Lambda vs DeepWiki vs Shotstack vs Hal

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

Your tool
Lambda
vs
Competitor 1
DeepWiki
Competitor 2
Shotstack
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 DeepWiki
deepwiki.com
DeepWiki scans repositories and builds indexes you can talk to
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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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Traffic estimated monthly website traffic
Monthly visits
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957.2Kvisits/mo
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3.4Kvisits/mo
MoM change
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▼ 2.5%
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▼ 10.9%
6-month growth
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-29.9%
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+60.6%
Global rank web
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#63,286
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#6,156,551
Avg. last 3 months
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998K
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3.9K
Bounce rate lower is better
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57%
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39%
Pages / visit
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2.3
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1.1
Visit duration
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2m 42s
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Traffic sources
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● Direct 80% · ● Referral 19%
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LambdaDeepWikiShotstackHal
0341.2K682.3K1M1.4MDeepWiki · 1.2MDeepWiki · 1.2MDeepWiki · 1.3MDeepWiki · 1.3MDeepWiki · 1.4MDeepWiki · 1.3MDeepWiki · 1.2MDeepWiki · 1.1MDeepWiki · 981.8KDeepWiki · 957.2KHal · 934Hal · 2.1KHal · 1.3KHal · 2.1KHal · 6.4KHal · 6.9KHal · 4.5KHal · 3.8KHal · 3.4K1001K10K100K1M10MDeepWiki · 1.2MDeepWiki · 1.2MDeepWiki · 1.3MDeepWiki · 1.3MDeepWiki · 1.4MDeepWiki · 1.3MDeepWiki · 1.2MDeepWiki · 1.1MDeepWiki · 981.8KDeepWiki · 957.2KHal · 934Hal · 2.1KHal · 1.3KHal · 2.1KHal · 6.4KHal · 6.9KHal · 4.5KHal · 3.8KHal · 3.4KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Paid
Free
Freemium
Freemium
Starting price
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Free
$39per 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
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Pay as you go $10Starter $39/moPro $99/moScale $199/mo+1 more
Startups $2,000/mo
Capabilities input → output
Input
CodeData
CodeWeb pages
CodeImagesVideo
CodeText
Output
Apps
Text
Video
Apps
Skill level
Advanced
Advanced
Advanced
Intermediate
Categories
Development & CodeAI Developer Tools
Development & CodeAI Developer Tools
Development & CodeVideo EditingAI APIAI Developer Tools+1 more
Development & CodeAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
3
4
5
4
Developer tools
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APIs
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Chatbot building
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Chatbots
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Codebase q a
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GPU infrastructure
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Video editing
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Code documentation
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Document chat
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GitHub
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Personalized videos
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Video generation
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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
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Saves
0
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Reviews
0
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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.