Lambda vs Shotstack vs Hal vs Phala Cloud

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

Your tool
Lambda
vs
Competitor 1
Shotstack
Competitor 2
Hal
Competitor 3
Phala Cloud
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.
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Competitor Shotstack
shotstack.io
Shotstack is a cloud video editing API that turns data and templates into rendered videos.
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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 Phala Cloud
cloud.phala.network
Over 5,000 users run confidential compute workloads here
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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%
▼ 21.5%
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%
0%
Pages / visit
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1.1
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Visit duration
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Traffic sources
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LambdaShotstackHalPhala Cloud
01.7K3.5K5.2K6.9KHal · 934Hal · 2.1KHal · 1.3KHal · 2.1KHal · 6.4KHal · 6.9KHal · 4.5KHal · 3.8KHal · 3.4KPhala Cloud · 2.7KPhala Cloud · 2.1K1001K10KHal · 934Hal · 2.1KHal · 1.3KHal · 2.1KHal · 6.4KHal · 6.9KHal · 4.5KHal · 3.8KHal · 3.4KPhala Cloud · 2.7KPhala Cloud · 2.1KNov '25DecJan '26FebMarAprMayJunJul
Pricing
Model
Paid
Freemium
Freemium
Freemium
Starting price
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$39per month
$2,000per month
$50.37per 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
Pay as you go $10Starter $39/moPro $99/moScale $199/mo+1 more
Startups $2,000/mo
Confidential VM $0.06/hourlyGPU TEE $3.80/hourly
Capabilities input → output
Input
CodeData
CodeImagesVideo
CodeText
CodeText
Output
Apps
Video
Apps
AppsText
Skill level
Advanced
Advanced
Intermediate
Advanced
Categories
Development & CodeAI Developer Tools
Development & CodeVideo EditingAI APIAI Developer Tools+1 more
Development & CodeAI Developer Tools
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
3
5
4
8
Developer tools
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GPU infrastructure
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APIs
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Chatbot building
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Chatbots
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Cloud security
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Video editing
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Cloud computing
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Cloud infrastructure
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Document chat
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Inference
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Personalized videos
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Video generation
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Cybersecurity
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Docker management
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Model training
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
▲ 1
Saves
0
0
0
0
Reviews
0
0
0
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.