Surge AI vs Unitlab Annotate vs LabelGPT vs Unsloth AI

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

Your tool
Surge AI
vs
Competitor 1
Unitlab Annotate
Competitor 2
LabelGPT
Competitor 3
Unsloth AI
Compare
4 tools · best value per row highlighted
Your tool Surge AI
surgehq.ai
Surge AI positions itself as a source of human intelligence for training advanced AI.
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Competitor Unitlab Annotate
unitlab.ai
Make main Remove
Competitor LabelGPT
labellerr.com
Make main Remove
Competitor Unsloth AI
unsloth.ai
A machine learning engineer needs to fine-tune Llama 3 on a single NVIDIA T4 GPU but keeps hitting out-of-memory errors
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
—
7.2Kvisits/mo
135.3Kvisits/mo
1.5Mvisits/mo
MoM change
—
▲ 76.6%
▼ 22.5%
▲ 47.7%
6-month growth
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+37.1%
+18.2%
+22.2%
Global rank web
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#2,769,635
#335,350
#57,929
Avg. last 3 months
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5.1K
139.9K
1.3M
Bounce rate lower is better
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62%
43%
48%
Pages / visit
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1.1
1.8
2.4
Visit duration
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1m 41s
25s
1m 53s
Traffic sources
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—
● Direct 70% · ● Referral 29%
● Direct 62% · ● Referral 38%
Surge AIUnitlab AnnotateLabelGPTUnsloth AI
0392.3K784.5K1.2M1.6MUnitlab Annotate · 6.4KUnitlab Annotate · 5.3KUnitlab Annotate · 4.3KUnitlab Annotate · 4.1KUnitlab Annotate · 4.1KUnitlab Annotate · 4.1KUnitlab Annotate · 7.2KLabelGPT · 125.4KLabelGPT · 150.9KLabelGPT · 138.9KLabelGPT · 114.4KLabelGPT · 117KLabelGPT · 121.8KLabelGPT · 109.7KLabelGPT · 174.6KLabelGPT · 135.3KUnsloth AI · 517KUnsloth AI · 574.8KUnsloth AI · 698.3KUnsloth AI · 1.3MUnsloth AI · 1.6MUnsloth AI · 1.1MUnsloth AI · 1.2MUnsloth AI · 1MUnsloth AI · 1.5M1K10K100K1M10MUnitlab Annotate · 6.4KUnitlab Annotate · 5.3KUnitlab Annotate · 4.3KUnitlab Annotate · 4.1KUnitlab Annotate · 4.1KUnitlab Annotate · 4.1KUnitlab Annotate · 7.2KLabelGPT · 125.4KLabelGPT · 150.9KLabelGPT · 138.9KLabelGPT · 114.4KLabelGPT · 117KLabelGPT · 121.8KLabelGPT · 109.7KLabelGPT · 174.6KLabelGPT · 135.3KUnsloth AI · 517KUnsloth AI · 574.8KUnsloth AI · 698.3KUnsloth AI · 1.3MUnsloth AI · 1.6MUnsloth AI · 1.1MUnsloth AI · 1.2MUnsloth AI · 1MUnsloth AI · 1.5MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
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Freemium
Freemium
Free
Starting price
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$89per month · free tier available
$9,999per month · free tier available
Free
Free tier
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Free trial
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API access
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–
–
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Plans
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Free FreeActive $99/moPro $195/mo
Researcher Plan FreePro Plan $9,999/yrEnterprise $0
Free FreePro Contact for pricingEnterprise Contact for pricing
Capabilities input → output
Input
Data
AudioVideoTextImagesDocuments
TextImages
TextImagesData
Output
Data
Data
Data
VideoTextImages
Skill level
Advanced
Advanced
Intermediate
Advanced
Categories
Development & CodeAI Developer Tools
Development & CodeAI Developer Tools
Development & CodeAI Developer Tools
Development & CodeAI Developer ToolsOpen Source AI Models
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
4
7
3
3
Data labeling
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Image annotation
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Image segmentation
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LLM development
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Fine-Tuning
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–
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Developer tools
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–
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Object identification
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–
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Benchmarks
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–
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Data quality control
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–
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Generative AI evaluation
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–
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OCR
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–
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Video analysis
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–
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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
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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.