Unitlab Annotate vs Anyscale vs Modal vs Surge AI

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

Your tool
Unitlab Annotate
vs
Competitor 1
Anyscale
Competitor 2
Modal
Competitor 3
Surge AI
Compare
4 tools · best value per row highlighted
Your tool Unitlab Annotate
unitlab.ai
Remove
Competitor Anyscale
anyscale.com
Scale AI effortlessly
Make main Remove
Competitor Modal
modal.com
Run AI code without infrastructure
Make main Remove
Competitor Surge AI
surgehq.ai
Surge AI positions itself as a source of human intelligence for training advanced AI.
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
7.2Kvisits/mo
79.1Kvisits/mo
972.8Kvisits/mo
—
MoM change
▲ 76.6%
▼ 25.4%
▲ 5.7%
—
6-month growth
+37.1%
-21.0%
+13.6%
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Global rank web
#2,769,635
#330,039
#43,856
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Avg. last 3 months
5.1K
90.4K
960K
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Bounce rate lower is better
62%
42%
37%
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Pages / visit
1.1
3.3
6.6
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Visit duration
1m 41s
1m 53s
5m 31s
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Traffic sources
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● Direct 81% · ● Referral 15%
● Direct 94% · ● Referral 5%
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Unitlab AnnotateAnyscaleModalSurge AI
0291.9K583.7K875.6K1.2MUnitlab Annotate · 6.4KUnitlab Annotate · 5.3KUnitlab Annotate · 4.3KUnitlab Annotate · 4.1KUnitlab Annotate · 4.1KUnitlab Annotate · 4.1KUnitlab Annotate · 7.2KAnyscale · 98.7KAnyscale · 93.3KAnyscale · 86.3KAnyscale · 89.2KAnyscale · 100.1KAnyscale · 67.9KAnyscale · 72KAnyscale · 86KAnyscale · 106.1KAnyscale · 79.1KModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8K1K10K100K1M10MUnitlab Annotate · 6.4KUnitlab Annotate · 5.3KUnitlab Annotate · 4.3KUnitlab Annotate · 4.1KUnitlab Annotate · 4.1KUnitlab Annotate · 4.1KUnitlab Annotate · 7.2KAnyscale · 98.7KAnyscale · 93.3KAnyscale · 86.3KAnyscale · 89.2KAnyscale · 100.1KAnyscale · 67.9KAnyscale · 72KAnyscale · 86KAnyscale · 106.1KAnyscale · 79.1KModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
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Starting price
$89per month · free tier available
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$250per month · free tier available
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Free tier
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Free trial
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API access
–
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Plans
Free FreeActive $99/moPro $195/mo
Free Trial FreePay-as-you-go Custom/moCommitted Custom/mo
Starter FreeTeam $250/moEnterprise Custom
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Capabilities input → output
Input
AudioDocumentsImagesTextVideo
CodeData
Code
Data
Output
Data
Data
Apps
Data
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI Developer Tools
Development & CodeAI APIAI Developer Tools
Development & CodeAI APIAI Developer Tools
Development & CodeAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
7
5
6
4
Data labeling
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GPU infrastructure
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Development
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LLM development
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Image annotation
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Model training
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Cloud computing
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Developer tools
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Image segmentation
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Inference
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Object identification
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APIs
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Benchmarks
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Data quality control
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Generative AI evaluation
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OCR
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Performance optimization
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Video analysis
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
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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.