Make vs Stepper vs Gumloop vs Stack AI

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
Gumloop
Competitor 3
Stack AI
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 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 Stack AI
stack-ai.com
Connect AI models visually
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
69visits/mo
49.9Kvisits/mo
—
6.3Kvisits/mo
MoM change
▼ 100.0%
▲ 34.2%
—
▼ 57.9%
6-month growth
-100.0%
+519.2%
—
-93.7%
Global rank web
#7,796
#677,321
—
#1,700,092
Avg. last 3 months
3.7M
38.1K
—
13.9K
Bounce rate lower is better
30%
40%
—
39%
Pages / visit
8.4
2.0
—
1.8
Visit duration
7m 47s
47s
—
14s
Traffic sources
● Direct 91% · ● Referral 6%
—
—
—
MakeStepperGumloopStack AI
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 · 49.9KStack 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 · 6.3K101001K10K100K1M10MMake · 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 · 49.9KStack 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 · 6.3KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Free Trial
Freemium
Starting price
$6per month · free tier available
$19per month · free tier available
$37per month
Free tier
Free tier
–
Free trial
–
–
API access
–
Plans
—
Free FreePro $19/moTeam Coming soon
Pro $37/moEnterprise Custom
—
Capabilities input → output
Input
DataText
Text
DataText
DataDocumentsText
Output
Apps
Apps
Apps
Apps
Skill level
Intermediate
Intermediate
Intermediate
Intermediate
Categories
Development & CodeProductivity & OfficeAI AgentAI Workflow+1 more
Productivity & OfficeAI Workflow
Productivity & OfficeAI AgentAI Workflow
Development & CodeProductivity & OfficeAI AgentAI Workflow+1 more
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
6
4
5
5
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.