Lambda vs CodeViz vs CoreWeave vs Modal

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

Your tool
Lambda
vs
Competitor 1
CodeViz
Competitor 2
CoreWeave
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.
Competitor CodeViz
codeviz.ai
The free tier caps you at five diagrams monthly and one repository
Competitor CoreWeave
coreweave.com
CoreWeave is a cloud built specifically for AI workloads, offering GPU and CPU compute, storage, networking, managed services and bare metal servers on NVIDIA hardware.
Competitor Modal
modal.com
Run AI code without infrastructure
Traffic estimated monthly website traffic
Monthly visits
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3.4Kvisits/mo
—
972.8Kvisits/mo
MoM change
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▼ 44.8%
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▲ 5.7%
6-month growth
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+35.5%
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+13.6%
Global rank web
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#4,939,424
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#43,856
Avg. last 3 months
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4.1K
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960K
Bounce rate lower is better
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35%
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37%
Pages / visit
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1.8
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6.6
Visit duration
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16s
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5m 31s
Traffic sources
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—
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● Direct 94% · ● Referral 5%
LambdaCodeVizCoreWeaveModal
0291.9K583.7K875.6K1.2MCodeViz · 4.2KCodeViz · 6.4KCodeViz · 2.7KCodeViz · 2.5KCodeViz · 6.3KCodeViz · 3.3KCodeViz · 2.5KCodeViz · 6.2KCodeViz · 3.4KModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8K1K10K100K1M10MCodeViz · 4.2KCodeViz · 6.4KCodeViz · 2.7KCodeViz · 2.5KCodeViz · 6.3KCodeViz · 3.3KCodeViz · 2.5KCodeViz · 6.2KCodeViz · 3.4KModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Paid
Freemium
Paid
Freemium
Starting price
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$19per month · free tier available
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$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
Free FreePro $19/moTeams $50/moCustom $0
On-Demand GPU (e.g. HGX H100 8x) $49.24Spot GPU CustomCPU instances CustomStorage & networking Custom
Starter FreeTeam $250/moEnterprise Custom
Capabilities input → output
Input
CodeData
CodeText
CodeData
Code
Output
Apps
Images
Apps
Apps
Skill level
Advanced
Intermediate
Advanced
Advanced
Categories
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
3
8
3
6
GPU infrastructure
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Developer tools
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Architectural diagramming
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Code diagramming
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Code visualization
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Diagrams
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Cloud computing
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Cloud infrastructure
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Code documentation
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Diagram assistance
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Inference
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APIs
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Code reviews
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Development
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Model training
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Onboarding tutorials
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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
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▲ 0
▲ 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.