Source: https://bestagentsfor.com/ai-agents-for/workflow-automation/ Markdown: https://bestagentsfor.com/ai-agents-for/workflow-automation/index.md Title: Best AI Workflow Automation in 2026 | Best Agents For - Home - /Agents - /Best AI Workflow Automation # 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 #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. #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. #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. #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. #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. #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. #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. #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 - Fit for the job26/30 - Autonomy17/20 - Controls11/15 - Integrations14/15 - Access8/10 - Evidence9/10 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 - Fit for the job28/30 - Autonomy13/20 - Controls12/15 - Integrations11/15 - Access10/10 - Evidence9/10 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 - Fit for the job29/30 - Autonomy13/20 - Controls12/15 - Integrations9/15 - Access10/10 - Evidence9/10 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 - Fit for the job27/30 - Autonomy13/20 - Controls12/15 - Integrations11/15 - Access10/10 - Evidence9/10 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 - Fit for the job24/30 - Autonomy13/20 - Controls12/15 - Integrations10/15 - Access10/10 - Evidence9/10 6 Bardeen Small sales and research teams building lead lists from the web. Not published Yes Semi-autonomous Google Sheets, Airtable, Notion +1 - Fit for the job23/30 - Autonomy13/20 - Controls12/15 - Integrations9/15 - Access10/10 - Evidence9/10 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 - Fit for the job22/30 - Autonomy13/20 - Controls12/15 - Integrations10/15 - Access10/10 - Evidence9/10 8 Workato Large companies that need one governed place to run integrations and agents. Not published No Semi-autonomous Claude, Codex, Cursor +1 - Fit for the job25/30 - Autonomy13/20 - Controls12/15 - Integrations9/15 - Access4/10 - Evidence9/10 Rank 1 85 Teams that want shared AI agents on tools such as Slack, Gmail, Salesforce, and HubSpot, with IT oversight. - Fit for the job26/30 - Autonomy17/20 - Controls11/15 - Integrations14/15 - Access8/10 - Evidence9/10 Rank 2 83 Operators who want a visual builder and credit-based pricing that can start on a free plan. - Fit for the job28/30 - Autonomy13/20 - Controls12/15 - Integrations11/15 - Access10/10 - Evidence9/10 Rank 3 82 Teams that want governed, self-serve automations across a very large app catalog. - Fit for the job29/30 - Autonomy13/20 - Controls12/15 - Integrations9/15 - Access10/10 - Evidence9/10 Rank 4 82 Technical teams that want source-available automation they can host themselves. - Fit for the job27/30 - Autonomy13/20 - Controls12/15 - Integrations11/15 - Access10/10 - Evidence9/10 Rank 5 78 Developers embedding thousands of user-authenticated API tools into their own agents. - Fit for the job24/30 - Autonomy13/20 - Controls12/15 - Integrations10/15 - Access10/10 - Evidence9/10 Rank 6 76 Small sales and research teams building lead lists from the web. - Fit for the job23/30 - Autonomy13/20 - Controls12/15 - Integrations9/15 - Access10/10 - Evidence9/10 Rank 7 76 Teams that want Zapier-style flows they can self-host, with agents and an approval gate. - Fit for the job22/30 - Autonomy13/20 - Controls12/15 - Integrations10/15 - Access10/10 - Evidence9/10 Rank 8 72 Large companies that need one governed place to run integrations and agents. - 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. Gumloop pricing and features/Gumloop alternatives 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. Make pricing and features/Make alternatives 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. Zapier pricing and features/Zapier alternatives 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. n8n pricing and features/n8n alternatives 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. Pipedream pricing and features/Pipedream alternatives 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. Bardeen pricing and features/Bardeen alternatives 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. Activepieces pricing and features/Activepieces alternatives 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. Workato pricing and features/Workato alternatives ## 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. - Best AI Agent Builders - Best AI Agents for Customer Service - Best AI Accounting Software ## FAQ ### What is AI workflow automation? ### Is Relay.app an option? ### Which tools publish a low starting price? ## 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.