Lambda vs Augment Code vs Hugging Face vs Beam

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

Your tool
Lambda
vs
Competitor 1
Augment Code
Competitor 2
Hugging Face
Competitor 3
Beam
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.
Competitor Augment Code
augmentcode.com
Augment Code is an agentic software development company whose Cosmos platform runs software agents across the development lifecycle.
Competitor Hugging Face
huggingface.co
The GitHub for machine learning
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.
Traffic estimated monthly website traffic
Monthly visits
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31.2Mvisits/mo
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MoM change
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▲ 10.7%
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6-month growth
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+18.4%
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Global rank web
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#1,410
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Avg. last 3 months
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28.8M
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Bounce rate lower is better
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42%
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Pages / visit
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6.3
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Visit duration
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5m 01s
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Traffic sources
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● Direct 81% · ● Referral 18%
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LambdaAugment CodeHugging FaceBeam
07.8M15.6M23.4M31.2MHugging Face · 21.9MHugging Face · 24MHugging Face · 24.9MHugging Face · 23.3MHugging Face · 26.4MHugging Face · 30.3MHugging Face · 27.4MHugging Face · 27.1MHugging Face · 28.2MHugging Face · 31.2M10M100MHugging Face · 21.9MHugging Face · 24MHugging Face · 24.9MHugging Face · 23.3MHugging Face · 26.4MHugging Face · 30.3MHugging Face · 27.4MHugging Face · 27.1MHugging Face · 28.2MHugging Face · 31.2MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Paid
Paid
Freemium
Freemium
Starting price
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$20per month
$9per month · free tier available
$89per 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
Standard $20/moBusiness $100/moEnterprise Custom
Free FreePro $9/moTeam $20/moStorage $8/mo+1 more
Developer FreeTeam $89/moGrowth Custom
Capabilities input → output
Input
DataCode
CodeText
ImagesVideoTextAudio
Code
Output
Apps
Code
VideoTextImagesAudio3D
Apps
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
3
6
6
6
Developer tools
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GPU infrastructure
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APIs
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Cloud infrastructure
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Code reviews
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Coding
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Large language models
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Models
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Agents
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Cloud computing
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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 training
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Model training
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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
▲ 0
▲ 2
▲ 0
Saves
0
0
1
0
Reviews
0
0
0
0
Prompts
0
0
0
0
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.