Unitlab Annotate vs LabelGPT vs LangChain 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
LabelGPT
Competitor 2
LangChain
Competitor 3
Surge AI
Compare
4 tools · best value per row highlighted
Your tool Unitlab Annotate
unitlab.ai
Remove
Competitor LabelGPT
labellerr.com
Make main Remove
Competitor LangChain
langchain.com
Framework for building with large language models
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
135.3Kvisits/mo
3.4Mvisits/mo
—
MoM change
▲ 76.6%
▼ 22.5%
▲ 0.7%
—
6-month growth
+37.1%
+18.2%
+21.0%
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Global rank web
#2,769,635
#335,350
#13,384
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Avg. last 3 months
5.1K
139.9K
3.3M
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Bounce rate lower is better
62%
43%
42%
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Pages / visit
1.1
1.8
6.2
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Visit duration
1m 41s
25s
5m 29s
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Traffic sources
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● Direct 70% · ● Referral 29%
● Direct 73% · ● Referral 24%
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Unitlab AnnotateLabelGPTLangChainSurge AI
0850.7K1.7M2.6M3.4MUnitlab 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 · 135.3KLangChain · 3MLangChain · 2.9MLangChain · 3.2MLangChain · 2.8MLangChain · 3.4MLangChain · 3.2MLangChain · 3.1MLangChain · 3.4MLangChain · 3.4M1K10K100K1M10MUnitlab 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 · 135.3KLangChain · 3MLangChain · 2.9MLangChain · 3.2MLangChain · 2.8MLangChain · 3.4MLangChain · 3.2MLangChain · 3.1MLangChain · 3.4MLangChain · 3.4MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
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Starting price
$89per month · free tier available
$9,999per month · free tier available
$39per 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
Researcher Plan FreePro Plan $9,999/yrEnterprise $0
Developer FreePlus $39/moEnterprise Custom/mo
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Capabilities input → output
Input
AudioDocumentsImagesTextVideo
ImagesText
CodeText
Data
Output
Data
Data
Apps
Data
Skill level
Advanced
Intermediate
Advanced
Advanced
Categories
Development & CodeAI Developer Tools
Development & CodeAI Developer Tools
Development & CodeProductivity & OfficeAI AgentAI Developer Tools
Development & CodeAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
7
3
6
4
Data labeling
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Image annotation
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Image segmentation
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LLM development
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Agent creation
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Agents
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–
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Developer tools
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–
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Development
–
–
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Object identification
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–
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Agent testing
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–
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Benchmarks
–
–
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Data quality control
–
–
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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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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 1
▲ 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.