Make vs Stepper vs Windmill vs CrewAI

Which one fits you in 2026? Traffic, pricing, input → output, tasks and community side by side.

Your tool
Make
vs
Competitor 1
Stepper
Competitor 2
Windmill
Competitor 3
CrewAI
Compare
4 tools · best value per row highlighted
Your tool Make
make.com
Visual automation for complex workflows
Remove
Competitor Stepper
stepper.io
Building automated workflows traditionally requires either coding skills or wrestling with complex visual builders
Make main Remove
Competitor Windmill
windmill.dev
Windmill is an open-source, code-first orchestration platform for internal software.
Make main Remove
Competitor CrewAI
crewai.com
CrewAI is a multi-agent platform that covers the full agent lifecycle for businesses: discover what to automate, build agents, govern them in production and optimize them over time.
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
69visits/mo
49.9Kvisits/mo
—
476.6Kvisits/mo
MoM change
▼ 100.0%
▲ 34.2%
—
▼ 10.3%
6-month growth
-100.0%
+519.2%
—
-5.3%
Global rank web
#7,796
#677,321
—
#107,487
Avg. last 3 months
3.7M
38.1K
—
564.3K
Bounce rate lower is better
30%
40%
—
46%
Pages / visit
8.4
2.0
—
2.6
Visit duration
7m 47s
47s
—
1m 32s
Traffic sources
● Direct 91% · ● Referral 6%
—
—
● Direct 75% · ● Referral 23%
MakeStepperWindmillCrewAI
01.7M3.3M5M6.7MMake · 5.1MMake · 5.2MMake · 5.4MMake · 5MMake · 6.1MMake · 5.9MMake · 6.7MMake · 5.8MMake · 5.3MMake · 69Stepper · 8.1KStepper · 15.4KStepper · 20.2KStepper · 27KStepper · 37.2KStepper · 49.9KCrewAI · 408.9KCrewAI · 417.1KCrewAI · 521.4KCrewAI · 503.5KCrewAI · 610.1KCrewAI · 646.1KCrewAI · 685.2KCrewAI · 531.1KCrewAI · 476.6K101001K10K100K1M10MMake · 5.1MMake · 5.2MMake · 5.4MMake · 5MMake · 6.1MMake · 5.9MMake · 6.7MMake · 5.8MMake · 5.3MMake · 69Stepper · 8.1KStepper · 15.4KStepper · 20.2KStepper · 27KStepper · 37.2KStepper · 49.9KCrewAI · 408.9KCrewAI · 417.1KCrewAI · 521.4KCrewAI · 503.5KCrewAI · 610.1KCrewAI · 646.1KCrewAI · 685.2KCrewAI · 531.1KCrewAI · 476.6KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Free
Starting price
$6per month · free tier available
$19per month · free tier available
$120per month · free tier available
Free
Free tier
Free trial
–
–
–
API access
–
Plans
—
Free FreePro $19/moTeam Coming soon
Free and Open-source (self-host) FreeEnterprise $120/mo
Basic FreeEnterprise $0
Capabilities input → output
Input
DataText
Text
Code
Text
Output
Apps
Apps
Apps
AppsCode
Skill level
Intermediate
Intermediate
Advanced
Advanced
Categories
Development & CodeProductivity & OfficeAI AgentAI Workflow+1 more
Productivity & OfficeAI Workflow
Development & CodeProductivity & OfficeAI Developer ToolsAI Workflow+1 more
Development & CodeProductivity & OfficeAI AgentAI Developer Tools+2 more
Tasks what each tool can do · 2 shared · core   partial
Tasks covered
9
4
9
9
Workflows
No-code
Process automation
–
Agent creation
–
Agents
–
Agent management
–
–
Developer tools
–
–
Agent collaboration
–
–
–
API integrations
–
–
–
Business automation
–
–
–
Self hosted
–
–
–
APIs
–
–
–
Agent testing
–
–
–
Development
–
–
–
Marketing automation
–
–
–
Workflow deployment
–
–
–
Zapier assistance
–
–
–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
▲ 0
Saves
0
0
0
0
Reviews
0
0
0
0
Prompts
0
0
0
0
Verified listing
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Traffic figures are third-party estimates for the tool's own domain; tools sharing a domain with a bigger product are not counted. Pricing is captured from each tool's site and may lag.