Lambda vs Shotstack vs Muapi vs Hal

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
Muapi
Competitor 3
Hal
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 Muapi
muapi.ai
MuAPI consolidates access to over 500 AI models for image, video, and audio generation through a single API endpoint, eliminating the need to manage separate integrations with dozens of providers
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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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Traffic estimated monthly website traffic
Monthly visits
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318.3Kvisits/mo
3.4Kvisits/mo
MoM change
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▼ 10.9%
6-month growth
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+60.6%
Global rank web
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#6,156,551
Avg. last 3 months
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318.3K
3.9K
Bounce rate lower is better
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39%
Pages / visit
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1.1
Visit duration
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Traffic sources
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LambdaShotstackMuapiHal
079.6K159.2K238.7K318.3KMuapi · 318.3KHal · 934Hal · 2.1KHal · 1.3KHal · 2.1KHal · 6.4KHal · 6.9KHal · 4.5KHal · 3.8KHal · 3.4K1001K10K100K1MMuapi · 318.3KHal · 934Hal · 2.1KHal · 1.3KHal · 2.1KHal · 6.4KHal · 6.9KHal · 4.5KHal · 3.8KHal · 3.4KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Paid
Freemium
Paid
Freemium
Starting price
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$39per month
$10per month
$2,000per month
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
Suno - Create Music $0.09Qwen Image $0.03LTX-2 Video $0.30
Startups $2,000/mo
Capabilities input → output
Input
CodeData
CodeImagesVideo
ImagesText
CodeText
Output
Apps
Video
AudioImagesVideo
Apps
Skill level
Advanced
Advanced
Advanced
Intermediate
Categories
Development & CodeAI Developer Tools
Development & CodeVideo EditingAI APIAI Developer Tools+1 more
Development & CodeAI API
Development & CodeAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
2
4
6
4
APIs
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Developer tools
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Video generation
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Chatbot building
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Chatbots
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GPU infrastructure
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Video editing
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Document chat
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Image generation
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3D models
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LLM development
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Music creation
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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
0
0
0
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.