Modal vs Lambda vs Augment Code vs Cerebrium

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

Your tool
Modal
vs
Competitor 1
Lambda
Competitor 2
Augment Code
Competitor 3
Cerebrium
Compare
4 tools · best value per row highlighted
Your tool Modal
modal.com
Run AI code without infrastructure
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Competitor Lambda
lambda.ai
Lambda is a GPU cloud built for training and serving AI models.
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Competitor Augment Code
augmentcode.com
Augment Code is an agentic software development company whose Cosmos platform runs software agents across the development lifecycle.
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Competitor Cerebrium
cerebrium.ai
Cerebrium is a serverless GPU platform for running AI workloads in production.
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Traffic estimated monthly website traffic
Monthly visits
972.8Kvisits/mo
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MoM change
▲ 5.7%
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6-month growth
+13.6%
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Global rank web
#43,856
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Avg. last 3 months
960K
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Bounce rate lower is better
37%
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Pages / visit
6.6
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Visit duration
5m 31s
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Traffic sources
● Direct 94% · ● Referral 5%
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ModalLambdaAugment CodeCerebrium
0291.9K583.7K875.6K1.2MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8K100K1M10MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Paid
Paid
Freemium
Starting price
$250per month · free tier available
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$20per month
$100per month · free tier available
Free tier
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Free trial
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API access
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Plans
Starter FreeTeam $250/moEnterprise Custom
On-demand instances (8x GPU) CustomOn-demand instances (1x GPU) Custom1-Click Clusters CustomReserved / Superclusters Custom
Standard $20/moBusiness $100/moEnterprise Custom
Hobby FreeStandard $100/moEnterprise Custom
Capabilities input → output
Input
Code
CodeData
CodeText
Code
Output
Apps
Apps
Code
Apps
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeAI Developer Tools
Development & CodeProductivity & OfficeAI AgentAI Code Review+2 more
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
6
3
6
4
GPU infrastructure
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Developer tools
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APIs
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Code reviews
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Coding
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Agents
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Inference
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Testing
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Agent creation
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Code testing
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Development
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LLM development
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Model training
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Performance optimization
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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
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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.