跳到正文

最好用的 AI 工作流自动化

自动化把一条记录从一个应用搬到另一个应用,有时在中间调用模型。Zapier、Make 和 n8n 是胶水。Gumloop 和 Lindy 更接近智能体。

8 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 工作流自动化 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。

Side-by-side comparison of pricing, free plan or trial, features, integrations, best fit, and sourced user comments
产品价格免费方案或试用主要功能集成适合用户说法
Gumloop

#1

From $37/mo试用A multiplayer builder for AI agents.Slack, Gmail, Salesforce, HubSpotTeams that want shared AI agents on tools such as Slack, Gmail, Salesforce, and HubSpot, with IT oversight.没有可注明出处的评论。
Make

#2

Free, then $9/month免费方案Visual AI automation across thousands of apps.OpenAI, HubSpot, Slack, SalesforceOperators who want a visual builder and credit-based pricing that can start on a free plan.没有可注明出处的评论。
Zapier

#3

Free, then $19.99/month免费方案和试用AI workflows and agents across thousands of apps.MCP, Amazon Bedrock, Datadog, SplunkTeams that want governed, self-serve automations across a very large app catalog.没有可注明出处的评论。
n8n

#4

€20/mo billed annually免费方案和试用AI workflows you can self-host or run in the cloud.500+ app nodes, MCP, Webhooks, DockerTechnical teams that want source-available automation they can host themselves.没有可注明出处的评论。
Pipedream

#5

Free, then $99/month免费方案Managed auth and tools for the agents you build.Slack, Gmail, Stripe, NotionDevelopers embedding thousands of user-authenticated API tools into their own agents.没有可注明出处的评论。
Bardeen

#6

Not published免费方案Agentic lead scraping, research, and enrichment.Google Sheets, Airtable, Notion, CSVSmall sales and research teams building lead lists from the web.没有可注明出处的评论。
Activepieces

#7

Free, then $20/month免费方案Open-source AI agents, flows, and tables.HubSpot, Slack, MCP, OktaTeams that want Zapier-style flows they can self-host, with agents and an approval gate.没有可注明出处的评论。
Workato

#8

Not published未列出Enterprise control and execution for AI agents and integrations.Claude, Codex, Cursor, MCPLarge companies that need one governed place to run integrations and agents.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。

名次 1

Gumloop

85

Teams that want shared AI agents on tools such as Slack, Gmail, Salesforce, and HubSpot, with IT oversight.

价格
From $37/mo
免费方案
试用
自主程度
Autonomous
集成
Slack, Gmail, Salesforce
分数明细
  • Fit for the job26/30
  • Autonomy17/20
  • Controls11/15
  • Integrations14/15
  • Access8/10
  • Evidence9/10

名次 2

Make

83

Operators who want a visual builder and credit-based pricing that can start on a free plan.

价格
Free, then $9/month
免费方案
有
自主程度
Semi-autonomous
集成
OpenAI, HubSpot, Slack
分数明细
  • Fit for the job28/30
  • Autonomy13/20
  • Controls12/15
  • Integrations11/15
  • Access10/10
  • Evidence9/10

名次 3

Zapier

82

Teams that want governed, self-serve automations across a very large app catalog.

价格
Free, then $19.99/month
免费方案
有
自主程度
Semi-autonomous
集成
MCP, Amazon Bedrock, Datadog
分数明细
  • Fit for the job29/30
  • Autonomy13/20
  • Controls12/15
  • Integrations9/15
  • Access10/10
  • Evidence9/10

名次 4

n8n

82

Technical teams that want source-available automation they can host themselves.

价格
€20/mo billed annually
免费方案
有
自主程度
Semi-autonomous
集成
500+ app nodes, MCP, Webhooks
分数明细
  • Fit for the job27/30
  • Autonomy13/20
  • Controls12/15
  • Integrations11/15
  • Access10/10
  • Evidence9/10

名次 5

Pipedream

78

Developers embedding thousands of user-authenticated API tools into their own agents.

价格
Free, then $99/month
免费方案
有
自主程度
Semi-autonomous
集成
Slack, Gmail, Stripe
分数明细
  • Fit for the job24/30
  • Autonomy13/20
  • Controls12/15
  • Integrations10/15
  • Access10/10
  • Evidence9/10

名次 6

Bardeen

76

Small sales and research teams building lead lists from the web.

价格
Not published
免费方案
有
自主程度
Semi-autonomous
集成
Google Sheets, Airtable, Notion
分数明细
  • Fit for the job23/30
  • Autonomy13/20
  • Controls12/15
  • Integrations9/15
  • Access10/10
  • Evidence9/10

名次 7

Activepieces

76

Teams that want Zapier-style flows they can self-host, with agents and an approval gate.

价格
Free, then $20/month
免费方案
有
自主程度
Semi-autonomous
集成
HubSpot, Slack, MCP
分数明细
  • Fit for the job22/30
  • Autonomy13/20
  • Controls12/15
  • Integrations10/15
  • Access10/10
  • Evidence9/10

名次 8

Workato

72

Large companies that need one governed place to run integrations and agents.

价格
Not published
免费方案
无
自主程度
Semi-autonomous
集成
Claude, Codex, Cursor
分数明细
  • Fit for the job25/30
  • Autonomy13/20
  • Controls12/15
  • Integrations9/15
  • Access4/10
  • Evidence9/10

价格、功能与摘要

  1. 1

    Gumloop

    Teams that want shared AI agents on tools such as Slack, Gmail, Salesforce, and HubSpot, with IT oversight.

    Gumloop lets teams describe work in plain language and get agents that connect to company apps, run on triggers, and produce files or web apps. It says agents are model-agnostic and that enterprise controls include SSO, audit logs, usage monitoring, and VPC deployment.

    价格
    From $37/mo
    gumloop.com/pricing did not list dollar amounts. The credits documentation says Pro is $37/month with 20,000 credits, and Enterprise is custom with rollover. One credit is $0.005. New accounts get a 14-day Pro trial that requires a card and converts to paid unless cancelled. The docs say there is no free plan. Pro overage defaults to a cap of 1,000,000 credits ($5,000) per period. Last checked 5 October 2026.
    主要功能
    Slack, Gmail, Salesforce, HubSpot, Notion, Linear, GitHub, Google Sheets. 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.

    Gumloop 的价格与功能/Gumloop 的替代

  2. 2

    Make

    Operators who want a visual builder and credit-based pricing that can start on a free plan.

    Make is a visual automation platform for scenarios and AI agents, with a library it describes as 3,000-plus apps. Make says it is trusted by more than 400,000 organizations, is part of Celonis, and bills in credits, where most module actions cost one credit.

    价格
    Free, then $9/month
    The pricing page lists a free plan with 1,000 credits a month, 2 active scenarios, and a 15-minute minimum interval. Dollar amounts were not in that page's text. Make's own Zapier comparison page lists Core at $9/month starting at 10,000 credits, Pro at $16/month starting at 10,000 credits, and Teams at $29/month starting at 10,000 credits. Enterprise is custom. Extra credits can be bought, and Core, Pro, and Teams can auto-purchase 10,000 credits. Last checked 5 October 2026.
    主要功能
    OpenAI, HubSpot, Slack, Salesforce, monday.com, NetSuite. It can carry a stretch of the work, then wait. A person still approves anything that leaves the building.

    Make 的价格与功能/Make 的替代

  3. 3

    Zapier

    Teams that want governed, self-serve automations across a very large app catalog.

    Zapier is a no-code automation platform for workflows, agents, and chatbots across more than 9,000 apps, with admin controls for what each app action is allowed to do. The company says more than 3 million businesses use it, and that a task is a successful step or programmatic call such as an MCP tool call.

    价格
    Free, then $19.99/month
    Free includes 100 tasks a month and two-step Zaps. Professional annual pricing starts at $19.99/month for 750 tasks, or $29.99 month-to-month. Team annual pricing starts at $69/month for 2,000 tasks. Enterprise is custom. New accounts get a 14-day Professional trial with no credit card. Annual billing is 33 percent off the monthly rate. Prices were read from Zapier's machine-readable pricing page. Last checked 5 October 2026.
    主要功能
    MCP, Amazon Bedrock, Datadog, Splunk. It can carry a stretch of the work, then wait. A person still approves anything that leaves the building.

    Zapier 的价格与功能/Zapier 的替代

  4. 4

    n8n

    Technical teams that want source-available automation they can host themselves.

    n8n is a workflow and AI-agent platform that can be built visually or with JavaScript and Python, and deployed on n8n Cloud or on your own infrastructure, including air-gapped. It charges for a full workflow execution rather than for each step, and a standard self-hosted Community Edition is on GitHub.

    价格
    €20/mo billed annually
    Cloud Starter is €20/month billed annually and includes 2,500 workflow executions, unlimited steps, 5 concurrent executions, and 1,600 Assistant credits. Pro is €50/month billed annually with 10,000 executions. Business is €667/month billed annually with 40,000 executions. Enterprise is custom. Execution counts were on https://n8n.io/saas/ next to those prices. A cloud trial needs no credit card and includes 1,000 executions. Annual billing saves 17 percent. Last checked 5 October 2026.
    主要功能
    500+ app nodes, MCP, Webhooks, Docker, GitHub, LangSmith. It can carry a stretch of the work, then wait. A person still approves anything that leaves the building.

    n8n 的价格与功能/n8n 的替代

  5. 5

    Pipedream

    Developers embedding thousands of user-authenticated API tools into their own agents.

    Pipedream Connect is an integration layer that gives agents managed authentication, more than 10,000 prebuilt tools and triggers, and a proxy across more than 3,000 APIs. A separate product, Conduit, is an early-access gateway for employees to connect apps to agents with SSO, access policies, and an audit trail.

    价格
    Free, then $99/month
    Free is $0, needs no card, and includes every feature in development only, with 3,000-plus connectors and unlimited team members. Startup is $99 per month billed annually, or $150 billed monthly, and adds production, 100 external users then $2 each, and 10,000 usage credits then $0.012 each. Business is custom annual pricing and adds SSO, SCIM, HIPAA, and static egress IPs. Last checked 5 October 2026.
    主要功能
    Slack, Gmail, Stripe, Notion, MCP. It can carry a stretch of the work, then wait. A person still approves anything that leaves the building.

    Pipedream 的价格与功能/Pipedream 的替代

  6. 6

    Bardeen

    Small sales and research teams building lead lists from the web.

    Bardeen finds leads with an agentic web scraper, researches them with AI search, enriches contacts, and qualifies them from a description of the ideal lead. Exports listed on the site are CSV, Google Sheets, Airtable, and Notion.

    价格
    Not published
    The pricing page says you always get 100 credits free and that unused credits expire at the end of the billing period. A created row costs 1 credit, an enrichment row costs 3, and import, export, and utilities are free. No monthly plan price was in the page text. Last checked 5 October 2026.
    主要功能
    Google Sheets, Airtable, Notion, CSV. It can carry a stretch of the work, then wait. A person still approves anything that leaves the building.

    Bardeen 的价格与功能/Bardeen 的替代

  7. 7

    Activepieces

    Teams that want Zapier-style flows they can self-host, with agents and an approval gate.

    Activepieces is a workspace for chat, agents, flows, and tables across 760-plus apps, with human approval on steps that touch money, customers, or production. It can run on Activepieces Cloud, your own servers, or air-gapped, and every piece is MIT-licensed.

    价格
    Free, then $20/month
    Free is $0 with no card and 1,000 credits a month. Plus is $20/month flat with 10,000 credits, up to 5 users, and bring-your-own AI keys. Team is $200/month with 50,000 credits and 25 users. Ultimate is custom. Embed starts at $36,000 a year. Plus and Team overage is $0.007 per credit. The comparison table says the free credit reset is daily, while the plan card and FAQ say 1,000 credits a month. Last checked 5 October 2026.
    主要功能
    HubSpot, Slack, MCP, Okta, Microsoft Entra. It can carry a stretch of the work, then wait. A person still approves anything that leaves the building.

    Activepieces 的价格与功能/Activepieces 的替代

  8. 8

    Workato

    Large companies that need one governed place to run integrations and agents.

    Workato is an enterprise integration and AI platform for governing models, agents, workflows, APIs, and MCP, and for running them on one runtime. It says it connects to more than 17,000 apps, APIs, databases, files, and MCP servers, and that it is built on an iPaaS it calls number one.

    价格
    Not published
    The homepage does not list a price. It points buyers to analyst reports and customer stories rather than a plan card. Last checked 5 October 2026.
    主要功能
    Claude, Codex, Cursor, MCP. It can carry a stretch of the work, then wait. A person still approves anything that leaves the building.

    Workato 的价格与功能/Workato 的替代

什么是 AI 智能体

自动化把一条记录从一个应用搬到另一个应用,有时在中间调用模型。Zapier、Make 和 n8n 是胶水。Gumloop 和 Lindy 更接近智能体。

这份名单怎么排

这份名单靠前的是 Gumloop, Make, Zapier。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:Gumloop (From $37/mo), Make (Free, then $9/month), Zapier (Free, then $19.99/month)。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。

常见问题

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.