Lambda vs CometAPI vs Modal vs Google Colab

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

Your tool
Lambda
vs
Competitor 1
CometAPI
Competitor 2
Modal
Competitor 3
Google Colab
Compare
4 tools · best value per row highlighted
Your tool Lambda
lambda.ai
Lambda is a GPU cloud built for training and serving AI models.
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Competitor CometAPI
cometapi.com
CometAPI functions as an aggregation layer that sits between your application and hundreds of AI model providers
Make main Remove
Competitor Modal
modal.com
Run AI code without infrastructure
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Competitor Google Colab
colab.research.google.com
A data science student needs to train a neural network for her thesis but her laptop overheats after 20 minutes
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
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302.3Kvisits/mo
972.8Kvisits/mo
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MoM change
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▲ 9.9%
▲ 5.7%
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6-month growth
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-16.5%
+13.6%
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Global rank web
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#157,147
#43,856
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Avg. last 3 months
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295.7K
960K
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Bounce rate lower is better
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46%
37%
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Pages / visit
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2.9
6.6
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Visit duration
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38s
5m 31s
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Traffic sources
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● Direct 69% · ● Referral 30%
● Direct 94% · ● Referral 5%
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LambdaCometAPIModalGoogle Colab
0291.9K583.7K875.6K1.2MCometAPI · 834.4KCometAPI · 619.7KCometAPI · 437.2KCometAPI · 362.2KCometAPI · 355.5KCometAPI · 362.7KCometAPI · 309.5KCometAPI · 275.2KCometAPI · 302.3KModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8K100K1M10MCometAPI · 834.4KCometAPI · 619.7KCometAPI · 437.2KCometAPI · 362.2KCometAPI · 355.5KCometAPI · 362.7KCometAPI · 309.5KCometAPI · 275.2KCometAPI · 302.3KModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Paid
Freemium
Freemium
Free
Starting price
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$4per month · free tier available
$250per month · free tier available
Free
Free tier
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Free trial
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API access
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Plans
On-demand instances (8x GPU) CustomOn-demand instances (1x GPU) Custom1-Click Clusters CustomReserved / Superclusters Custom
Free Trial FreePay-as-you-go Custom/usage-basedEnterprise Custom/mo
Starter FreeTeam $250/moEnterprise Custom
Free FreeProFree Pro Plan for US College Students Free
Capabilities input → output
Input
CodeData
ImagesText
Code
CodeData
Output
Apps
ImagesTextVideo
Apps
CodeData
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI Developer Tools
Development & CodeAI API
Development & CodeAI APIAI Developer Tools
Development & CodeResearch & AnalyticsAI Developer ToolsAI For Data Analytics
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
3
6
6
8
Developer tools
GPU infrastructure
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APIs
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Model training
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Jupyter notebooks
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LLM gateway
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API integrations
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Coding
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Data science
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Inference
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Collaborative research
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Data analysis
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Development
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Image generation
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Performance optimization
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Video generation
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Community on aitoolstime
Rating
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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.