最好用的 AI 数据分析工具

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。

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。

价格、功能与摘要

1. 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.

   价格

   Free, then $20/mo

   The pricing page lists Free at $0 and Plus at $20 with 1 seat. The credits documentation lists Max at $200 (25,000 monthly credits), Ultra at $500 (70,000), Business at $450 (60,000), and Growth tiers at $750, $1,400, $2,500, and $5,000. A Pro plan is listed with 5,000 monthly credits, but its dollar price did not render on the pages opened. Julius says it is SOC 2 Type II compliant. Additional credit top-ups are not offered. Last checked 5 October 2026.

   主要功能

   Snowflake, BigQuery, MySQL, PostgreSQL, SQL Server, Google Drive, OneDrive, SharePoint. It can carry a stretch of the work, then wait. A person still approves anything that leaves the building.

   Julius AI 的价格与功能/Julius AI 的替代

2. 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.

   价格

   Free, then $36/editor/mo

   Community is free. Professional is $36 per Editor per month. Team is $75 per Editor per month, with a 14-day free trial and no payment card required. Enterprise is custom. Paid plans include a monthly credit grant; add-on credits can be purchased. Students and educators can get Professional free. Hex says it is audited annually for SOC 2 Type II and HIPAA. Last checked 5 October 2026.

   主要功能

   Slack, Claude, Codex, Cursor, MCP, Airflow, Dagster, dbt. It can carry a stretch of the work, then wait. A person still approves anything that leaves the building.

   Hex 的价格与功能/Hex 的替代

3. 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.

   价格

   $25 per user/month, billed annually

   The pricing page shows a starting price of $25 per user per month billed annually, described with 5 to 50 users and up to 25 million rows, and $50 per user per month billed annually, described with Spotter AI Agents at 25 queries per month per user, up to 1,000 users, and 250 million rows. It also lists a starting price of $0.10 per credit. Enterprise options are custom. ThoughtSpot says it does not meter or charge for LLM tokens; if you use your own LLM provider, that provider's fees may apply. Last checked 5 October 2026.

   主要功能

   Snowflake, Databricks, Redshift, REST API, MCP, SAML, OAuth, OIDC. It can carry a stretch of the work, then wait. A person still approves anything that leaves the building.

   ThoughtSpot 的价格与功能/ThoughtSpot 的替代

4. 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.

   价格

   $0

   Official billing docs list Starter at Free (25 AI requests/month, 5 Smartbooks, 10 dashboard viewers, 1 database connector), Builder at $39/month per seat (300 AI requests/month), and Team at $50/month per seat (unlimited AI requests). Enterprise is custom. Builder and Team include a 14-day trial with no credit card. Application connectors such as HubSpot, Shopify, and Google Ads are $100/month per connector on Builder and above, including 200k record updates. Last checked 5 October 2026.

   主要功能

   Slack, GitHub, Google Sheets, Stripe, HubSpot, Shopify, Google Ads. It can carry a stretch of the work, then wait. A person still approves anything that leaves the building.

   Fabi.ai 的价格与功能/Fabi.ai 的替代

5. 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.

   价格

   Not published

   The product page states: "There are no additional license fees to use AI/BI. Standard Databricks Lakehouse DBU rates apply." No dollar DBU rate was published on the page opened. Last checked 5 October 2026.

   主要功能

   Unity Catalog, Microsoft Teams, Slack, Glean, Databricks Apps. It can carry a stretch of the work, then wait. A person still approves anything that leaves the building.

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

6. 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.

   价格

   $0

   Free includes 20 weekly credits and access on web, desktop, Excel plugin, and Google Sheets plugin. Pro is $100 per month billed annually, with 1,000 additional monthly credits, unlimited file creation and edits, and platform API access. Teams is $320 per month plus $100 per seat per month, billed annually, with pooled credits. Enterprise is contact-for-pricing and adds SSO, BYOK, a private gateway, and custom SLAs. The page says a message typically takes 2-15 credits. Last checked 5 October 2026.

   主要功能

   Microsoft Excel, Google Sheets. It can carry a stretch of the work, then wait. A person still approves anything that leaves the building.

   Shortcut 的价格与功能/Shortcut 的替代

7. 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.

   价格

   $0

   The Bloom pricing page lists Free at $0.00 per month with 1,000 daily refreshed credits and 1 scheduled task. Paid annual prices shown are $159.20 for the first year then $199.00/year; $319.20 then $399.00/year; Premium at $1,592.00 then $1,990.00/year; and a per-seat plan at $159.20 then $199.00/year. Intermediate plan names besides Free and Premium did not render. Monthly equivalents were also displayed, including a 20% figure next to the annual prices. Last checked 5 October 2026.

   主要功能

   None named on the pages we opened. It can carry a stretch of the work, then wait. A person still approves anything that leaves the building.

   Powerdrill 的价格与功能/Powerdrill 的替代

8. 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.

   价格

   Not published

   The pricing page lists a single Enterprise AI Analytics Platform with custom pricing. It includes domain-specific agents, customization and integrations, 24/7 priority support, and SaaS or embedded deployment. No dollar amount, free plan, or self-serve trial is listed. Last checked 5 October 2026.

   主要功能

   None named on the pages we opened. Sold to run the job rather than wait for a prompt on every step. Keep a way to stop it before it reaches a customer, a candidate, or a filing.

   Akkio 的价格与功能/Akkio 的替代

9. 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.

   价格

   Not published

   No dollar plan prices were on the homepage opened. The terms page, as indexed in search, describes paid spreadsheet-plugin subscriptions and says a free trial may require payment after the trial ends, but that terms page was not opened in full and no rate card was found. Last checked 5 October 2026.

   主要功能

   Google Sheets, Microsoft Excel. A person drives. The product drafts, searches, or suggests inside a workflow you already run.

   Numerous.ai 的价格与功能/Numerous.ai 的替代

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

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.