Lambda vs StartKit vs Shotstack vs Modal

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

Your tool
Lambda
vs
Competitor 1
StartKit
Competitor 2
Shotstack
Competitor 3
Modal
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 StartKit
startkit.ai
StartKit hands you the entire backend so you can ship your product faster
Make main Remove
Competitor Shotstack
shotstack.io
Shotstack is a cloud video editing API that turns data and templates into rendered videos.
Make main Remove
Competitor Modal
modal.com
Run AI code without infrastructure
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
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1.3Kvisits/mo
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972.8Kvisits/mo
MoM change
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▲ 79.8%
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▲ 5.7%
6-month growth
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-36.9%
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+13.6%
Global rank web
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#43,856
Avg. last 3 months
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756
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960K
Bounce rate lower is better
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38%
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37%
Pages / visit
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1.0
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6.6
Visit duration
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5m 31s
Traffic sources
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● Direct 94% · ● Referral 5%
LambdaStartKitShotstackModal
0291.9K583.7K875.6K1.2MStartKit · 1.6KStartKit · 1.4KStartKit · 2.2KStartKit · 2KStartKit · 1.6KStartKit · 181StartKit · 300StartKit · 704StartKit · 1.3KModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8K1001K10K100K1M10MStartKit · 1.6KStartKit · 1.4KStartKit · 2.2KStartKit · 2KStartKit · 1.6KStartKit · 181StartKit · 300StartKit · 704StartKit · 1.3KModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Paid
Freemium
Freemium
Freemium
Starting price
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$149per month
$39per month
$250per 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
Starter $149Growth $249Concierge $0
Pay as you go $10Starter $39/moPro $99/moScale $199/mo+1 more
Starter FreeTeam $250/moEnterprise Custom
Capabilities input → output
Input
CodeData
Text
CodeImagesVideo
Code
Output
Apps
Code
Video
Apps
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI Developer Tools
Development & CodeAI Developer Tools
Development & CodeVideo EditingAI APIAI Developer Tools+1 more
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
3
8
5
6
Developer tools
GPU infrastructure
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APIs
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Development
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Video editing
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Backend development
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Inference
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Personalized videos
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Video generation
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Coding
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Frontend development
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LLM development
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Model training
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Payments
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Performance optimization
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SaaS product launches
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
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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.