Modal vs Codeaid vs Lambda vs Beam

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

Your tool
Modal
vs
Competitor 1
Codeaid
Competitor 2
Lambda
Competitor 3
Beam
Compare
4 tools · best value per row highlighted
Your tool Modal
modal.com
Run AI code without infrastructure
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Competitor Codeaid
codeaid.io
Codeaid runs coding assessments and technical interviews through an AI system that generates questions, evaluates code, and scores candidates across multiple dimensions
Make main Remove
Competitor Lambda
lambda.ai
Lambda is a GPU cloud built for training and serving AI models.
Make main Remove
Competitor Beam
beam.cloud
Beam is a cloud runtime for AI workloads that offers serverless GPUs, task queues and sandboxes through a Python, TypeScript and Go SDK.
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
972.8Kvisits/mo
3.3Kvisits/mo
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MoM change
▲ 5.7%
▲ 23.7%
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6-month growth
+13.6%
+3.4%
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Global rank web
#43,856
#6,050,844
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Avg. last 3 months
960K
3.2K
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Bounce rate lower is better
37%
36%
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Pages / visit
6.6
2.0
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Visit duration
5m 31s
20s
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Traffic sources
● Direct 94% · ● Referral 5%
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ModalCodeaidLambdaBeam
0291.9K583.7K875.6K1.2MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KCodeaid · 8.1KCodeaid · 2.4KCodeaid · 3.2KCodeaid · 3.4KCodeaid · 2.8KCodeaid · 3.7KCodeaid · 2.7KCodeaid · 3.3K1K10K100K1M10MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KCodeaid · 8.1KCodeaid · 2.4KCodeaid · 3.2KCodeaid · 3.4KCodeaid · 2.8KCodeaid · 3.7KCodeaid · 2.7KCodeaid · 3.3KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Paid
Freemium
Starting price
$250per month · free tier available
$129per month
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$89per 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
Team $129/moEnterprise Custom
On-demand instances (8x GPU) CustomOn-demand instances (1x GPU) Custom1-Click Clusters CustomReserved / Superclusters Custom
Developer FreeTeam $89/moGrowth Custom
Capabilities input → output
Input
Code
Code
CodeData
Code
Output
Apps
Data
Apps
Apps
Skill level
Advanced
Intermediate
Advanced
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Business & MarketingAI Recruiting
Development & CodeAI Developer Tools
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
6
9
3
6
GPU infrastructure
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Developer tools
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APIs
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Cloud infrastructure
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Coding assessments
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Recruiting
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Candidate screening
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Cloud computing
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Coding interviews
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Developer recruitment
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Engineering interviews
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Inference
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Interviewing
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Technical recruitment
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Code analysis
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Development
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Model training
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Performance optimization
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Virtual computing
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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
0
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0
Reviews
0
0
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0
Prompts
0
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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.