Automation Tools: Zapier, Make, n8n, Power Automate, and Agent Builders
This content was developed with AI assistance and is regularly reviewed for accuracy.
Snapshot: October 2026. Model names, prices, and product features change monthly; What's New in AI is the maintained chronology.
Once you know which shape of automation a task needs (see Workflows vs Agents), the tool choice gets much smaller. This page compares the four workflow platforms you will meet most often, the agent builders that grew up beside them, and the agent already inside your assistant. Every price here is written as reported by 2026 comparison posts and dated, because vendors reprice these products several times a year; confirm on the vendor's site before you budget.
What you'll learn
- Judge any automation tool on five criteria instead of a feature list
- Place Zapier, Make, n8n, and Power Automate against each other on fit, pricing model, and hosting
- Recognize what the agent builders (Zapier Agents, Lindy, Relay.app, Gumloop) add and what they cost
- Know when enterprise RPA is the right answer and when a connector or a computer-use agent replaces it
Five criteria that matter
Buyer guides in 2026 converge on four questions: how many of your apps the tool connects to, whether the pricing is predictable as volume grows, where your data is processed, and whether the tool supports MCP so your assistant can reach it. This track adds a fifth: does it have a native approval step? A workflow that can pause until a person says yes is the cheapest safety feature you will ever buy, and not every platform offers one.
Keep those five in mind as you read the profiles. The right tool is the one that scores well on the criteria your task actually has, not the one with the longest integration list.
At a glance
| Tool | Shape | Best for | Entry price, as reported (October 2026 sources) | Self-host |
|---|---|---|---|---|
| Zapier | Workflow, plus Agents | Non-technical teams, widest app coverage | Free tier; paid from about $19.99/mo | No |
| Make | Workflow with AI modules | Visual, branching scenarios on a budget | Free 1,000 credits/mo; Core $9, Pro $16, Teams $29 | No |
| n8n | Workflow with AI Agent node | Developers, data residency, true agent loops | Free Community Edition; Cloud Starter about EUR 24/mo (2,500 executions), Pro EUR 60/mo | Yes |
| Power Automate | Workflow, plus desktop RPA | Microsoft 365 organizations | Bundled with many Microsoft 365 plans; premium features extra (2026 licensing not verified) | No |
| Zapier Agents | Agent builder | Plain-language agents over Zapier's catalog | Free 400 activities/mo; Pro about $33 to $50/mo | No |
| Relay.app | Approval-gated workflow | Team processes that need a human yes | Free 200 steps/mo; paid from $19/mo (one source says $38) | No |
| Lindy | Agent with memory | Email, calendar, and sales assistants | About $29.99 to $49.99/mo (sources conflict; one reports no free tier) | No |
| Gumloop | AI-native multi-agent canvas | Teams working inside Slack, Teams, Gmail | Free 5,000 credits/mo; Pro $37/mo (another source: $97) | No |
Where two sources disagree, both figures are shown. Treat every cell as a starting point for your own check.
Workflow-first tools
Zapier
Zapier is the easiest on-ramp for non-technical users and connects to the largest catalog, over 9,000 apps by the company's own count. Workflows follow a trigger-and-action pattern with filters, branching paths, delays, and formatting steps. Pricing is per task, so every step in every run counts against your monthly allowance, which is simple to understand and can climb quickly at volume. Zapier also publishes an MCP endpoint that lets Claude and other assistants reach the same catalog, which matters if your plan is "let the assistant do it" rather than "build a flow."
Choose Zapier when many different people on the team will build and maintain automations, when the apps you use are niche, or when speed to a working first version matters more than cost per run.
Make
Make (formerly Integromat) shows a workflow as a visual canvas of connected modules, which makes branching and error handling easier to see and debug than a vertical list. It bills in credits (the unit was renamed from "operations" in 2025) and is reported as the cheapest paid rung among the big three. It connects to model APIs through AI modules, but 2026 comparisons note that it lacks a true autonomous agent loop, so multi-step reasoning has to be laid out by hand.
Choose Make when your workflows have several decision points, when you want to see the whole flow at once, or when you need the lowest predictable monthly cost for moderate volume.
n8n
n8n is the open-source option. The Community Edition is free to self-host, which keeps workflow data on your own infrastructure, and a managed cloud tier exists for teams that prefer not to run servers. It has a dedicated AI Agent node and native LangChain integration, and it is the platform most often used as the execution layer behind an agent. In April 2026 it reportedly removed active-workflow limits on all plans, and SAP's May 2026 investment (valuing the company at a reported $5.2B) signals it is becoming enterprise plumbing. Revenue figures for n8n are disputed between roughly $40M and $100M, and an autumn 2026 "is n8n dead?" debate pits visual workflow tools against coding agents; neither affects whether it is the right tool for you.
Choose n8n when data residency or compliance requires self-hosting, when a developer will own the setup, or when you want a genuine agent loop with your own guardrails around it.
Microsoft Power Automate
Power Automate is the default inside Microsoft 365: it reaches Outlook, Teams, SharePoint, Excel, and Dynamics with permissions your IT team already governs, and it is bundled with many Microsoft 365 plans. Premium connectors, AI Builder models for document and form processing, and desktop flows (Microsoft's RPA) sit on paid add-ons. We did not verify Microsoft's 2026 licensing changes, so check the current pricing page. For agent governance across the whole estate, Microsoft Agent 365 reached general availability on May 1, 2026 at a reported $15 per user per month, with runtime consumption billed separately.
Choose Power Automate when your organization lives in Microsoft 365, when governance and data-loss-prevention policies must apply to automations too, or when you need desktop RPA for an internal legacy app.
Agent builders
Agent builders let you describe a job in plain language and let the model decide the steps, with the platform supplying connectors, memory, and a run log. They are the right fit when the task varies from run to run; for repeatable, auditable work the workflow tools above remain simpler to debug.
Zapier Agents puts an agent on top of Zapier's catalog, with a free tier of 400 agent activities a month and a Pro tier around $33 to $50 a month (reported, 2026). It is the lowest-friction way for a non-developer to try an agent against real apps.
Relay.app is built around human approval steps: the workflow pauses until a person approves, which makes it the natural home for team processes that touch customers or money. A free plan covers 200 steps a month, with paid plans from $19 a month (one source says $38; reported, 2026).
Lindy sells assistants for email, calendar, meetings, and sales, and its differentiator is memory that persists across runs; voice agents are on its business tiers. Pricing reports range from $29.99 to $49.99 a month and conflict on whether a free tier exists (reported, 2026).
Gumloop is a visual multi-agent canvas that runs inside Slack, Microsoft Teams, and Gmail, with a free 5,000 credits a month and Pro pricing reported at either $37 or $97 a month depending on the source; buyers describe its credit pricing as confusing.
The agent you already pay for is often the real competitor to all of the above. Claude Routines, Claude's scheduled tasks, ChatGPT Work's background runs, and Gemini's agent features are bundled into the roughly $20-a-month tiers and run on schedules against your connected apps. For a self-hosted, bring-your-own-model alternative, OpenClaw is the breakout open-source agent runtime of 2026, with the security trade-offs that running an agent on your own machine implies. Agents in the Apps You Already Pay For compares the bundled agents; Set Up Your Personal Agent walks through one.
Robotic process automation (RPA) platforms such as UiPath, Automation Anywhere, SS&C Blue Prism, and Power Automate's desktop flows drive software through its user interface, clicking and typing like a person. They remain the right answer for high-volume, tightly audited processes on legacy systems that have no API, and they are priced and governed for enterprises with negotiated annual licences and a center of excellence behind them. In 2026, computer-use-capable agents can do some of the same interface-level work without upfront scripting, but vendors still rank it last: Claude's own guidance is connectors first, then the browser, and screen control only as a last resort. If an app has an API or a connector, use it; reach for RPA or computer use only when it does not.
Connecting your assistant to your apps
Whichever tool you pick, the model reaches your apps through connectors. In Claude, ChatGPT, and Gemini a connector is a reviewed integration you switch on from a directory; underneath, it is usually an MCP server. Zapier's MCP endpoint turns its whole catalog into one such connector. Two habits keep this safe: switch on only the connectors a task needs, and prefer read-only access until a workflow has earned write permissions. MCP Explained: Connectors for Users, Protocol for Builders explains the plumbing.
Which one should you pick?
A small business with a shared inbox and a handful of SaaS apps should start with Zapier or Make and move to Zapier Agents only when a task refuses to fit a flowchart. A Microsoft 365 organization should start with Power Automate and bring in another tool only for apps it cannot reach. A team with a developer and a data-residency requirement should self-host n8n. A team whose processes touch customers or money should look at Relay.app for the approval step, or build the gate by hand as the inquiry router tutorial does. And anyone whose task is "read these things every morning and tell me what matters" should try the scheduled agent in the assistant they already pay for before buying anything.
Watch the bill
Three cost patterns surprise first-time buyers. Per-task and per-credit pricing scales with volume, so a flow that is cheap at fifty runs a day is not cheap at five thousand. AI steps add model usage on top of platform fees, and agent runs consume far more tokens than a single classification call. Enterprise agent platforms often bill runtime separately from the seat price; one third-party estimate puts Agent 365's total at two to three and a half times the headline figure. Set a hard spending cap where the platform allows it rather than relying on an alert, and read Evaluate and Measure: Tools, ROI, Impact before presenting numbers to anyone.
Where these numbers come from
The prices above are from secondary comparison posts reviewed in October 2026, not vendor price lists, which were unreachable at the time of research: AYAutomate and Jservo for Zapier, Make, and n8n; GrowwStacks for Make tiers; Gumloop's n8n comparison for n8n Cloud; Zapier's agent-builder guide and Guideflow for Zapier Agents and Gumloop; Lindy's Relay comparison for Relay.app; Gumloop's Lindy comparison for Lindy; Automation Atlas for Gumloop; ValueAddVC for n8n's valuation; and Microsoft Tech Community for Agent 365.
Key takeaways
- Judge tools on integrations, pricing predictability, data location, MCP support, and whether they have a native approval step.
- Zapier for breadth and ease, Make for visual branching on a budget, n8n for self-hosting and real agent loops, Power Automate for Microsoft 365 shops.
- Agent builders (Zapier Agents, Lindy, Relay.app, Gumloop) earn their price when tasks vary each run; for repeatable work, a workflow with one AI step is simpler and cheaper.
- RPA still wins for audited, high-volume work on API-less legacy systems; everywhere else, prefer a connector.
- Every price on this page is dated and reported; confirm it before you commit a budget.
Next steps
Continue to: Tutorial: Build an Inquiry Router With an AI Classifier
Not sure which shape you need? Return to: Workflows vs Agents: Which Automation Do You Need?
Choosing for a small company? Read: AI for Small Business: Getting Started Guide
Need the wider tool landscape? See: AI Tools & Platforms (2026)