Google Opal vs Make vs Dify vs Stepper
Which one fits you in 2026? Traffic, pricing, input → output, tasks and community side by side.
Your tool
vs GOGoogle Opal
Competitor 1
Make
Make
Competitor 2
Dify
Dify
Competitor 3
Stepper
StepperCompare
4 tools · best value per row highlighted
Your tool
GOGoogle Opal
opal.google
This experimental platform from Google lets you build and run AI experiments with direct ties to their ecosystem
Competitor
Stepper
Stepper
stepper.io
Building automated workflows traditionally requires either coding skills or wrestling with complex visual builders
Traffic estimated monthly website traffic
Monthly visits
1.2Mvisits/mo
69visits/mo
1Mvisits/mo
49.9Kvisits/mo
MoM change
▼ 6.1%
▼ 100.0%
▼ 16.6%
▲ 34.2%
6-month growth
-57.1%
-100.0%
-30.6%
+519.2%
Global rank web
#37,425
#7,796
#39,510
#677,321
Avg. last 3 months
1.3M
3.7M
1.1M
38.1K
Bounce rate lower is better
35%
30%
41%
40%
Pages / visit
4.9
8.4
4.4
2.0
Visit duration
4m 01s
7m 47s
6m 40s
47s
Traffic sources
● Direct 80% · ● Referral 19%
● Direct 91% · ● Referral 6%
● Direct 84% · ● Referral 15%
—
Google OpalMakeDifyStepper
Pricing
Model
Freemium
Freemium
Freemium
Freemium
Starting price
—
$6per month · free tier available
$590per month · free tier available
$19per month · free tier available
Free tier
–
Free trial
–
–
–
–
API access
–
Plans
—
—
Sandbox FreeProfessional $590/yrTeam $1,590/yrEnterprise Custom
Free FreePro $19/moTeam Coming soon
Capabilities input → output
Input
Text
DataText
DocumentsText
Text
Output
Apps
Apps
Apps
Apps
Skill level
Advanced
Intermediate
Intermediate
Intermediate
Categories
Tasks what each tool can do · 2 shared · core partial
Tasks covered
4
9
9
4
Workflows
No-code
Agents
–
Process automation
–
–
Agent creation
–
–
API integrations
–
–
–
Business automation
–
–
–
Chatbots
–
–
–
Developer tools
–
–
–
LLM development
–
–
–
Prototyping
–
–
–
Agent management
–
–
–
Development
–
–
–
Marketing automation
–
–
–
Productivity
–
–
–
Zapier assistance
–
–
–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 1
▲ 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.