Beam vs Hal vs Lambda vs Modal

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

Your tool
Beam
vs
Competitor 1
Hal
Competitor 2
Lambda
Competitor 3
Modal
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.
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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
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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 Modal
modal.com
Run AI code without infrastructure
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Traffic estimated monthly website traffic
Monthly visits
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3.4Kvisits/mo
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972.8Kvisits/mo
MoM change
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▼ 10.9%
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▲ 5.7%
6-month growth
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+60.6%
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+13.6%
Global rank web
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#6,156,551
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#43,856
Avg. last 3 months
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3.9K
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960K
Bounce rate lower is better
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39%
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37%
Pages / visit
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1.1
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6.6
Visit duration
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5m 31s
Traffic sources
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● Direct 94% · ● Referral 5%
BeamHalLambdaModal
0291.9K583.7K875.6K1.2MHal · 934Hal · 2.1KHal · 1.3KHal · 2.1KHal · 6.4KHal · 6.9KHal · 4.5KHal · 3.8KHal · 3.4KModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8K1001K10K100K1M10MHal · 934Hal · 2.1KHal · 1.3KHal · 2.1KHal · 6.4KHal · 6.9KHal · 4.5KHal · 3.8KHal · 3.4KModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Paid
Freemium
Starting price
$89per month · free tier available
$2,000per month
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$250per month · free tier available
Free tier
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Free trial
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API access
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Plans
Developer FreeTeam $89/moGrowth Custom
Startups $2,000/mo
On-demand instances (8x GPU) CustomOn-demand instances (1x GPU) Custom1-Click Clusters CustomReserved / Superclusters Custom
Starter FreeTeam $250/moEnterprise Custom
Capabilities input → output
Input
Code
CodeText
CodeData
Code
Output
Apps
Apps
Apps
Apps
Skill level
Advanced
Intermediate
Advanced
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeAI Developer Tools
Development & CodeAI Developer Tools
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
6
4
3
6
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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Cloud computing
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Document chat
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Inference
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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.