Best AI Workflow Automation
Zapier, Make, n8n, Gumloop, Pipedream, and Activepieces publish a starting price. Workato and Bardeen did not show a dollar plan we could print. Relay.app shut down in September 2026 and deleted accounts, so it is not ranked. Checked 5 October 2026.
8 products. Prices and descriptions last checked 5 October 2026.
Best AI Workflow Automation compared
Pricing is the vendor's published starting figure. A free plan or trial is listed only when the pricing page says so. User comments appear only when we could link a short quote. Otherwise the cell says there are no sourced comments.
| Product | Pricing | Free plan / trial | Key features | Integrations | Best for | What users say |
|---|---|---|---|---|---|---|
| Gumloop #1 | From $37/mo | Trial | 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. | No sourced comments. |
| Make #2 | Free, then $9/month | Free plan | 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. | No sourced comments. |
| Zapier #3 | Free, then $19.99/month | Free plan and trial | 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. | No sourced comments. |
| n8n #4 | €20/mo billed annually | Free plan and trial | 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. | No sourced comments. |
| Pipedream #5 | Free, then $99/month | Free plan | 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. | No sourced comments. |
| Bardeen #6 | Not published | Free plan | Agentic lead scraping, research, and enrichment. | Google Sheets, Airtable, Notion, CSV | Small sales and research teams building lead lists from the web. | No sourced comments. |
| Activepieces #7 | Free, then $20/month | Free plan | 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. | No sourced comments. |
| Workato #8 | Not published | Not listed | 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. | No sourced comments. |
Ranked list
Ranked on fit for this job, autonomy, controls, integrations, access, and how public the product is. Open a score to see the six parts.
| # | Agent | Best for | Pricing from | Free tier | Autonomy | Integrations | Score |
|---|---|---|---|---|---|---|---|
| 1 | Gumloop | Teams that want shared AI agents on tools such as Slack, Gmail, Salesforce, and HubSpot, with IT oversight. | From $37/mo | Trial | Autonomous | Slack, Gmail, Salesforce +5 | Score breakdown85
|
| 2 | Make | Operators who want a visual builder and credit-based pricing that can start on a free plan. | Free, then $9/month | Yes | Semi-autonomous | OpenAI, HubSpot, Slack +3 | Score breakdown83
|
| 3 | Zapier | Teams that want governed, self-serve automations across a very large app catalog. | Free, then $19.99/month | Yes | Semi-autonomous | MCP, Amazon Bedrock, Datadog +1 | Score breakdown82
|
| 4 | n8n | Technical teams that want source-available automation they can host themselves. | €20/mo billed annually | Yes | Semi-autonomous | 500+ app nodes, MCP, Webhooks +3 | Score breakdown82
|
| 5 | Pipedream | Developers embedding thousands of user-authenticated API tools into their own agents. | Free, then $99/month | Yes | Semi-autonomous | Slack, Gmail, Stripe +2 | Score breakdown78
|
| 6 | Bardeen | Small sales and research teams building lead lists from the web. | Not published | Yes | Semi-autonomous | Google Sheets, Airtable, Notion +1 | Score breakdown76
|
| 7 | Activepieces | Teams that want Zapier-style flows they can self-host, with agents and an approval gate. | Free, then $20/month | Yes | Semi-autonomous | HubSpot, Slack, MCP +2 | Score breakdown76
|
| 8 | Workato | Large companies that need one governed place to run integrations and agents. | Not published | No | Semi-autonomous | Claude, Codex, Cursor +1 | Score breakdown72
|
Rank 1
Gumloop85
Teams that want shared AI agents on tools such as Slack, Gmail, Salesforce, and HubSpot, with IT oversight.
- Pricing from
- From $37/mo
- Free tier
- Trial
- Autonomy
- Autonomous
- Integrations
- Slack, Gmail, Salesforce
Score breakdown85
- Fit for the job26/30
- Autonomy17/20
- Controls11/15
- Integrations14/15
- Access8/10
- Evidence9/10
Rank 2
Make83
Operators who want a visual builder and credit-based pricing that can start on a free plan.
- Pricing from
- Free, then $9/month
- Free tier
- Yes
- Autonomy
- Semi-autonomous
- Integrations
- OpenAI, HubSpot, Slack
Score breakdown83
- Fit for the job28/30
- Autonomy13/20
- Controls12/15
- Integrations11/15
- Access10/10
- Evidence9/10
Rank 3
Zapier82
Teams that want governed, self-serve automations across a very large app catalog.
- Pricing from
- Free, then $19.99/month
- Free tier
- Yes
- Autonomy
- Semi-autonomous
- Integrations
- MCP, Amazon Bedrock, Datadog
Score breakdown82
- Fit for the job29/30
- Autonomy13/20
- Controls12/15
- Integrations9/15
- Access10/10
- Evidence9/10
Rank 4
n8n82
Technical teams that want source-available automation they can host themselves.
- Pricing from
- €20/mo billed annually
- Free tier
- Yes
- Autonomy
- Semi-autonomous
- Integrations
- 500+ app nodes, MCP, Webhooks
Score breakdown82
- Fit for the job27/30
- Autonomy13/20
- Controls12/15
- Integrations11/15
- Access10/10
- Evidence9/10
Rank 5
Pipedream78
Developers embedding thousands of user-authenticated API tools into their own agents.
- Pricing from
- Free, then $99/month
- Free tier
- Yes
- Autonomy
- Semi-autonomous
- Integrations
- Slack, Gmail, Stripe
Score breakdown78
- Fit for the job24/30
- Autonomy13/20
- Controls12/15
- Integrations10/15
- Access10/10
- Evidence9/10
Rank 6
Bardeen76
Small sales and research teams building lead lists from the web.
- Pricing from
- Not published
- Free tier
- Yes
- Autonomy
- Semi-autonomous
- Integrations
- Google Sheets, Airtable, Notion
Score breakdown76
- Fit for the job23/30
- Autonomy13/20
- Controls12/15
- Integrations9/15
- Access10/10
- Evidence9/10
Rank 7
Activepieces76
Teams that want Zapier-style flows they can self-host, with agents and an approval gate.
- Pricing from
- Free, then $20/month
- Free tier
- Yes
- Autonomy
- Semi-autonomous
- Integrations
- HubSpot, Slack, MCP
Score breakdown76
- Fit for the job22/30
- Autonomy13/20
- Controls12/15
- Integrations10/15
- Access10/10
- Evidence9/10
Rank 8
Workato72
Large companies that need one governed place to run integrations and agents.
- Pricing from
- Not published
- Free tier
- No
- Autonomy
- Semi-autonomous
- Integrations
- Claude, Codex, Cursor
Score breakdown72
- Fit for the job25/30
- Autonomy13/20
- Controls12/15
- Integrations9/15
- Access4/10
- Evidence9/10
Pricing, features, and summaries
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.
- Pricing
- 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.
- Key features
- 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.
- Pricing
- 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.
- Key features
- 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.
- Pricing
- 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.
- Key features
- 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.
- Pricing
- €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.
- Key features
- 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.
- Pricing
- 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.
- Key features
- 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.
- Pricing
- 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.
- Key features
- 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.
- Pricing
- 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.
- Key features
- 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.
- Pricing
- 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.
- Key features
- Claude, Codex, Cursor, MCP. It can carry a stretch of the work, then wait. A person still approves anything that leaves the building.
What is AI workflow automation?
AI workflow automation connects apps and lets a model handle a step that used to be a rigid rule. AI automation tools such as Zapier and Make are the classic version. An AI workflow automation platform is the same idea with a canvas, a log, and a price per task or per run.
AI agents for automation are the step where the model decides, not only where a filter routes a row. That overlaps the agent builder list.
How AI automation tools work
A trigger in one app starts a run. The product calls the next app, and a model can sit on the step that needs judgment. Zapier and Make are the hosted classics. n8n adds a self-hosted edition. Gumloop and Pipedream are the other published plans. Workato and Bardeen did not show a dollar plan we could print.
Relay.app shut down in September 2026 and deleted accounts. It is not ranked.
Features of an AI workflow automation platform
A trigger, a log, and a free tier or a low published plan.
- A trigger in one app and an action in another
- A log of each run
- A free tier or a low published plan
Benefits of AI workflow automation tools
The boring handoff goes first. The model is added only on the step that needs it.
- Automate the boring handoff first
- Add a model only on the step that needs judgment
- Avoid a vendor that has already shut down
Who uses AI agents for automation
Operators connecting the tools the company already pays for. Developers who want to own the runtime should look at n8n's self-hosted edition and at the agent builder page.
AI workflow automation pricing
Zapier is free, then $19.99/month on the Professional plan we read. Make is free, then $9/month. n8n is €20/mo billed annually. Gumloop is from $37/mo on the credits docs, not a full pricing grid. Workato and Bardeen did not show a dollar plan. Pipedream is free, then $99/month. Activepieces publishes a starting price.
Last checked 5 October 2026.
How to choose an AI workflow automation tool
Make's paid plan starts at $9 a month and Zapier's Professional plan at $19.99, on the cards we read. n8n is the one with a self-hosted edition and a €20 cloud starter.
If you need an agent that decides, also read the agent builder list. Do not sign up for Relay.app.
Related categories
Nearby jobs have their own lists. Open one when this page is only part of the work.
FAQ
Scoring method
Last verified 5 October 2026
Every product is scored out of 100 on the same six parts. Rank follows the total, then job fit, then name. The parts are shown on each row. Read the full method.