DebuggAI vs TestDriver vs Ghosteye vs TAMI Studio by UI-licious

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

Your tool
DebuggAI
vs
Competitor 1
TestDriver
Competitor 2
Ghosteye
Competitor 3
TAMI Studio by UI-licious
Compare
4 tools · best value per row highlighted
Your tool DebuggAI
debugg.ai
Installing DebuggAI starts with connecting the GitHub App to your repository
Remove
Competitor TestDriver
testdriver.ai
Engineering teams face brutal challenges with complex user flows
Make main Remove
Competitor Ghosteye
ghosteye.ai
Your employees face the same attacks real hackers deploy right now
Make main Remove
Competitor TAMI Studio by UI-licious
uilicious.com
TAMI Studio by UI-licious is a cloud workspace for planning, automating and running UI tests.
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
1.6Kvisits/mo
23.2Kvisits/mo
1.1Kvisits/mo
22.5Kvisits/mo
MoM change
▲ 71.3%
▲ 33.7%
▲ 376.6%
▲ 0.5%
6-month growth
-84.4%
+254.6%
-60.7%
-26.2%
Global rank web
#5,381,231
#1,596,542
#13,075,897
#1,340,952
Avg. last 3 months
1.7K
15.7K
1.2K
22.5K
Bounce rate lower is better
34%
52%
36%
44%
Pages / visit
1.2
1.6
1.0
1.5
Visit duration
—
24s
—
17s
Traffic sources
—
● Direct 93% · ● Referral 7%
—
● Direct 79% · ● Referral 21%
DebuggAITestDriverGhosteyeTAMI Studio by UI-licious
010.8K21.7K32.5K43.4KDebuggAI · 2.8KDebuggAI · 4.7KDebuggAI · 4KDebuggAI · 10.3KDebuggAI · 3.9KDebuggAI · 3KDebuggAI · 2.6KDebuggAI · 940DebuggAI · 1.6KTestDriver · 12.4KTestDriver · 13.1KTestDriver · 12.6KTestDriver · 8.1KTestDriver · 6.5KTestDriver · 4.2KTestDriver · 4.7KTestDriver · 6.5KTestDriver · 17.3KTestDriver · 23.2KGhosteye · 2.8KGhosteye · 1.9KGhosteye · 714Ghosteye · 2.1KGhosteye · 231Ghosteye · 1.1KTAMI Studio by UI-licious · 19.7KTAMI Studio by UI-licious · 43.4KTAMI Studio by UI-licious · 30.4KTAMI Studio by UI-licious · 29.1KTAMI Studio by UI-licious · 18.2KTAMI Studio by UI-licious · 22.8KTAMI Studio by UI-licious · 22.3KTAMI Studio by UI-licious · 22.5K1001K10K100KDebuggAI · 2.8KDebuggAI · 4.7KDebuggAI · 4KDebuggAI · 10.3KDebuggAI · 3.9KDebuggAI · 3KDebuggAI · 2.6KDebuggAI · 940DebuggAI · 1.6KTestDriver · 12.4KTestDriver · 13.1KTestDriver · 12.6KTestDriver · 8.1KTestDriver · 6.5KTestDriver · 4.2KTestDriver · 4.7KTestDriver · 6.5KTestDriver · 17.3KTestDriver · 23.2KGhosteye · 2.8KGhosteye · 1.9KGhosteye · 714Ghosteye · 2.1KGhosteye · 231Ghosteye · 1.1KTAMI Studio by UI-licious · 19.7KTAMI Studio by UI-licious · 43.4KTAMI Studio by UI-licious · 30.4KTAMI Studio by UI-licious · 29.1KTAMI Studio by UI-licious · 18.2KTAMI Studio by UI-licious · 22.8KTAMI Studio by UI-licious · 22.3KTAMI Studio by UI-licious · 22.5KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Freemium
Starting price
$20per month · free tier available
$20per month
—
$12per month · free tier available
Free tier
–
–
Free trial
–
API access
–
–
–
–
Plans
Free FreePro $20/moGrow $40/moEnterprise Custom/mo
Pro $20/moPlus Usage $0.14Enterprise Custom
Custom Quote Custom
Free FreePersonal $12/moBusiness $120/mo
Capabilities input → output
Input
CodeWeb pages
Code
Data
ImagesTextVideo
Output
DataVideo
Code
AudioDataText
CodeText
Skill level
Intermediate
Intermediate
Advanced
Advanced
Categories
Development & CodeAI Testing
Development & CodeAI Code ReviewAI Testing
Development & CodeAI Testing
Development & CodeAI Testing
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
10
8
7
8
Test automation
–
Testing
–
UI testing
–
Test creation
–
Browser testing
–
–
GitHub pull requests
–
–
Bug reports
–
–
–
Cybersecurity simulation
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–
–
Cybersecurity training
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–
–
It security training
–
–
–
Phishing training
–
–
–
Test cases
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–
–
Website testing
–
–
–
Code reviews
–
–
–
Cybersecurity
–
–
–
Cybersecurity education
–
–
–
GitHub automation
–
–
–
Qa-check
–
–
–
Test generation
–
–
–
Vision testing
–
–
–
Code testing
–
–
–
Debugging
–
–
–
Scam detection education
–
–
–
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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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.