Modal vs Kilo Code 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
Kilo Code
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 Kilo Code
kilocode.ai
Kilo Code is an open source AI agent Visual Studio (VS) Code extension that focuses on enhancing the efficiency of coding. The tool can generate code, automate tasks, and offer practical suggestions.
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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 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.
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Traffic estimated monthly website traffic
Monthly visits
972.8Kvisits/mo
1.9Kvisits/mo
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MoM change
▲ 5.7%
▼ 42.3%
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6-month growth
+13.6%
-94.4%
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Global rank web
#43,856
#4,668,091
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Avg. last 3 months
960K
10.5K
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Bounce rate lower is better
37%
34%
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Pages / visit
6.6
2.4
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Visit duration
5m 31s
19s
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Traffic sources
● Direct 94% · ● Referral 5%
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ModalKilo CodeLambdaBeam
0291.9K583.7K875.6K1.2MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KKilo Code · 744.7KKilo Code · 164KKilo Code · 48.6KKilo Code · 16KKilo Code · 33.5KKilo Code · 14.4KKilo Code · 10.5KKilo Code · 26.4KKilo Code · 3.2KKilo Code · 1.9K1K10K100K1M10MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KKilo Code · 744.7KKilo Code · 164KKilo Code · 48.6KKilo Code · 16KKilo Code · 33.5KKilo Code · 14.4KKilo Code · 10.5KKilo Code · 26.4KKilo Code · 3.2KKilo Code · 1.9KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Paid
Freemium
Starting price
$250per month · free tier available
$20per month · free tier available
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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
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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
CodeText
CodeData
Code
Output
Apps
Code
Apps
Apps
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeAI Coding Assistant
Development & CodeAI Developer Tools
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
6
5
3
6
GPU infrastructure
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Developer tools
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APIs
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Development
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Cloud infrastructure
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Coding
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Cloud computing
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Coding in VS Code
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Inference
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Code analysis
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Model training
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Performance optimization
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Virtual computing
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Vs code
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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
0
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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.