Lambda vs Defapi vs Cerebrium vs Modal

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

Your tool
Lambda
vs
Competitor 1
DDefapi
Competitor 2
Cerebrium
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 DDefapi
defapi.org
You know how managing multiple AI provider integrations usually means maintaining separate codebases for each vendor
Make main Remove
Competitor Cerebrium
cerebrium.ai
Cerebrium is a serverless GPU platform for running AI workloads in production.
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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2.4Kvisits/mo
—
972.8Kvisits/mo
MoM change
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▼ 42.6%
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▲ 5.7%
6-month growth
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-86.2%
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+13.6%
Global rank web
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#4,650,820
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#43,856
Avg. last 3 months
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4.8K
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960K
Bounce rate lower is better
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36%
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37%
Pages / visit
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1.4
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6.6
Visit duration
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7s
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5m 31s
Traffic sources
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—
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● Direct 94% · ● Referral 5%
LambdaDefapiCerebriumModal
0291.9K583.7K875.6K1.2MDefapi · 11.1KDefapi · 13KDefapi · 12.4KDefapi · 17.7KDefapi · 9.4KDefapi · 6.2KDefapi · 7.6KDefapi · 4.2KDefapi · 2.4KModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8K1K10K100K1M10MDefapi · 11.1KDefapi · 13KDefapi · 12.4KDefapi · 17.7KDefapi · 9.4KDefapi · 6.2KDefapi · 7.6KDefapi · 4.2KDefapi · 2.4KModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Paid
Paid
Freemium
Freemium
Starting price
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$100per month · free tier available
$250per month · free tier available
Free tier
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Free trial
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–
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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
Gemini 3.1 Pro Preview $1/$6/per requestClaude Sonnet 4.6 $1.5/$7.5/per requestClaude Opus 4.6 $2.5/$12.5/per requestSora 2 Stable $0.175+/per request+2 more
Hobby FreeStandard $100/moEnterprise Custom
Starter FreeTeam $250/moEnterprise Custom
Capabilities input → output
Input
CodeData
AudioImagesText
Code
Code
Output
Apps
AudioImagesText
Apps
Apps
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI Developer Tools
Development & CodeAI API
Development & CodeAI APIAI Developer Tools
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
3
4
4
6
GPU infrastructure
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APIs
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Developer tools
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API integrations
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API management
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Inference
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API security
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Development
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LLM development
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Model training
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Performance optimization
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
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▲ 0
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.