AI 数据分析工具比较
主要处理结构化或半结构化数据的智能体：连接数据库、数据仓库、电子表格或 BI 工具，以运行查询、清理和转换数据，并生成分析、图表和报告。
如需比较语言模型，请参阅我们的模型基准测试。
| 产品 | 发布 | 代码生成 | 聊天 | 电子表格 | 笔记本 | 协作 | 图表生成 | 月费 | 描述 | |
|---|---|---|---|---|---|---|---|---|---|---|
| Power BI + Copilot | Jun 2024 | DAX | 订阅企业版 $14–24+ | An AI assistant for Power BI that can answer questions about data and help build reports by working with Power BI's reporting layer, not just raw source data. It can help write and explain DAX, add measure descriptions, create or edit report pages from natural-language prompts, and connect to Fabric data agents to answer questions across other approved Fabric data sources. | ||||||
| Tableau AI | Jul 2024 | 公式 | 订阅企业版 企业版 | A set of AI features in Tableau for three main tasks: building the semantic layer used for analysis (Data Pro), asking questions about data in natural language (Concierge), and monitoring metrics (Inspector). Tableau Pulse is a separate metric-tracking product that sends updates in Slack and email. | ||||||
| Databricks AI/BI | Dec 2024 | SQLPython | 企业版按用量 企业版 | A set of AI features in Databricks for working with Unity Catalog data. Genie generates SQL from natural language questions using Databricks metadata and business definitions, while Genie Code writes and executes Python/PySpark across notebooks and pipelines. | ||||||
| Hex | Mar 2021 | SQLPythonR | 免费订阅企业版按用量 $36-75+ | Suite of AI tools across Hex's collaborative notebook platform. Key components: Notebook Agent (generates and chains SQL, Python, and chart cells), Threads (natural language Q&A for non-technical users, also via Slack and MCP), and Modeling Agent (builds semantic models from natural language). | ||||||
| ThoughtSpot | Nov 2024 | SQL | 订阅企业版按用量 $25+/mo | Spotter AI analyst for natural-language queries against live warehouse data, including structured and unstructured sources (Slack, Salesforce, Jira). Embedded SDK for deploying Spotter's conversational query interface into customer-facing products. | ||||||
| Julius AI | Jul 2023 | SQLPythonR | 免费订阅企业版 $20–450+/mo | Chat-based AI data analyst for users ranging from students and researchers to enterprise teams. Generates Python/R/SQL behind the scenes and works with file uploads and database connections. Multi-model backend (OpenAI, Claude) with user model selection. | ||||||
| Zoho Analytics | Dec 2009 | SQL | 免费订阅企业版 $30-575+ | AI tools integrated with the broader Zoho suite (CRM, Projects, Books, Desk). Zia handles NL queries, forecasting, and anomaly detection. DSML Studio offers AutoML and a Python Code Studio for custom ML models. Offers Zoho's proprietary LLM alongside OpenAI. | ||||||
| Deepnote | May 2022 | SQLPythonR | 免费订阅企业版按用量 $49+/mo | AI agent embedded in a Jupyter-compatible collaborative notebook, open-sourced. Edits, adds, and removes blocks anywhere in the notebook with full project context. Connects to 100+ data sources and feeds schema context directly to the agent. | ||||||
| Rows | Feb 2021 | 公式Python | 免费订阅企业版 $8-87+ | AI-powered spreadsheet with 50+ built-in data connectors (Google Analytics, Stripe, HubSpot). AI Analyst generates formulas and insights from natural language, with outputs that dynamically update as data changes. | ||||||
| Equals | Jun 2022 | SQL公式 | 订阅企业版按用量 企业版 | AI that writes live cell formulas that update as data changes, inside a spreadsheet for SaaS go-to-market teams (RevOps, Finance). Live CRM and billing connections plus 500+ sources via Fivetran. | ||||||
| Polymer | 2019 | 无代码 | 订阅企业版 $10–250+/mo | Polymer AI Chat creates visualizations and dashboards from conversational queries on uploaded data. Auto-identifies trends and outliers. Embedded analytics API for building dashboards into external products. | ||||||
| Akkio | 2019 | 无代码 | 企业版 企业版 | AI analytics platform built for agencies, white-label-ready. Key tools: Chat Explore (natural language data queries), Chat Data Prep (data transformation via chat), no-code predictive modeling (classification, regression, forecasting), and generative reports. |
市场概览
该表从聊天、电子表格和笔记本界面，代码生成（SQL、Python、R、DAX、公式、无代码），协作、可视化和价格等方面比较数据分析工具。所有工具均支持聊天界面。Hex、Deepnote、Databricks AI/BI 和 Julius AI 提供笔记本界面，ThoughtSpot 则提供部分支持。Rows 和 Equals 提供电子表格界面。代码生成能力各异：Hex、Julius AI 和 Deepnote 支持 SQL、Python 和 R；Databricks 支持 SQL 和 Python；ThoughtSpot、Zoho Analytics 和 Equals 可生成 SQL；Power BI 可生成 DAX；Rows 可生成公式和 Python；Tableau 可生成计算字段；Polymer 和 Akkio 为无代码工具。所有工具都支持可视化和自助分析。价格从免费方案（Hex、Julius AI、Deepnote、Rows、Zoho Analytics）到按席位订阅，再到企业合同（Databricks、Akkio）不等。
常见问题
AI 数据分析工具直接连接到你的数据栈（数据库、电子表格、数据仓库），让你用自然语言查询、可视化和分析数据。与处理上传 CSV 的通用聊天机器人不同，这些工具会生成 SQL 和 Python、构建交互式仪表板，并常常自主运行以发现洞见。
所有工具都支持聊天界面。Hex、Deepnote、Databricks AI/BI 和 Julius AI 还提供带代码单元的笔记本界面用于探索性分析。ThoughtSpot 通过 Analyst Studio 提供部分笔记本功能。Rows 和 Equals 还提供内置 AI 的电子表格界面。请查看表中的聊天、电子表格和笔记本列。
Hex、Julius AI、Deepnote、Databricks、ThoughtSpot、Zoho Analytics 和 Equals 可生成 SQL。Hex、Julius AI、Deepnote、Databricks 和 Rows 支持 Python。Hex、Julius AI 和 Deepnote 提供 R。Power BI 生成 DAX。Tableau 可生成计算字段。Polymer 和 Akkio 为无代码。各工具支持的语言明细请查看上表的“代码生成”列。
有。Hex、Julius AI、Deepnote、Rows 和 Zoho Analytics 提供免费套餐。Polymer 提供免费试用和付费套餐。企业 BI 工具（Power BI、Tableau、ThoughtSpot）需要授权。Databricks AI/BI 采用按用量计费。Akkio 仅面向企业。
我们从聊天、电子表格和笔记本界面、代码生成能力、协作、可视化和价格等方面比较工具。我们的表格会定期更新。