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。
| Product | Released | Code Gen | Chat | Spreadsheet | Notebook | Collaboration | Graph Generation | Monthly Price | Description | |
|---|---|---|---|---|---|---|---|---|---|---|
| Power BI + Copilot | Jun 2024 | DAX | SubscriptionEnterprise $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 | Feb 2024 | No-code | SubscriptionEnterprise $15-115+ | 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 | Jun 2024 | SQLPython | Enterprise Pay-per-DBU | 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 | FreeSubscriptionEnterprise $0-75+ | 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 | Feb 2014 | SQL | SubscriptionEnterprise $25-50+ | 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 | PythonR | FreeSubscriptionEnterprise $0-750 | 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 | FreeSubscriptionEnterprise $0-575+ | 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 | FreeSubscriptionEnterprise $0-49+ | 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 | FormulasPython | FreeSubscriptionEnterprise $0-87+ | 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 | SQLFormulas | SubscriptionEnterprise $1,250+/mo | 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 | Sep 2019 | No-code | Subscription $5-250+ | 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 | No-code | Enterprise Custom pricing | 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 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 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、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、Polymer）到按席位订阅，再到企业合同（Databricks、Akkio）不等。
常见问题
AI data analysis tools connect directly to your data stack (databases, spreadsheets, warehouses) and let you query, visualize, and analyze data using natural language. Unlike general chatbots that can process uploaded CSVs, these tools generate SQL and Python, build interactive dashboards, and often run autonomously to surface insights.
All tools support a chat interface. Hex, Deepnote, and Databricks AI/BI also offer notebook interfaces for exploratory analysis with code cells. ThoughtSpot has a partial notebook via Analyst Studio. Rows and Equals also offer spreadsheet interfaces with built-in AI. Check the Chat, Spreadsheet, and Notebook columns in the table.
SQL generation is available in Hex, Deepnote, Databricks, ThoughtSpot, Zoho Analytics, and Equals. Python is supported in Hex, Deepnote, Databricks, and Rows. R is available in Hex and Deepnote. Power BI generates DAX. Tableau, Polymer, and Akkio are no-code. See the 'Code Gen' column in the above table for a breakdown of languages per data analysis tool.
Yes. Hex, Julius AI, Deepnote, Rows, Zoho Analytics, and Polymer offer free tiers. Enterprise BI tools (Power BI, Tableau, ThoughtSpot) require licensing. Databricks AI/BI uses consumption-based pricing. Akkio is enterprise-only.
We compare tools across chat, spreadsheet, and notebook interfaces; code generation capabilities; collaboration; visualization; and pricing. Our table is updated regularly.