Lambda vs Fine vs Qodo (Formerly Codium) vs Vast.ai

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

Your tool
Lambda
vs
Competitor 1
Fine
Competitor 2
Qodo (Formerly Codium)
Competitor 3
Vast.ai
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.
Remove
Competitor Fine
fine.dev
Issues become pull requests
Make main Remove
Competitor Qodo (Formerly Codium)
qodo.ai
Qodo's Rules System lets you define coding standards once—then those standards evolve alongside your codebase
Make main Remove
Competitor Vast.ai
vast.ai
Vast.ai is a GPU rental marketplace where developers and AI teams rent compute for training, fine-tuning, inference and rendering.
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
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276.5Kvisits/mo
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MoM change
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▼ 40.6%
▲ 9.3%
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6-month growth
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-98.3%
-29.0%
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Global rank web
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#170,528
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Avg. last 3 months
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269
268.7K
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Bounce rate lower is better
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0%
41%
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Pages / visit
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2.4
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Visit duration
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49s
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Traffic sources
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● Direct 85% · ● Referral 11%
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LambdaFineQodo (Formerly Codium)Vast.ai
0154K307.9K461.9K615.8KFine · 17.3KFine · 17.7KFine · 19.5KFine · 11.9KFine · 1.7KFine · 507Fine · 301Qodo (Formerly Codium) · 615.8KQodo (Formerly Codium) · 609.3KQodo (Formerly Codium) · 596.7KQodo (Formerly Codium) · 389.5KQodo (Formerly Codium) · 422.6KQodo (Formerly Codium) · 409.8KQodo (Formerly Codium) · 276.6KQodo (Formerly Codium) · 253KQodo (Formerly Codium) · 276.5K1001K10K100K1MFine · 17.3KFine · 17.7KFine · 19.5KFine · 11.9KFine · 1.7KFine · 507Fine · 301Qodo (Formerly Codium) · 615.8KQodo (Formerly Codium) · 609.3KQodo (Formerly Codium) · 596.7KQodo (Formerly Codium) · 389.5KQodo (Formerly Codium) · 422.6KQodo (Formerly Codium) · 409.8KQodo (Formerly Codium) · 276.6KQodo (Formerly Codium) · 253KQodo (Formerly Codium) · 276.5KNov '25DecJan '26FebMarAprMayJunJul
Pricing
Model
Paid
Freemium
Freemium
Paid
Starting price
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Free tier
$30per month
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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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Free Trial CustomPro Team $30/moEnterprise Custom
On-Demand GPU CustomInterruptible CustomReserved CustomSandbox $0.32/hour
Capabilities input → output
Input
CodeData
CodeText
Code
Code
Output
Apps
Code
CodeText
Apps
Skill level
Advanced
Advanced
Intermediate
Advanced
Categories
Development & CodeAI Developer Tools
Development & CodeProductivity & OfficeAI AgentAI Coding Assistant
Development & CodeAI Code ReviewAI Coding AssistantAI Testing
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
3
7
10
6
GPU infrastructure
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Coding
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GitHub pull requests
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Developer tools
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Model training
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Agents
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Code reviews
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Testing
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Cloud computing
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Cloud infrastructure
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Code quality
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Code testing
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GitHub automation
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Test cases
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Test creation
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Unit tests
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APIs
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Code analysis
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Development
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GitHub management
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Modernization
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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
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Reviews
0
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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.