Best software · AI tools
9 Best AI Workflow Automation Tools of 2026
This list is for operations teams that already automate work between apps and now want AI inside those automations: a step that classifies a ticket, an agent that researches a lead, a model that reads an invoice. We compared documented features and published prices for 9 tools, from no-code builders Zapier and Make to self-hostable n8n and Activepieces, agent-first Gumloop and Lindy, Microsoft Power Automate for Microsoft 365 companies, and enterprise platforms Workato and Tray.ai. Scores weigh features at 40%, ease of use at 30% and value at 30%.
By the Mojolin research desk · Updated November 9, 2026 · 9 tools compared · Prices checked on vendor pages, latest November 9, 2026
Questions or corrections: editorial@mojolin.com
Mojolin is self-funded How we score
Zapier is our top pick because AI by Zapier steps, Copilot and Zapier Agents work across more than 9,000 apps, with a free plan and Professional from $19.99 per month. Make is the better fit for branching scenarios, with Make AI Agents, the Maia build assistant and an MCP server. n8n bills per full workflow run and can be self-hosted, which keeps long AI flows affordable for technical teams. Activepieces is the value pick at $20 flat per month, and Power Automate Premium at $15.00 per user per month paid yearly suits Microsoft 365 shops.
Top picks
Best overall
Zapier
8.8 / 10
Ops teams that want to drop AI steps into existing app workflows without writing code.
Read the review →Runner-up
Make
8.6 / 10
Ops teams that build branching, multi-step automations and want AI modules on a visual canvas.
Read the review →Also great
n8n
8.5 / 10
Technical ops teams that want AI agents inside workflows with full control over data and hosting.
Read the review →Comparison table
| # | Tool | Pricing | Score | |
|---|---|---|---|---|
| 1 | Zapier | Ops teams that want to drop AI steps into existing app workflows without writing code. | Free plan with 100 tasks per month; Professional from $19.99 per month; Team from $69 per month; Agents Pro $33.33 per month billed annually | 8.8 |
| 2 | Make | Ops teams that build branching, multi-step automations and want AI modules on a visual canvas. | Free plan available; paid plans billed in credits (see vendor pricing, USD check pending) | 8.6 |
| 3 | n8n | Technical ops teams that want AI agents inside workflows with full control over data and hosting. | Free self-hosted Community Edition; cloud Starter, Pro and Business plans priced by workflow executions (see vendor pricing, USD check pending) | 8.5 |
| 4 |  Activepieces | Budget-conscious teams that want AI agents in flows and the option to self-host. | Free plan with 1,000 credits per month; Plus $20 flat per month; Team $200 flat per month for 25 users; Ultimate custom | 8.4 |
| 5 |  Gumloop | Business teams that want AI agents to handle research, CRM and browser tasks across their tools. | Pro starts at $37 per month with 20k credits, unlimited agents and seats; 14-day free trial; Enterprise custom | 8.2 |
| 6 |  Microsoft Power Automate | Microsoft 365 organizations that want AI-assisted cloud flows and desktop RPA under IT governance. | 30-day free trial; Premium $15.00 per user per month paid yearly; Process $150.00 per bot per month paid yearly | 8.1 |
| 7 |  Lindy | Small teams and agencies that want an AI assistant to run recurring admin and follow-up work. | $50 in free credits for 7 days; Team from $49.99 per user per month with 5,000 credits; top-ups $10 per 1,000 credits; Enterprise custom | 7.9 |
| 8 |  Workato | IT-led enterprises that need governed AI automation across many departments and systems. | Quote-based editions: Standard, Business MCP, Enterprise MCP and Workato ONE (contact sales) | 7.6 |
| 9 |  Tray.ai | Mid-size and enterprise teams that want governed AI agents on top of an integration platform. | Starts at $50 per month with Tray Helix; iPaaS plans Pro, Team and Enterprise are quote-based; free trial | 7.4 |
Scoring weights
Every tool gets three editorial scores out of 10, from vendor documentation, product pages and the published price. The overall score is the weighted average below, the same method on every list. Full method
The full ranking
Rank 1 · Best overall
Zapier
No-code automation platform that adds AI steps, Copilot, agents and MCP access to workflows across 9,000+ apps.
zapier.com8.8
out of 10
Best for: Ops teams that want to drop AI steps into existing app workflows without writing code.
Zapier is the simplest way to add AI to automations you already run. An AI by Zapier step can classify, summarize or extract data in the middle of a Zap, and Tables adds AI fields and AI enrichment to stored records. Copilot drafts a Zap from a sentence, which shortens setup for staff who have never built one. For work that needs judgment, Zapier Agents can use live data sources and browse the web, and Zapier MCP exposes your connected apps to AI assistants. The catalog of more than 9,000 apps means most ops stacks are covered on day one. The trade-off is cost at volume: every action step counts as a task, polling drops from 15 minutes on Free to 2 minutes on Professional, and agent activity is a separate plan. Professional starts at $19.99 per month and Team at $69 per month for shared workspaces and connections.
Standout feature
AI steps work across more than 9,000 apps, the largest catalog in this list.
Use cases
Revenue operations
Classify inbound form leads with an AI step and route them to the right owner
Outcome: Leads reach sales already tagged and assigned
Support operations
Summarize new tickets and post the summary to a team channel
Outcome: Agents triage faster without opening every ticket
Operations managers
Enrich new CRM records with AI fields in Tables
Outcome: Records stay complete without manual research
Key features
- AI by Zapier steps inside Zaps, plus AI fields and AI enrichment in Tables
- Zapier Copilot builds Zaps from a plain language request
- Zapier Agents with live data sources and web browsing
- Zapier MCP and SDK let AI assistants run actions in connected apps
- Filters, Paths, Formatter with AI and Code by Zapier for logic
Pros
- 9,000+ app connections, the widest catalog in this list
- Copilot is available on the free plan
- 14-day free trial of Professional for new accounts
Cons
- Free plan is limited to two-step Zaps and 100 tasks a month
- Agents are billed separately from Zap tasks
- Free and Professional plans are single-user
Rank 2 · Runner-up
Make
Visual scenario builder with Make AI Agents, an AI Toolkit, the Maia build assistant and an MCP server.
make.com8.6
out of 10
Best for: Ops teams that build branching, multi-step automations and want AI modules on a visual canvas.
Make suits ops teams whose automations branch. Scenarios are built on a visual canvas with routers, error handlers and retries with exponential backoff, and AI now sits throughout. The Make AI Agents app lets an agent call modules, whole scenarios or MCP tools, while the AI Toolkit, AI Web Search and AI Content Extractor modules add single AI steps. Maia by Make builds or edits a scenario from a chat prompt, offers a plan mode for review first, and can read run history to explain errors. The Make MCP server exposes active scenarios to clients such as Claude and ChatGPT. Billing is in credits: a non-AI operation is one credit, while built-in AI uses tokens on top. Paid plans can connect your own OpenAI, Anthropic or Gemini key so token costs go to that provider. Plan prices could not be confirmed in USD from our location, so check the pricing page.
Standout feature
Maia by Make builds and debugs scenarios from chat with a plan-first mode.
Use cases
Operations teams
Route incoming requests through an AI agent that picks the right scenario
Outcome: One entry point handles many request types
Marketing operations
Extract key fields from web pages with AI Content Extractor into a sheet
Outcome: Research lists build themselves
IT teams
Expose approved scenarios to Claude through the Make MCP server
Outcome: Staff trigger automations from their AI assistant
Key features
- Make AI Agents app that uses modules, scenarios and MCP tools
- Make AI Toolkit, AI Web Search and AI Content Extractor modules
- Maia by Make builds and fixes scenarios from chat, with a plan mode
- Make MCP server turns active scenarios into tools for Claude or ChatGPT
- Custom AI provider connections to OpenAI, Anthropic or Gemini on paid plans
Pros
- Visual canvas handles routers, loops and error handlers well
- Bring your own model key on paid plans to pay the provider directly for tokens
- Maia can read run history and logs to explain errors
Cons
- Credits for built-in AI vary with tokens, which makes costs harder to predict
- MCP management scopes are limited to paid plans
- Pricing page could not be checked in USD from our location
Rank 3 · Also great
n8n
Workflow automation platform that mixes deterministic steps and AI agents, in the cloud or self-hosted.
n8n.io8.5
out of 10
Best for: Technical ops teams that want AI agents inside workflows with full control over data and hosting.
n8n is built around the idea that most of a process should stay deterministic and AI should step in only where judgment is needed. The AI Agent node runs as one step inside a workflow, MCP Server Trigger and MCP Client nodes connect agents to other tools, and human approval can gate any tool call. You can open any past run to see each step's inputs and outputs, and evaluations help test agent behavior before publishing. Pricing counts one execution per full workflow run however many steps it has, so long AI flows do not multiply cost, and every plan includes unlimited users. The Community Edition is free to self-host from GitHub. The downside is effort: n8n expects comfort with data structures, code steps in JavaScript or Python, and HTTP requests. Cloud plan prices displayed in EUR here, so we left the USD price pending.
Standout feature
One execution covers a full workflow run, however many AI steps it contains.
Use cases
IT operations
Have an AI agent investigate alerts and route them by severity
Outcome: On-call staff see only triaged incidents
Finance operations
Process refund requests with a Slack approval before payment
Outcome: AI handles the lookup while a person approves
Security teams
Check indicators against several tools and summarize findings with AI
Outcome: One report replaces manual lookups
Key features
- AI Agent node and AI steps on every plan
- MCP Server Trigger and MCP Client nodes
- Human approval for tool calls and structured AI outputs
- Evaluations, plus LangSmith and OpenTelemetry tracing when self-hosted
- AI Assistant drafts workflows from plain text
Pros
- Billed per full workflow run, not per step
- Self-host on-prem or with Docker to keep data in-house
- 9,000+ community templates for agentic workflows
Cons
- Cloud prices are shown in EUR from our location
- Steeper learning curve than no-code tools
- Git version control and environments start at Business
Rank 4
Activepieces
Open automation platform with flows, agents, tables and MCP servers, in the cloud or on your own servers.
activepieces.com8.4
out of 10
Best for: Budget-conscious teams that want AI agents in flows and the option to self-host.
Activepieces is the value pick for teams that want AI in their automations without per-seat pricing. A run costs one credit however many steps it has, and AI steps add 2 credits on a fast model, 10 on a smart model and 20 on a frontier model. On Plus and above you can connect your own AI provider keys, which drops every AI step to one credit and moves model costs to your provider bill. Agents take a job described in plain words and work out the steps across your connected apps, with approvals on steps that touch money or customers. Chat drafts most flows, and the builder adds branching, retries, waitpoints, subflows and inline TypeScript. Free gives 1,000 credits a month for up to 5 users, Plus is $20 flat per month and Team is $200 flat for 25 users with SSO. The catalog is smaller than the market leaders, so check your apps first.
Standout feature
Bringing your own AI key drops every AI step to a single credit.
Use cases
Finance teams
Have an agent match inbox invoices to purchase orders and queue payment for approval
Outcome: Invoices are processed with a person approving payment
Growth teams
Classify webhook leads with an AI step and send hot leads to Slack
Outcome: Sales hears about strong leads right away
Regulated companies
Run AI flows on their own servers
Outcome: Workflow data stays inside the company network
Key features
- Agents that take a plain language job end to end across connected apps
- Chat to automation drafts flows, with a visual builder for full control
- AI Router, branching, retries, waitpoints and human approvals
- Bring your own AI keys on Plus and above
- MCPs and API access on every plan, including Free
Pros
- Flat pricing rather than per seat, with up to 5 users on Free and Plus
- A run is one credit however many steps it has
- Runs on Activepieces cloud or on-prem on every plan
Cons
- AI steps cost 2 to 20 credits unless you bring your own key
- SSO starts on the $200 Team plan
- Smaller app catalog than Zapier or Make
Rank 5
Gumloop
AI agent platform where business teams build agents that work across connectors and a real browser.
gumloop.com8.2
out of 10
Best for: Business teams that want AI agents to handle research, CRM and browser tasks across their tools.
Gumloop has moved from node-based flows to agents, and its pricing page now labels workflows as legacy. Teams build agents that run on app triggers or recurring schedules, connect to more than 400 connectors, and choose from 35+ models, with the option to bring their own API keys. Its standout feature is a real browser for every agent: agents sign in with saved logins or 1Password, handle CAPTCHAs, hand the live session to a person when a site needs approval, and record each session step by step. That makes it useful for operations work in portals that have no API. Pro starts at $37 per month with 20k credits, unlimited agents and unlimited seats, and there is a 14-day free trial. Pro also carries an 8% orchestration fee, and there is no free plan. Teams that need fixed, step-by-step automations will find a classic builder a better fit.
Standout feature
Every agent gets a real browser with saved logins, CAPTCHA handling and session recordings.
Use cases
Customer success
Review renewing accounts for churn signals and draft save plays
Outcome: At-risk accounts get attention before renewal
Operations teams
Fill supplier forms and download documents in portals without an API
Outcome: Browser chores run without manual clicking
Sales operations
Qualify new leads and update the CRM on a schedule
Outcome: Pipeline data stays current
Key features
- Agents triggered by apps or recurring schedules
- 400+ connectors plus MCP server hosting
- A real browser for agents with saved logins, CAPTCHA handling and session recordings
- 35+ models with bring your own API keys
- Human handoff when a site needs a sign-in or approval
Pros
- Unlimited agents, seats and teams on Pro
- Browser agents can work in sites that have no API
- Session recordings with masked passwords and audit logs
Cons
- No permanent free plan
- An 8% orchestration fee applies on Pro
- Classic workflows are labeled legacy, so the focus is agents
Rank 6
Microsoft Power Automate
Microsoft's cloud and desktop automation service with Copilot, AI processing, RPA and process mining.
microsoft.com8.1
out of 10
Best for: Microsoft 365 organizations that want AI-assisted cloud flows and desktop RPA under IT governance.
Power Automate is the natural choice for companies that live in Microsoft 365. Copilot lets makers create, edit and extend flows in natural language, and Copilot in Power Automate for desktop speeds up building RPA bots. Cloud flows connect to more than 1,000 API connectors, desktop flows automate apps that have no API, and process mining surfaces where automation would pay off, with AI recommendations. Admins get Managed Environments and data loss prevention policies, which matters when AI steps touch company data. Premium costs $15.00 per user per month paid yearly and includes cloud and attended desktop flows, premium connectors and process mining. Unattended bots need Process at $150.00 per bot per month. The licensing has many moving parts, and teams outside the Microsoft stack will find the connectors and editor less natural than Zapier or Make.
Standout feature
One license covers Copilot-built cloud flows, desktop RPA and process mining.
Use cases
Finance operations
Automate a legacy desktop app with attended RPA built using Copilot
Outcome: Data entry runs without an API
IT administrators
Govern AI flows with data loss prevention policies
Outcome: Automations stay within company data rules
Process owners
Use process mining to find steps worth automating
Outcome: Automation effort goes where it saves the most time
Key features
- Copilot creates, edits and extends flows from natural language
- Cloud flows plus attended and unattended desktop flows (RPA)
- More than 1,000 API connectors plus custom connectors
- AI insights and recommendations from task and process mining
- Managed Environments and data loss prevention for admins
Pros
- Lowest per-user paid price in this list
- Native experiences in Teams, Excel and SharePoint
- Covers both API automation and desktop RPA
Cons
- Licensing has several tiers and add-ons to understand
- Unattended bots need the $150 per bot Process plan
- Best fit only if you already run Microsoft 365
Rank 7
Lindy
AI teammate that works in Slack, email, text and calendar across 1,500+ integrations.
lindy.ai7.9
out of 10
Best for: Small teams and agencies that want an AI assistant to run recurring admin and follow-up work.
Lindy takes a different route from the workflow builders here. Instead of drawing steps, you hand jobs to an AI teammate in Slack, email, text or your calendar, and it uses more than 1,500 integrations, MCP, phone calls and a browser to do them. It runs scheduled routines, manages inboxes, drafts replies in your voice, prepares and follows up on meetings, and anything with outside impact, such as sending an email or updating a ticket, waits for approval. That suits ops work that is repetitive but varied, like chasing invoices or answering new leads after hours. Pricing is per active user: Team starts at $49.99 per month for 5,000 credits, credits pool across the workspace, and top-ups cost $10 per 1,000. New users get $50 in free credits for 7 days. Teams that need fixed, auditable step order will be better served by n8n or Make.
Standout feature
Work is handed to Lindy in Slack or email, with approval before anything leaves the company.
Use cases
Agencies
Answer new leads after hours and book discovery calls
Outcome: Leads get a reply within minutes
Finance staff
Chase overdue invoices by email and phone
Outcome: Receivables are collected with less manual follow-up
Account managers
Build weekly client reports from ad platform data
Outcome: Reports go out on schedule
Key features
- Slack-native teammate that takes work from threads and mentions
- Scheduled routines, daily briefs and inbox management
- 1,500+ integrations plus MCP support
- Computer use and model selection per task
- Approvals before any action with outside impact
Pros
- Very little setup: work is handed over in chat
- Credits pool across the whole team
- Pauses rather than billing overages when credits run out
Cons
- Every active user is billed, from $49.99 per month
- Monthly credits do not roll over
- Less control over exact step order than a workflow builder
Rank 8
Workato
Enterprise orchestration platform that governs AI agents, MCP servers, workflows and integrations.
workato.com7.6
out of 10
Best for: IT-led enterprises that need governed AI automation across many departments and systems.
Workato is for companies where AI automation has become an IT program rather than a team project. Its control plane governs every model, agent, workflow, API and MCP interaction through identity, policy, approvals, observability and cost controls, and it can route requests across open and closed models. Agent Studio and AIRO help build production agents, MCPs and integrations, while the Business MCP edition adds pre-built MCP servers, an AI and MCP gateway and data integration. Enterprise MCP adds AI by Workato, intelligent document processing and unlimited Workbots. Every edition includes dev, test and production environments, SAML SSO and role-based access, and 1,200+ pre-built connectors with unlimited users. Workato publishes no prices; all editions are quoted, and consumption is tracked in a usage dashboard. Small ops teams will find it more platform than they need.
Standout feature
A single control plane governs models, agents, MCP servers and workflows together.
Use cases
Enterprise IT
Govern which models and MCP servers teams can use
Outcome: AI spend and access stay under central control
Finance operations
Read invoices with intelligent document processing and post them to the ERP
Outcome: Order-to-cash steps run with less manual entry
HR operations
Orchestrate employee onboarding across HR and IT systems
Outcome: New hires get access on day one
Key features
- Agent Studio and AIRO, a multi-agent assistant that builds agents, MCPs and workflows
- Pre-built MCP servers and an AI and MCP gateway
- AI by Workato and intelligent document processing on Enterprise MCP
- Control plane for identity, policy, approvals and cost controls
- Dev, test and production environments with SAML SSO on every edition
Pros
- 1,200+ pre-built connectors included for every user
- Unlimited workspaces and users
- Strong governance for AI spend and model routing
Cons
- No published prices; every edition is sold by quote
- Built for IT teams rather than individual ops staff
- Concurrency and on-premise agents vary by edition
Rank 9
Tray.ai
AI orchestration platform combining an iPaaS, the Merlin Agent Builder, an MCP gateway and the Helix runtime.
tray.ai7.4
out of 10
Best for: Mid-size and enterprise teams that want governed AI agents on top of an integration platform.
Tray.ai sells an integration platform with AI agent tooling layered on top. The Merlin Agent Builder creates agents that reason and act with guardrails, audit logs and knowledge ingestion, and the Agent Gateway for MCP turns connected apps and services into governed MCP tools. The iPaaS reaches more than 5,000 apps, databases, APIs and services, with a code or canvas builder. Tray Helix is a newer product that takes apps built with AI coding assistants to production with managed credentials. Pricing is usage-based, measured in tasks and Helix Compute Units, with no per-user or per-connection fees. Tray starts at $50 a month and offers a free trial, but the Pro, Team and Enterprise iPaaS plans are quoted, and agent development is an add-on. It suits companies that want a governed alternative to Workato more than small teams.
Standout feature
Usage-based pricing with no per-user or per-connection fees.
Use cases
Revenue operations
Route new leads to sales within minutes
Outcome: Fewer leads go cold in the queue
IT service desks
Deflect routine tickets with a Merlin agent
Outcome: Staff spend time on harder requests
Platform teams
Expose internal services as governed MCP tools
Outcome: AI assistants use company systems safely
Key features
- Merlin Agent Builder with guardrails, audit logs and knowledge ingestion
- Agent Gateway for MCP exposes apps and services as MCP tools
- 5,000+ apps, databases, APIs and services on the iPaaS
- Tray Helix deploys and governs apps built with AI coding assistants
- Usage-based pricing with no per-user or per-connection fees
Pros
- Free trial to measure usage before buying
- No per-user or per-connection fees
- Agent and integration governance in one platform
Cons
- iPaaS plans are sold by quote
- Agent tooling is a separate add-on
- More platform than a small team needs
Frequently asked questions
+What is the best AI workflow automation tool in 2026?
Zapier is our top pick for ops teams because AI steps, Copilot and agents work across more than 9,000 apps, there is a free plan with 100 tasks a month, and Professional starts at $19.99 per month. Make is the best alternative for branching workflows, and n8n for teams that want to self-host.
+What is the cheapest AI workflow automation tool?
Activepieces has a permanent free plan with 1,000 credits a month and a Plus plan at $20 flat per month for up to 5 users. Microsoft Power Automate Premium costs $15.00 per user per month paid yearly, and n8n's Community Edition is free to self-host.
+Can I use my own OpenAI or Anthropic key?
Yes, on several tools. Make supports custom AI provider connections on paid plans, Activepieces supports your own AI keys on Plus and above, and Gumloop supports bringing your own API keys. You then pay the model provider directly for tokens.
+What is the difference between an AI step and an AI agent?
An AI step performs one task inside a fixed workflow, such as classifying a message. An AI agent chooses which tools and steps to use to finish a goal. n8n, Make, Zapier and Activepieces let you combine both in the same automation.
+Which AI automation tools can be self-hosted?
n8n publishes a self-hosted Community Edition on GitHub and can run on-prem or with Docker. Activepieces runs on its cloud or your own servers on every plan, including air-gapped setups on its enterprise tier.
About this list
Updated November 9, 2026 by the Mojolin research desk. Mojolin is self-funded
Questions or corrections: editorial@mojolin.com
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