08按你的情况选工具

哪个工具适合你,几乎完全取决于两件事:数据放在哪里,以及你想拿它做什么。下面用一张简图说明不同情况对应哪个选择。

FML

只需要公式辅助

用 ChatGPT 或 Claude 的免费版。说清公式要做什么,拿到答案就继续干活。这个场景不需要订阅。
M365

已经在用 Microsoft 365

若套餐包含,就用 Copilot for Excel。它集成得毫无摩擦,还能自动读懂你表格的上下文。
GS

Google Sheets 用户

SheetAI 插件。它在 Sheets 内部运行,不改动你现有的工作方式,价格也远低于企业级方案。
ANA

真正的数据分析

Julius AI。专为此而生,同样任务下它的图表与摘要都优于通用 AI 工具。
TEAM

有实时数据源的团队

Rows。为跨多个数据源的协作式数据处理而设计,AI 贯穿始终。
ADV

大规模复杂数据

Python 配合 AI。上限最高;需要一点代码基础,但面对庞大或混乱的数据集,它的能力名副其实。

09用 AI 处理数据时的常见错误

把工具与实际需求对上的思路,适用于你的全部 AI 工具箱,而不只是数据。无论是考察用于会议记录的 Otter AI、比较最适合播客剪辑的 AI 工具、评估面向设计初学者的 Canva AI,还是挑选最好用的免费 AI 视频工具,道理都一样:先弄清自己要什么,再挑工具。如果做视频也是你的日常之一,Synthesia AI 同样值得一看。

10动手试试:数据任务提示词生成器

挑一个与你情况相符的难题,现成的提示词就会生成出来,可直接丢进 ChatGPT、Claude 或你惯用的任何 AI 工具。不必再对着空白输入框干坐。

11读者常问的问题

2026 年处理 Excel 和数据最好的 AI 工具是哪个?
取决于你的需求。已经在用 Office 365 的人,用 Microsoft Copilot for Excel 集成度最高。需要公式辅助,ChatGPT 和 Claude 免费起步、回答迅速。想要带图表和洞察的完整分析,2026 年 Julius AI 是能力最强的专用选择。
AI 能帮我写 Excel 公式吗?
可以。ChatGPT、Claude 和 Microsoft Copilot 都能把日常语言的描述转成 Excel 公式:说清你想算什么,正确的语法就会返回——包括 INDEX-MATCH、XLOOKUP、数组公式这类嵌套函数。
Microsoft Copilot 在 Excel 里好用吗?
对于 Microsoft 365 订阅处于 Business 或 Enterprise 层级的用户,Microsoft Copilot for Excel 确实好用:能汇总数据、编写公式、创建数据透视表、标出规律。门槛在于 Copilot 附加许可证,个人订阅并不包含。
免费的数据分析 AI 工具哪个最好?
ChatGPT 的数据分析功能可以处理上传文件,但仅限付费套餐。免费的 ChatGPT 和 Claude 应付公式问答和粘贴数据摘要都没问题。若需要生成图表和跑统计检验,Julius AI 提供有限的免费试用。
AI 能取代数据分析师吗?
数据分析中许多重复环节——清洗数据、编写公式、生成常规图表——都能自动化。无法自动化的是:决定该问什么问题、结合业务背景解读结果、做出战略判断。这些仍属于人。AI 让分析师更快,但不会取代他们。

12结语

2026 年处理 Excel 与数据,没有哪一款产品能独占“最佳 AI 工具”的名号;真正的赢家是最贴合你实际情况的那一个。已经在 Microsoft 生态里、套餐又包含 Copilot?那就走最省力的路。每周只用得上几次公式辅助?ChatGPT 或 Claude 零成本起步就能胜任。要做带图表和洞察的严肃分析又不想写代码?Julius 值这份订阅费。用 Google Sheets?SheetAI 直接接入你的工作流,什么都不用改。

先从免费方案开始,拿你真实的数据任务去试,只有在免费版力不从心时才为更强的工具付费。通常用上几天自有答案,比对着功能清单凭空猜测靠谱得多。

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在 DSH Plugin Hub,Varun 负责撰写 AI 工具与面向创作者、知识工作者的实操指南。本文于 2026 年 7 月复核。有值得关注的数据工具推荐?欢迎联系我们,每一条消息我们都会读。

Time for a frank admission: the typical Excel user is not a power user. Entering data and adding up a column of numbers? Fine. A VLOOKUP on a brave day? Maybe. Everything beyond that — pivot tables, deeply nested formulas, conditional formatting rules that actually behave — gets searched for online on every single occasion. That is not a deficiency in anyone's skills; it is simply how spreadsheets get used in practice.

That gap is exactly what AI closes. Say what you want in ordinary language, and the formula, the reasoning behind it or a tidied-up dataset comes straight back — no more trawling a 2018 forum thread for twenty minutes. Quality, integration and price, however, differ wildly between these tools. A few sit right inside Excel or Google Sheets; others make you move your data elsewhere first; and some are built for serious analysis rather than merely looking up a formula.

Six tools deserve your attention in 2026, and this guide sets out what each one genuinely handles well and where you ought to begin given your goal. We take the same approach in other categories — asking if Notion AI earns a place in your workflow, say, or working out the leading AI SEO tool for blog owners. The principle never changes: pick according to your real need, not the current hype cycle.

01The Natural Fit Between AI and Data

Spreadsheet work abounds in chores that are tedious, repetitive and demand knowledge of syntax rather than analytical thought. A rolling 12-month average formula is not a puzzle to solve; it is syntax to recall. Fixing a column where the date formats are a mess calls for mechanical effort, not strategy. Working out which rows to filter before a pivot table is mostly procedure. Every one of those jobs suits AI, since each follows a pattern that can be stated in ordinary language and then rendered reliably as code or formula syntax.

Where AI falls down — and will keep falling down for some time — is deciding which questions your data ought to be asked in the first place. Grasping what a trend means for the business, realising that a spike in a metric is a data-entry blunder rather than a real event, knowing which colleague cares about which figure: human judgement remains indispensable there. The productive division of labour is to hand the syntax and the mechanics to AI while you keep hold of the thinking.

02Microsoft Copilot Inside Excel

RANK 1 Best native fit

Microsoft Copilot for Excel

Copilot for Excel ranks as the least troublesome AI assistant for spreadsheet work on the market today, at least for teams whose Microsoft 365 subscription sits at the Business or Enterprise tier. It lives inside Excel itself, grasps the context of the sheet you have open without any copying and pasting, and answers ordinary-language prompts by writing formulas, assembling pivot tables, flagging patterns and building charts. For the jobs it takes on, the day-to-day experience is genuinely good. Put "which month brought in the least revenue, and what might explain that?" to it and it will work through the data, name the month, and pull out any related patterns it can find in neighbouring columns. Ask for a formula producing the rolling three-month average in column C and it appears in the correct cell. Magic it is not, but for roles that live in spreadsheets it removes a great deal of mechanical effort. Access is the sticking point. A Microsoft 365 Copilot add-on licence is required, priced for business plans and, at the time of writing, unavailable on personal Microsoft 365 subscriptions. If work provides it, use it. If the bill would be yours, weigh the cost against the alternatives set out below.

03ChatGPT Alongside Claude

RANK 2 Best choice for formulas

ChatGPT / Claude

Where formula help alone is concerned, ChatGPT and Claude both perform excellently and cost nothing at the basic level. Describe your need, paste in a sample of your sheet layout if that helps, and back comes an Excel or Google Sheets formula plus a plain-language account of how it functions. From SUM and VLOOKUP through to INDEX-MATCH, XLOOKUP, array formulas and bespoke LAMBDA functions, both handle the lot. Buy ChatGPT Plus or subscribe to Claude Pro and uploaded spreadsheets can be analysed directly, which carries them past formula help into genuine analysis. Upload a CSV or Excel file and ask "which three trends stand out most here?" — a summary with observations follows. Dedicated as Julius AI is for data (see below), if you already hold one of these subscriptions and have no need for a specialist analysis tool, the upload capability goes further than you might expect. File uploads are closed to the free tiers, yet formula questions and advice on data structure they manage perfectly well. A freelancer or small business owner wanting occasional spreadsheet help can therefore begin here at no cost.

04Meet Julius AI

RANK 3 Best for complete analysis

Julius AI

Of everything listed here, Julius is the one built squarely for data analysis rather than for helping with spreadsheet formulas. Feed it a CSV, an Excel file, a Google Sheet or a database connection, then pose questions about the data in ordinary language. Without a single line of code or formula from you, it builds charts, runs statistical tests, uncovers correlations and writes up what it finds. On the same task, its analysis is plainly better than a general-purpose assistant's. It grasps data types, deals sensibly with missing values, and the charts it turns out are legible rather than the shapeless output that ChatGPT's analysis mode sometimes produces. For anyone analysing data on a regular basis without a data science background, Julius may well be the most immediately rewarding tool on this page. One caveat: the processing happens in the cloud, not on your own machine, which makes it the wrong pick for sensitive or confidential datasets that are not allowed to leave your own systems.

05What Rows Brings

RANK 4 Built for data teams

Rows

Think of a modern spreadsheet with AI woven into the product rather than attached as an afterthought. SQL databases, Google Analytics, Stripe and dozens more integrations can be wired up directly, and the data can then be explored and presented in a spreadsheet-style interface that has AI assistance built in throughout. Picture Excel crossed with a business-intelligence platform, plus an AI layer on top. For teams working with live data drawn from several sources, it outpowers a conventional spreadsheet — though setting it up takes more effort than simply launching Excel. Analysts and data-literate teams are the intended audience, not casual spreadsheet users. Its AI helps with writing formulas, transforming data and producing summaries, yet the live connections and the shared workspace matter more than the AI on its own.

06SheetAI, Tailored to Sheets

RANK 5 Best inside Google Sheets

SheetAI

A Google Sheets add-on, SheetAI injects AI-driven formula generation and data functions into Sheets while you stay in the spreadsheet. Install it once and functions such as SHEETAI() become available in your cells — generating text, sorting records into categories, pulling entities out of text fields, or turning a plain description into a formula, all without leaving the interface you already know. It is to Google Sheets roughly what Copilot is to Excel, with the difference that it comes from a third party rather than the platform itself. For anyone whose work lives in Sheets rather than Excel, it is the most usable AI addition that leaves your existing workflow intact. Individual pricing is sensible, and it undercuts an enterprise Copilot licence by a wide margin.

07Pairing Python With AI

RANK 6 Suited to advanced users

Python + AI (pandas, matplotlib)

What follows is a workflow rather than a product. Assuming you are willing to run Python for data analysis, AI tools such as ChatGPT and Claude have grown genuinely adept at writing Python code for data tasks. State what you want done with the data and usable pandas code comes back — for cleaning, merging, filtering, reshaping and visualising the whole lot. The syntax is AI's problem; finding the answer you are after remains yours. Of everything here it has the highest ceiling, doing work no spreadsheet can keep up with once the data grows complex enough — though running code demands a certain comfort level, even when someone else writes it. For anyone who already dips into Python now and then, or is willing to begin, this pairing with AI is arguably the most capable route into data work currently open to you outside an enterprise data platform.

08Matching the Tool to Your Situation

Which tool suits you comes down almost entirely to two things: where the data sits and what you want done with it. Here is the short map from situation to recommendation.

FML

Only need formula help

The free tier of ChatGPT or Claude. Say what the formula should do, take the answer, carry on. No subscription is called for here.
M365

Already using Microsoft 365

Copilot for Excel, assuming your plan has it. Integration is frictionless and your sheet's context is picked up automatically.
GS

A Google Sheets user

The SheetAI add-on. It runs inside Sheets, leaves your workflow alone, and costs far less than enterprise-grade options.
ANA

Genuine data analysis

Julius AI. Built for exactly this, and on the same task its charts and summaries beat what general AI tools produce.
TEAM

A team fed by live data sources

Rows. Designed for collaborative work across several connected sources, with AI at every step.
ADV

Complex data at scale

Python plus AI. The highest ceiling of all; a little code familiarity is required, but for big or messy datasets it is genuinely powerful.

09Mistakes People Make With AI on Data

Matching tools to real needs applies to your whole AI toolkit, not only to data. Whether you are weighing up Otter AI for meeting notes, comparing the best AI tool for podcast editing, judging Canva AI for design beginners or reviewing the best free AI video tools, the reasoning holds: begin with what you need, then choose. And if making videos is part of what you do, Synthesia AI deserves a look as well.

10Hands On: A Prompt Generator for Data Tasks

Choose whichever challenge matches your situation and a prompt arrives already written, ready to drop into ChatGPT, Claude or the AI tool of your choice. No more sitting in front of an empty text box.

11Questions Readers Ask

Which AI tool is best for Excel and data in 2026?
It depends on what you need. Existing Office 365 users get the tightest integration from Microsoft Copilot for Excel. Need formula help? ChatGPT and Claude start free and answer quickly. Want full analysis with charts and insights? In 2026 Julius AI is the most capable purpose-built option.
Will AI write my Excel formulas?
They can. ChatGPT, Claude and Microsoft Copilot all turn an ordinary-language description into an Excel formula: state the calculation you want, and the correct syntax comes back — nested functions such as INDEX-MATCH, XLOOKUP and array formulas included.
How good is Microsoft Copilot for Excel?
For anyone whose Microsoft 365 subscription qualifies at the Business or Enterprise tier, Microsoft Copilot for Excel is truly useful: it summarises data, writes formulas, builds pivot tables and points out patterns. The catch is the Copilot add-on licence, which personal subscriptions do not include.
Which free AI tool analyses data best?
ChatGPT's analysis feature will process uploaded files, though only on paid plans. Formula questions and pasted data summaries are handled well by the free tiers of both ChatGPT and Claude. Where chart generation and statistical testing are required, Julius AI runs a limited free trial.
Could AI take the place of a data analyst?
Much of the repetitive side of analysis — cleaning data, writing formulas, producing standard charts — can be automated away. What cannot is choosing which questions to ask, reading results in the light of business context, and making strategic calls. Those stay with people. AI makes analysts quicker; it does not do away with them.

12The Bottom Line

For Excel and data work in 2026, no single product deserves the title of best AI tool; the real winner is whichever one fits your circumstances. Already inside Microsoft's ecosystem with Copilot covered by your plan? Take the easiest route and use it. Formula help needed only a few times each week? ChatGPT or Claude starts at no cost and does the job. Serious analysis with charts and insights, no coding? Julius justifies the subscription. Working in Google Sheets? SheetAI drops into your workflow and asks you to change nothing.

Begin with what costs nothing, run it against the data tasks you really have, and only pay for more power once the free version has stopped delivering. Normally a few days of use tells you that — better than any guess made from a feature list.

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At DSH Plugin Hub, Varun writes about AI tools and hands-on guides aimed at creators and knowledge workers. Review date: July 2026. Know a data tool that deserves attention? Get in touch — every message reaches us.