Roboflow vs Unitlab Annotate vs Modal vs Ambient.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
Ambient.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
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Competitor Ambient.ai
ambient.ai
Ambient.ai is an agentic physical security platform that applies computer vision and an always-on reasoning layer to video so security teams can prevent incidents rather than only react to them.
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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 AnnotateModalAmbient.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
DataVideo
Output
AppsData
Data
Apps
Data
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeResearch & AnalyticsAI Developer ToolsAI Image Recognition+1 more
Development & CodeAI Developer Tools
Development & CodeAI APIAI Developer Tools
Research & AnalyticsAI Image Recognition
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
11
7
6
7
Data labeling
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Image annotation
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Image recognition
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Object identification
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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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Image AI
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Inference
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Monitoring
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Security
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APIs
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Agents
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Computer vision assistance
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Data quality control
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Development
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Events monitoring
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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
▲ 0
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Saves
0
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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.