Lambda vs Muapi vs Codeaid 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
Muapi
Competitor 2
Codeaid
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 Muapi
muapi.ai
MuAPI consolidates access to over 500 AI models for image, video, and audio generation through a single API endpoint, eliminating the need to manage separate integrations with dozens of providers
Make main Remove
Competitor Codeaid
codeaid.io
Codeaid runs coding assessments and technical interviews through an AI system that generates questions, evaluates code, and scores candidates across multiple dimensions
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
—
318.3Kvisits/mo
3.3Kvisits/mo
—
MoM change
—
—
▲ 23.7%
—
6-month growth
—
—
+3.4%
—
Global rank web
—
—
#6,050,844
—
Avg. last 3 months
—
318.3K
3.2K
—
Bounce rate lower is better
—
—
36%
—
Pages / visit
—
—
2.0
—
Visit duration
—
—
20s
—
Traffic sources
—
—
—
—
LambdaMuapiCodeaidVast.ai
079.6K159.2K238.7K318.3KMuapi · 318.3KCodeaid · 8.1KCodeaid · 2.4KCodeaid · 3.2KCodeaid · 3.4KCodeaid · 2.8KCodeaid · 3.7KCodeaid · 2.7KCodeaid · 3.3K1K10K100K1MMuapi · 318.3KCodeaid · 8.1KCodeaid · 2.4KCodeaid · 3.2KCodeaid · 3.4KCodeaid · 2.8KCodeaid · 3.7KCodeaid · 2.7KCodeaid · 3.3KJan '26FebMarAprMayJunJulAug
Pricing
Model
Paid
Paid
Freemium
Paid
Starting price
—
$10per month
$129per month
—
Free tier
–
–
–
–
Free trial
–
–
–
API access
–
Plans
On-demand instances (8x GPU) CustomOn-demand instances (1x GPU) Custom1-Click Clusters CustomReserved / Superclusters Custom
Suno - Create Music $0.09Qwen Image $0.03LTX-2 Video $0.30
Team $129/moEnterprise Custom
On-Demand GPU CustomInterruptible CustomReserved CustomSandbox $0.32/hour
Capabilities input → output
Input
CodeData
ImagesText
Code
Code
Output
Apps
AudioImagesVideo
Data
Apps
Skill level
Advanced
Advanced
Intermediate
Advanced
Categories
Development & CodeAI Developer Tools
Development & CodeAI API
Business & MarketingAI Recruiting
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
3
6
9
6
Developer tools
–
GPU infrastructure
–
–
APIs
–
–
Model training
–
–
Coding assessments
–
–
–
Recruiting
–
–
–
Candidate screening
–
–
–
Cloud computing
–
–
–
Cloud infrastructure
–
–
–
Coding interviews
–
–
–
Developer recruitment
–
–
–
Engineering interviews
–
–
–
Image generation
–
–
–
Interviewing
–
–
–
Technical recruitment
–
–
–
Video generation
–
–
–
3D models
–
–
–
Code analysis
–
–
–
Music creation
–
–
–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
▲ 0
Saves
0
0
0
0
Reviews
0
0
0
0
Prompts
0
0
0
0
Verified listing
–
–
–
–

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.