Stack AI vs Make vs Gumloop vs Stepper

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

Your tool
Stack AI
vs
Competitor 1
Make
Competitor 2
Gumloop
Competitor 3
Stepper
Compare
4 tools · best value per row highlighted
Your tool Stack AI
stack-ai.com
Connect AI models visually
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 Stepper
stepper.io
Building automated workflows traditionally requires either coding skills or wrestling with complex visual builders
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
6.3Kvisits/mo
69visits/mo
—
49.9Kvisits/mo
MoM change
▼ 57.9%
▼ 100.0%
—
▲ 34.2%
6-month growth
-93.7%
-100.0%
—
+519.2%
Global rank web
#1,700,092
#7,796
—
#677,321
Avg. last 3 months
13.9K
3.7M
—
38.1K
Bounce rate lower is better
39%
30%
—
40%
Pages / visit
1.8
8.4
—
2.0
Visit duration
14s
7m 47s
—
47s
Traffic sources
—
● Direct 91% · ● Referral 6%
—
—
Stack AIMakeGumloopStepper
01.7M3.3M5M6.7MStack AI · 143.4KStack AI · 153.7KStack AI · 167.9KStack AI · 160KStack AI · 99.4KStack AI · 35.9KStack AI · 17.4KStack AI · 20.6KStack AI · 14.9KStack AI · 6.3KMake · 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 · 49.9K101001K10K100K1M10MStack AI · 143.4KStack AI · 153.7KStack AI · 167.9KStack AI · 160KStack AI · 99.4KStack AI · 35.9KStack AI · 17.4KStack AI · 20.6KStack AI · 14.9KStack AI · 6.3KMake · 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 · 49.9KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Free Trial
Freemium
Starting price
Free tier
$6per month · free tier available
$37per month
$19per month · free tier available
Free tier
–
Free trial
–
–
API access
–
Plans
—
—
Pro $37/moEnterprise Custom
Free FreePro $19/moTeam Coming soon
Capabilities input → output
Input
DataDocumentsText
DataText
DataText
Text
Output
Apps
Apps
Apps
Apps
Skill level
Intermediate
Intermediate
Intermediate
Intermediate
Categories
Development & CodeProductivity & OfficeAI AgentAI Workflow+1 more
Development & CodeProductivity & OfficeAI AgentAI Workflow+1 more
Productivity & OfficeAI AgentAI Workflow
Productivity & OfficeAI Workflow
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
5
6
5
4
Workflows
Agents
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No-code
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Agent creation
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Agent management
–
–
Process automation
–
–
–
API integrations
–
–
–
Business automation
–
–
–
Agent memory
–
–
–
Finance workflow automation
–
–
–
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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–
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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.