Gumloop vs Make vs Stack AI vs Stepper

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

Your tool
Gumloop
vs
Competitor 1
Make
Competitor 2
Stack AI
Competitor 3
Stepper
Compare
4 tools · best value per row highlighted
Your tool 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.
Remove
Competitor Make
make.com
Visual automation for complex workflows
Make main Remove
Competitor Stack AI
stack-ai.com
Connect AI models visually
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
—
69visits/mo
6.3Kvisits/mo
49.9Kvisits/mo
MoM change
—
▼ 100.0%
▼ 57.9%
▲ 34.2%
6-month growth
—
-100.0%
-93.7%
+519.2%
Global rank web
—
#7,796
#1,700,092
#677,321
Avg. last 3 months
—
3.7M
13.9K
38.1K
Bounce rate lower is better
—
30%
39%
40%
Pages / visit
—
8.4
1.8
2.0
Visit duration
—
7m 47s
14s
47s
Traffic sources
—
● Direct 91% · ● Referral 6%
—
—
GumloopMakeStack AIStepper
01.7M3.3M5M6.7MMake · 5.1MMake · 5.2MMake · 5.4MMake · 5MMake · 6.1MMake · 5.9MMake · 6.7MMake · 5.8MMake · 5.3MMake · 69Stack 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 · 6.3KStepper · 8.1KStepper · 15.4KStepper · 20.2KStepper · 27KStepper · 37.2KStepper · 49.9K101001K10K100K1M10MMake · 5.1MMake · 5.2MMake · 5.4MMake · 5MMake · 6.1MMake · 5.9MMake · 6.7MMake · 5.8MMake · 5.3MMake · 69Stack 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 · 6.3KStepper · 8.1KStepper · 15.4KStepper · 20.2KStepper · 27KStepper · 37.2KStepper · 49.9KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Free Trial
Freemium
Freemium
Freemium
Starting price
$37per month
$6per month · free tier available
Free tier
$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
DataText
DataText
DataDocumentsText
Text
Output
Apps
Apps
Apps
Apps
Skill level
Intermediate
Intermediate
Intermediate
Intermediate
Categories
Productivity & OfficeAI AgentAI Workflow
Development & CodeProductivity & OfficeAI AgentAI Workflow+1 more
Development & CodeProductivity & OfficeAI AgentAI Workflow+1 more
Productivity & OfficeAI Workflow
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
5
6
5
4
Workflows
Agents
–
No-code
–
Agent creation
–
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
–
–
–
–

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.