Lambda vs Qodo (Formerly Codium) vs Beam vs Modal

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

Your tool
Lambda
vs
Competitor 1
Qodo (Formerly Codium)
Competitor 2
Beam
Competitor 3
Modal
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.
Remove
Competitor Qodo (Formerly Codium)
qodo.ai
Qodo's Rules System lets you define coding standards once—then those standards evolve alongside your codebase
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
Competitor Modal
modal.com
Run AI code without infrastructure
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
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276.5Kvisits/mo
—
972.8Kvisits/mo
MoM change
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▲ 9.3%
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▲ 5.7%
6-month growth
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-29.0%
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+13.6%
Global rank web
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#170,528
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#43,856
Avg. last 3 months
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268.7K
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960K
Bounce rate lower is better
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41%
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37%
Pages / visit
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2.4
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6.6
Visit duration
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49s
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5m 31s
Traffic sources
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● Direct 85% · ● Referral 11%
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● Direct 94% · ● Referral 5%
LambdaQodo (Formerly Codium)BeamModal
0291.9K583.7K875.6K1.2MQodo (Formerly Codium) · 615.8KQodo (Formerly Codium) · 609.3KQodo (Formerly Codium) · 596.7KQodo (Formerly Codium) · 389.5KQodo (Formerly Codium) · 422.6KQodo (Formerly Codium) · 409.8KQodo (Formerly Codium) · 276.6KQodo (Formerly Codium) · 253KQodo (Formerly Codium) · 276.5KModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8K100K1M10MQodo (Formerly Codium) · 615.8KQodo (Formerly Codium) · 609.3KQodo (Formerly Codium) · 596.7KQodo (Formerly Codium) · 389.5KQodo (Formerly Codium) · 422.6KQodo (Formerly Codium) · 409.8KQodo (Formerly Codium) · 276.6KQodo (Formerly Codium) · 253KQodo (Formerly Codium) · 276.5KModal · 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
Freemium
Starting price
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$30per month
$89per month · free tier available
$250per month · free tier available
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 CustomPro Team $30/moEnterprise Custom
Developer FreeTeam $89/moGrowth Custom
Starter FreeTeam $250/moEnterprise Custom
Capabilities input → output
Input
CodeData
Code
Code
Code
Output
Apps
CodeText
Apps
Apps
Skill level
Advanced
Intermediate
Advanced
Advanced
Categories
Development & CodeAI Developer Tools
Development & CodeAI Code ReviewAI Coding AssistantAI Testing
Development & CodeAI APIAI Developer Tools
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
3
10
6
6
GPU infrastructure
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Developer tools
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APIs
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Cloud infrastructure
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Code reviews
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Testing
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Cloud computing
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Code quality
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Code testing
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Coding
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GitHub pull requests
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Inference
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Test cases
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Test creation
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Unit tests
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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
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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.