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。
| 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, HubSpot | Teams 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, Salesforce | Operators 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, Splunk | Teams 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, Docker | Technical 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, Notion | Developers 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, CSV | Small 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, Okta | Teams 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, MCP | Large 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。
| # | 智能体 | 适合 | 价格 | 免费方案 | 自主程度 | 集成 | 分数 |
|---|---|---|---|---|---|---|---|
| 1 | Gumloop | Teams that want shared AI agents on tools such as Slack, Gmail, Salesforce, and HubSpot, with IT oversight. | From $37/mo | 试用 | Autonomous | Slack, Gmail, Salesforce +5 | 分数明细85
|
| 2 | Make | Operators who want a visual builder and credit-based pricing that can start on a free plan. | Free, then $9/month | 有 | Semi-autonomous | OpenAI, HubSpot, Slack +3 | 分数明细83
|
| 3 | Zapier | Teams that want governed, self-serve automations across a very large app catalog. | Free, then $19.99/month | 有 | Semi-autonomous | MCP, Amazon Bedrock, Datadog +1 | 分数明细82
|
| 4 | n8n | Technical teams that want source-available automation they can host themselves. | €20/mo billed annually | 有 | Semi-autonomous | 500+ app nodes, MCP, Webhooks +3 | 分数明细82
|
| 5 | Pipedream | Developers embedding thousands of user-authenticated API tools into their own agents. | Free, then $99/month | 有 | Semi-autonomous | Slack, Gmail, Stripe +2 | 分数明细78
|
| 6 | Bardeen | Small sales and research teams building lead lists from the web. | Not published | 有 | Semi-autonomous | Google Sheets, Airtable, Notion +1 | 分数明细76
|
| 7 | Activepieces | Teams that want Zapier-style flows they can self-host, with agents and an approval gate. | Free, then $20/month | 有 | Semi-autonomous | HubSpot, Slack, MCP +2 | 分数明细76
|
| 8 | Workato | Large companies that need one governed place to run integrations and agents. | Not published | 无 | Semi-autonomous | Claude, Codex, Cursor +1 | 分数明细72
|
名次 1
Gumloop85
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85
- Fit for the job26/30
- Autonomy17/20
- Controls11/15
- Integrations14/15
- Access8/10
- Evidence9/10
名次 2
Make83
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83
- Fit for the job28/30
- Autonomy13/20
- Controls12/15
- Integrations11/15
- Access10/10
- Evidence9/10
名次 3
Zapier82
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82
- Fit for the job29/30
- Autonomy13/20
- Controls12/15
- Integrations9/15
- Access10/10
- Evidence9/10
名次 4
n8n82
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82
- Fit for the job27/30
- Autonomy13/20
- Controls12/15
- Integrations11/15
- Access10/10
- Evidence9/10
名次 5
Pipedream78
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78
- Fit for the job24/30
- Autonomy13/20
- Controls12/15
- Integrations10/15
- Access10/10
- Evidence9/10
名次 6
Bardeen76
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76
- Fit for the job23/30
- Autonomy13/20
- Controls12/15
- Integrations9/15
- Access10/10
- Evidence9/10
名次 7
Activepieces76
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76
- Fit for the job22/30
- Autonomy13/20
- Controls12/15
- Integrations10/15
- Access10/10
- Evidence9/10
名次 8
Workato72
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72
- Fit for the job25/30
- Autonomy13/20
- Controls12/15
- Integrations9/15
- Access4/10
- Evidence9/10
价格、功能与摘要
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.
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.
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.
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.
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.
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.
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.
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.
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.