Roboflow vs Unitlab Annotate vs Modal vs Spot AI

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

Your tool
Roboflow
vs
Competitor 1
Unitlab Annotate
Competitor 2
Modal
Competitor 3
Spot AI
Compare
4 tools · best value per row highlighted
Your tool Roboflow
roboflow.com
Roboflow is a computer vision platform that turns images, videos and camera streams into structured data.
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Competitor Unitlab Annotate
unitlab.ai
Make main Remove
Competitor Modal
modal.com
Run AI code without infrastructure
Make main Remove
Competitor Spot AI
spot.ai
Spot AI turns cameras into AI teammates that watch video around the clock, reason about what they see and act on it.
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
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7.2Kvisits/mo
972.8Kvisits/mo
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MoM change
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▲ 76.6%
▲ 5.7%
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6-month growth
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+37.1%
+13.6%
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Global rank web
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#2,769,635
#43,856
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Avg. last 3 months
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5.1K
960K
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Bounce rate lower is better
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62%
37%
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Pages / visit
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1.1
6.6
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Visit duration
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1m 41s
5m 31s
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Traffic sources
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● Direct 94% · ● Referral 5%
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RoboflowUnitlab AnnotateModalSpot 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 · 7.2KModal · 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 · 7.2KModal · 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
$39per month · free tier available
$89per month · free tier available
$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 Tier FreeCore $39/moEnterprise Custom
Free FreeActive $99/moPro $195/mo
Starter FreeTeam $250/moEnterprise Custom
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Capabilities input → output
Input
ImagesVideo
AudioDocumentsImagesTextVideo
Code
Video
Output
AppsData
Data
Apps
DataText
Skill level
Advanced
Advanced
Advanced
Intermediate
Categories
Development & CodeResearch & AnalyticsAI Developer ToolsAI Image Recognition+1 more
Development & CodeAI Developer Tools
Development & CodeAI APIAI Developer Tools
Productivity & OfficeResearch & AnalyticsAI Image RecognitionAI Monitor
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
11
7
6
7
Object identification
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Data labeling
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Image annotation
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Image recognition
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Image segmentation
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Developer tools
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Image analysis
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GPU infrastructure
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Model training
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Security monitoring
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Agents
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Events monitoring
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Image AI
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Inference
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Monitoring
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APIs
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Computer vision assistance
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Data quality control
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Development
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OCR
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Performance optimization
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Video analysis
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Workflows
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
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Saves
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Reviews
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Prompts
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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.