Unitlab Annotate vs Defapi vs Shotstack vs LabelGPT

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

Your tool
Unitlab Annotate
vs
Competitor 1
DDefapi
Competitor 2
Shotstack
Competitor 3
LabelGPT
Compare
4 tools · best value per row highlighted
Your tool Unitlab Annotate
unitlab.ai
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Competitor DDefapi
defapi.org
You know how managing multiple AI provider integrations usually means maintaining separate codebases for each vendor
Make main Remove
Competitor Shotstack
shotstack.io
Shotstack is a cloud video editing API that turns data and templates into rendered videos.
Make main Remove
Competitor LabelGPT
labellerr.com
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
7.2Kvisits/mo
2.4Kvisits/mo
—
135.3Kvisits/mo
MoM change
▲ 76.6%
▼ 42.6%
—
▼ 22.5%
6-month growth
+37.1%
-86.2%
—
+18.2%
Global rank web
#2,769,635
#4,650,820
—
#335,350
Avg. last 3 months
5.1K
4.8K
—
139.9K
Bounce rate lower is better
62%
36%
—
43%
Pages / visit
1.1
1.4
—
1.8
Visit duration
1m 41s
7s
—
25s
Traffic sources
—
—
—
● Direct 70% · ● Referral 29%
Unitlab AnnotateDefapiShotstackLabelGPT
043.7K87.3K131K174.6KUnitlab Annotate · 6.4KUnitlab Annotate · 5.3KUnitlab Annotate · 4.3KUnitlab Annotate · 4.1KUnitlab Annotate · 4.1KUnitlab Annotate · 4.1KUnitlab Annotate · 7.2KDefapi · 11.1KDefapi · 13KDefapi · 12.4KDefapi · 17.7KDefapi · 9.4KDefapi · 6.2KDefapi · 7.6KDefapi · 4.2KDefapi · 2.4KLabelGPT · 125.4KLabelGPT · 150.9KLabelGPT · 138.9KLabelGPT · 114.4KLabelGPT · 117KLabelGPT · 121.8KLabelGPT · 109.7KLabelGPT · 174.6KLabelGPT · 135.3K1K10K100K1MUnitlab Annotate · 6.4KUnitlab Annotate · 5.3KUnitlab Annotate · 4.3KUnitlab Annotate · 4.1KUnitlab Annotate · 4.1KUnitlab Annotate · 4.1KUnitlab Annotate · 7.2KDefapi · 11.1KDefapi · 13KDefapi · 12.4KDefapi · 17.7KDefapi · 9.4KDefapi · 6.2KDefapi · 7.6KDefapi · 4.2KDefapi · 2.4KLabelGPT · 125.4KLabelGPT · 150.9KLabelGPT · 138.9KLabelGPT · 114.4KLabelGPT · 117KLabelGPT · 121.8KLabelGPT · 109.7KLabelGPT · 174.6KLabelGPT · 135.3KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Paid
Freemium
Freemium
Starting price
$89per month · free tier available
—
$39per month
$9,999per month · free tier available
Free tier
–
–
Free trial
–
–
–
API access
–
–
Plans
Free FreeActive $99/moPro $195/mo
Gemini 3.1 Pro Preview $1/$6/per requestClaude Sonnet 4.6 $1.5/$7.5/per requestClaude Opus 4.6 $2.5/$12.5/per requestSora 2 Stable $0.175+/per request+2 more
Pay as you go $10Starter $39/moPro $99/moScale $199/mo+1 more
Researcher Plan FreePro Plan $9,999/yrEnterprise $0
Capabilities input → output
Input
AudioVideoTextImagesDocuments
AudioImagesText
VideoImagesCode
ImagesText
Output
Data
TextAudioImages
Video
Data
Skill level
Advanced
Advanced
Advanced
Intermediate
Categories
Development & CodeAI Developer Tools
Development & CodeAI API
Development & CodeVideo EditingAI APIAI Developer Tools+1 more
Development & CodeAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
7
4
5
3
APIs
–
–
Data labeling
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Image annotation
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Image segmentation
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–
API integrations
–
–
–
Video editing
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–
–
API management
–
–
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Developer tools
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–
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Object identification
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–
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Personalized videos
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–
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Video generation
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–
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API security
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–
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Data quality control
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–
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OCR
–
–
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Video analysis
–
–
–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
▲ 1
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.