Beam vs Augment Code vs Hal vs Lambda

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

Your tool
Beam
vs
Competitor 1
Augment Code
Competitor 2
Hal
Competitor 3
Lambda
Compare
4 tools · best value per row highlighted
Your tool 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.
Competitor Augment Code
augmentcode.com
Augment Code is an agentic software development company whose Cosmos platform runs software agents across the development lifecycle.
Competitor Hal
hal9.com
Hal9 is a powerful platform for quickly building and deploying fully customizable AI chatbots, powered by your data with complete privacy. In just under 5 minutes, you can create a tailored chatbot t
Competitor Lambda
lambda.ai
Lambda is a GPU cloud built for training and serving AI models.
Traffic estimated monthly website traffic
Monthly visits
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3.4Kvisits/mo
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MoM change
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▼ 10.9%
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6-month growth
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+60.6%
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Global rank web
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#6,156,551
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Avg. last 3 months
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3.9K
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Bounce rate lower is better
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39%
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Pages / visit
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1.1
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Visit duration
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Traffic sources
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BeamAugment CodeHalLambda
01.7K3.5K5.2K6.9KHal · 934Hal · 2.1KHal · 1.3KHal · 2.1KHal · 6.4KHal · 6.9KHal · 4.5KHal · 3.8KHal · 3.4K1001K10KHal · 934Hal · 2.1KHal · 1.3KHal · 2.1KHal · 6.4KHal · 6.9KHal · 4.5KHal · 3.8KHal · 3.4KNov '25DecJan '26FebMarAprMayJunJul
Pricing
Model
Freemium
Paid
Freemium
Paid
Starting price
$89per month · free tier available
$20per month
$2,000per month
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Free tier
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Free trial
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API access
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Plans
Developer FreeTeam $89/moGrowth Custom
Standard $20/moBusiness $100/moEnterprise Custom
Startups $2,000/mo
On-demand instances (8x GPU) CustomOn-demand instances (1x GPU) Custom1-Click Clusters CustomReserved / Superclusters Custom
Capabilities input → output
Input
Code
CodeText
CodeText
CodeData
Output
Apps
Code
Apps
Apps
Skill level
Advanced
Advanced
Intermediate
Advanced
Categories
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
6
6
4
3
GPU infrastructure
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APIs
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Developer tools
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Chatbot building
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Chatbots
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Cloud infrastructure
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Code reviews
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Coding
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Agents
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Cloud computing
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Document chat
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Testing
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Agent creation
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Code testing
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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
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Saves
0
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0
Reviews
0
0
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0
Prompts
0
0
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.