Stepper vs Make vs Gumloop vs Appian

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

Your tool
Stepper
vs
Competitor 1
Make
Competitor 2
Gumloop
Competitor 3
Appian
Compare
4 tools · best value per row highlighted
Your tool Stepper
stepper.io
Building automated workflows traditionally requires either coding skills or wrestling with complex visual builders
Remove
Competitor Make
make.com
Visual automation for complex workflows
Make main Remove
Competitor Gumloop
gumloop.com
Gumloop is a multiplayer AI agent builder that lets people across a company create agents with the model and integrations they choose while IT keeps control of access.
Make main Remove
Competitor Appian
appian.com
Appian is an enterprise platform for process automation that orchestrates AI agents, existing systems and people from one place.
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
49.9Kvisits/mo
69visits/mo
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MoM change
▲ 34.2%
▼ 100.0%
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6-month growth
+519.2%
-100.0%
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Global rank web
#677,321
#7,796
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Avg. last 3 months
38.1K
3.7M
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Bounce rate lower is better
40%
30%
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Pages / visit
2.0
8.4
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Visit duration
47s
7m 47s
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Traffic sources
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● Direct 91% · ● Referral 6%
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StepperMakeGumloopAppian
01.7M3.3M5M6.7MStepper · 8.1KStepper · 15.4KStepper · 20.2KStepper · 27KStepper · 37.2KStepper · 49.9KMake · 5.1MMake · 5.2MMake · 5.4MMake · 5MMake · 6.1MMake · 5.9MMake · 6.7MMake · 5.8MMake · 5.3MMake · 69101001K10K100K1M10MStepper · 8.1KStepper · 15.4KStepper · 20.2KStepper · 27KStepper · 37.2KStepper · 49.9KMake · 5.1MMake · 5.2MMake · 5.4MMake · 5MMake · 6.1MMake · 5.9MMake · 6.7MMake · 5.8MMake · 5.3MMake · 69Nov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Free Trial
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Starting price
$19per month · free tier available
$6per month · free tier available
$37per month
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Free tier
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Free trial
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API access
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Plans
Free FreePro $19/moTeam Coming soon
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Pro $37/moEnterprise Custom
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Capabilities input → output
Input
Text
DataText
DataText
DataDocumentsText
Output
Apps
Apps
Apps
Apps
Skill level
Intermediate
Intermediate
Intermediate
Advanced
Categories
Productivity & OfficeAI Workflow
Development & CodeProductivity & OfficeAI AgentAI Workflow+1 more
Productivity & OfficeAI AgentAI Workflow
Development & CodeProductivity & OfficeAI AgentAI Workflow+1 more
Tasks what each tool can do · 2 shared · core   partial
Tasks covered
4
9
7
8
No-code
Workflows
Process automation
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Agents
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Agent creation
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Business automation
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Agent management
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API integrations
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Agent memory
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Document data extraction
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Finance workflow automation
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Image generation
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Marketing automation
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Zapier assistance
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
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Saves
0
0
0
0
Reviews
0
0
0
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Prompts
0
0
0
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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.