Source: https://bestagentsfor.com/zh/ai-agents-for/data-analysis/
Markdown: https://bestagentsfor.com/zh/ai-agents-for/data-analysis/index.md

Title: 最好用的 AI 数据分析工具 (2026) | Best Agents For

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# 最好用的 AI 数据分析工具

这些工具向表格、数据仓库或看板提问，并给出能看见路径的数字。Julius、Hex 和 ThoughtSpot 不是一个岗位名称。

9 个产品。价格和说明的核对日期为 2026年10月5日。

## 最好用的 AI 数据分析工具 对比

价格是供应商公布的起步数字。只有价格页写了免费方案或试用，我们才列入。

产品

价格

免费方案或试用

主要功能

集成

适合

用户说法

#1

Free, then $20/mo

免费方案

One workspace to analyze data, research, and create presentations, reports, websites, images, and video.

Snowflake, BigQuery, MySQL, PostgreSQL

Individuals and small teams who want chat-style analysis plus generated reports, decks, and files.

没有可注明出处的评论。

#2

Free, then $36/editor/mo

免费方案和试用

AI analytics for trusted exploration, agentic notebooks, and data apps.

Slack, Claude, Codex, Cursor

Data teams that want governed self-serve analytics and notebook-to-app workflows.

没有可注明出处的评论。

#3

$25 per user/month, billed annually

未列出

Governed AI analytics across answers, Liveboards, and embedded apps.

Snowflake, Databricks, Redshift, REST API

Enterprises that want search-style analytics and embedded AI answers on a governed semantic layer.

没有可注明出处的评论。

#4

$0

免费方案和试用

AI analyst for SQL, Python, dashboards, and workflows.

Slack, GitHub, Google Sheets, Stripe

Marketing and data teams that want an AI analyst plus notebooks and scheduled dashboards.

没有可注明出处的评论。

#5

Not published

未列出

Conversational BI and dashboards inside the Databricks platform.

Unity Catalog, Microsoft Teams, Slack, Glean

Companies already on Databricks that want self-serve BI without a separate per-seat BI license.

没有可注明出处的评论。

#6

$0

免费方案

Finance agent for building and editing Excel models.

Microsoft Excel, Google Sheets

Finance, PE, banking, and FP&A teams that want an agent inside existing Excel models.

没有可注明出处的评论。

#7

$0

免费方案

AI data analyst that cites the page, row, and figure behind each number.

None named on the pages we opened

Analysts who need cited answers from files and databases, including private-cloud deployments.

没有可注明出处的评论。

#8

Not published

未列出

AI workflow automation for media agencies and data providers.

None named on the pages we opened

Media agencies that want agents across audience, planning, and measurement workflows.

没有可注明出处的评论。

#9

Not published

未列出

ChatGPT inside Google Sheets and Excel with an =AI function.

Google Sheets, Microsoft Excel

Marketers, researchers, and operators who want bulk AI text work inside spreadsheets.

没有可注明出处的评论。

## 排序列表

排序看这项工作的匹配度、自主程度、控制、集成、能否直接开始，以及产品信息公开到什么程度。

#

智能体

适合

价格

免费方案

自主程度

集成

分数

1

Julius AI

Individuals and small teams who want chat-style analysis plus generated reports, decks, and files.

Free, then $20/mo

有

Semi-autonomous

Snowflake, BigQuery, MySQL +5

- Fit for the job29/30

- Autonomy13/20

- Controls12/15

- Integrations13/15

- Access10/10

- Evidence9/10

2

Hex

Data teams that want governed self-serve analytics and notebook-to-app workflows.

Free, then $36/editor/mo

有

Semi-autonomous

Slack, Claude, Codex +5

- Fit for the job28/30

- Autonomy13/20

- Controls12/15

- Integrations13/15

- Access10/10

- Evidence9/10

3

ThoughtSpot

Enterprises that want search-style analytics and embedded AI answers on a governed semantic layer.

$25 per user/month, billed annually

无

Semi-autonomous

Snowflake, Databricks, Redshift +5

- Fit for the job27/30

- Autonomy13/20

- Controls12/15

- Integrations13/15

- Access8/10

- Evidence9/10

4

Fabi.ai

Marketing and data teams that want an AI analyst plus notebooks and scheduled dashboards.

$0

有

Semi-autonomous

Slack, GitHub, Google Sheets +4

- Fit for the job25/30

- Autonomy13/20

- Controls12/15

- Integrations12/15

- Access10/10

- Evidence9/10

5

Databricks AI/BI Genie

Companies already on Databricks that want self-serve BI without a separate per-seat BI license.

Not published

无

Semi-autonomous

Unity Catalog, Microsoft Teams, Slack +2

- Fit for the job26/30

- Autonomy13/20

- Controls12/15

- Integrations10/15

- Access4/10

- Evidence9/10

6

Shortcut

Finance, PE, banking, and FP&A teams that want an agent inside existing Excel models.

$0

有

Semi-autonomous

Microsoft Excel, Google Sheets

- Fit for the job22/30

- Autonomy13/20

- Controls12/15

- Integrations7/15

- Access10/10

- Evidence9/10

7

Powerdrill

Analysts who need cited answers from files and databases, including private-cloud deployments.

$0

有

Semi-autonomous

None named on the pages we opened

- Fit for the job23/30

- Autonomy13/20

- Controls12/15

- Integrations4/15

- Access10/10

- Evidence9/10

8

Akkio

Media agencies that want agents across audience, planning, and measurement workflows.

Not published

无

Autonomous

None named on the pages we opened

- Fit for the job24/30

- Autonomy17/20

- Controls11/15

- Integrations4/15

- Access4/10

- Evidence9/10

9

Numerous.ai

Marketers, researchers, and operators who want bulk AI text work inside spreadsheets.

Not published

无

Copilot

Google Sheets, Microsoft Excel

- Fit for the job21/30

- Autonomy9/20

- Controls13/15

- Integrations7/15

- Access4/10

- Evidence9/10

名次 1

86

Individuals and small teams who want chat-style analysis plus generated reports, decks, and files.

- Fit for the job29/30

- Autonomy13/20

- Controls12/15

- Integrations13/15

- Access10/10

- Evidence9/10

名次 2

85

Data teams that want governed self-serve analytics and notebook-to-app workflows.

- Fit for the job28/30

- Autonomy13/20

- Controls12/15

- Integrations13/15

- Access10/10

- Evidence9/10

名次 3

82

Enterprises that want search-style analytics and embedded AI answers on a governed semantic layer.

- Fit for the job27/30

- Autonomy13/20

- Controls12/15

- Integrations13/15

- Access8/10

- Evidence9/10

名次 4

81

Marketing and data teams that want an AI analyst plus notebooks and scheduled dashboards.

- Fit for the job25/30

- Autonomy13/20

- Controls12/15

- Integrations12/15

- Access10/10

- Evidence9/10

名次 5

74

Companies already on Databricks that want self-serve BI without a separate per-seat BI license.

- Fit for the job26/30

- Autonomy13/20

- Controls12/15

- Integrations10/15

- Access4/10

- Evidence9/10

名次 6

73

Finance, PE, banking, and FP&A teams that want an agent inside existing Excel models.

- Fit for the job22/30

- Autonomy13/20

- Controls12/15

- Integrations7/15

- Access10/10

- Evidence9/10

名次 7

71

Analysts who need cited answers from files and databases, including private-cloud deployments.

- Fit for the job23/30

- Autonomy13/20

- Controls12/15

- Integrations4/15

- Access10/10

- Evidence9/10

名次 8

69

Media agencies that want agents across audience, planning, and measurement workflows.

- Fit for the job24/30

- Autonomy17/20

- Controls11/15

- Integrations4/15

- Access4/10

- Evidence9/10

名次 9

63

Marketers, researchers, and operators who want bulk AI text work inside spreadsheets.

- Fit for the job21/30

- Autonomy9/20

- Controls13/15

- Integrations7/15

- Access4/10

- Evidence9/10

## 价格、功能与摘要

1

### Julius AI

Individuals and small teams who want chat-style analysis plus generated reports, decks, and files.

Julius is an AI workspace for exploring files, running analyses, visualizing results, and answering questions with citations. Paid plans add credits, frontier models, and connectors to warehouses including Snowflake, BigQuery, MySQL, PostgreSQL, and SQL Server, plus Google Drive, OneDrive, and SharePoint.

Julius AI 的价格与功能/Julius AI 的替代

2

### Hex

Data teams that want governed self-serve analytics and notebook-to-app workflows.

Hex is an AI analytics platform for data exploration, agentic notebooks, conversational self-serve, and interactive data apps. It grounds agents in semantic models and context, and connects to tools including Slack, Claude, Codex, Cursor, and MCP.

Hex 的价格与功能/Hex 的替代

3

### ThoughtSpot

Enterprises that want search-style analytics and embedded AI answers on a governed semantic layer.

ThoughtSpot is an agentic analytics platform for natural-language answers, Liveboards, and embedded analytics on governed data. Spotter is its AI analyst, and the pricing page lists live connections including Snowflake, Databricks, and Redshift.

ThoughtSpot 的价格与功能/ThoughtSpot 的替代

4

### Fabi.ai

Marketing and data teams that want an AI analyst plus notebooks and scheduled dashboards.

Fabi.ai is an AI-native BI platform for ad hoc analysis, dashboards, and data workflows across spreadsheets, warehouses, and applications. It mixes SQL, Python, and no-code. The vendor states that it is SOC 2 compliant and GDPR and CCPA ready.

Fabi.ai 的价格与功能/Fabi.ai 的替代

5

### Databricks AI/BI Genie

Companies already on Databricks that want self-serve BI without a separate per-seat BI license.

Databricks AI/BI includes AI-assisted dashboards and Genie, a conversational experience for business users to ask questions in natural language. Analytics runs on data governed in Unity Catalog, and Genie can be reached through an API or added to apps such as Microsoft Teams, Slack, or Glean.

Databricks AI/BI Genie 的价格与功能/Databricks AI/BI Genie 的替代

6

### Shortcut

Finance, PE, banking, and FP&A teams that want an agent inside existing Excel models.

Shortcut is a finance agent for financial modeling and analysis in Excel, with web, desktop, CLI, Excel plugin, and Google Sheets plugin access. The site says it offers on-prem deployment, SOC 2 Type II, zero-data-retention agreements, and private model gateways.

Shortcut 的价格与功能/Shortcut 的替代

7

### Powerdrill

Analysts who need cited answers from files and databases, including private-cloud deployments.

Powerdrill Bloom is an AI workspace that answers questions across documents and databases in plain language and returns the page, row, and figure behind each number. The site says it can run on-premise or in a private cloud, and that agents learn from prior analyses.

Powerdrill 的价格与功能/Powerdrill 的替代

8

### Akkio

Media agencies that want agents across audience, planning, and measurement workflows.

Akkio automates campaign workflows for media agencies and data providers, from strategy and audience segmentation through media-plan simulation, activation, and measurement. The platform can run as SaaS or embedded in the customer's cloud, and the site cites HIPAA and GDPR commitments.

Akkio 的价格与功能/Akkio 的替代

9

### Numerous.ai

Marketers, researchers, and operators who want bulk AI text work inside spreadsheets.

Numerous.ai is a spreadsheet add-on for using ChatGPT inside Google Sheets and Excel without API keys, through an =AI function in any cell. The site describes bulk research, classification, summarization, content generation, and shared team plans, and says the team is based in San Francisco.

Numerous.ai 的价格与功能/Numerous.ai 的替代

## 什么是 AI 智能体

这些工具向表格、数据仓库或看板提问，并给出能看见路径的数字。Julius、Hex 和 ThoughtSpot 不是一个岗位名称。

## 这份名单怎么排

这份名单靠前的是 Julius AI, Hex, ThoughtSpot。顺序依据公开分数，不是广告位。

## 比较什么

看工作内容、起步价格，以及结果是否仍要人批准。

- 产品真正做的那件工作

- 公开价格、免费方案，或写清楚的定制价格

- 到达客户之前有人复核

## 这类软件用来做什么

同一个步骤反复出现时才用。决定仍由人来做。

- 约演示之前先看起步价

- 比较做这件事的产品，而不是一个通用聊天窗口

- 更长的说明在产品页

## 这份名单给谁看

给已经知道自己要做什么、并希望价格带有日期的人。

## 已公布的起步价

我们能核对到的起步数字：Julius AI (Free, then $20/mo), Hex (Free, then $36/editor/mo), ThoughtSpot ($25 per user/month, billed annually)。核对日为 2026年10月5日。

## 怎么选

先对上工作。再看产品适合谁，以及能不能在销售电话之前开始用。

## 相关分类

相邻的工作有自己的列表。

- 最好用的 AI 会计软件

- 最好用的 AI 应用搭建工具

- 最好用的 AI 工作流自动化

## 常见问题

### 最好用的 AI 数据分析工具里有哪些产品

### 价格是供应商公布的吗

### 有星级或评论数量吗

## 评分方法

核对 5 October 2026

每个产品用相同的六项打到 100 分。名次先看总分，再看匹配度，再看名称。 阅读完整方法.