Modal vs Lambda vs Codeaid

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

Your tool
Modal
vs
Competitor 1
Lambda
Competitor 2
Codeaid
Competitor 3
Compare
3 tools · best value per row highlighted
Your tool Modal
modal.com
Run AI code without infrastructure
Competitor Lambda
lambda.ai
Lambda is a GPU cloud built for training and serving AI models.
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
Traffic estimated monthly website traffic
Monthly visits
972.8Kvisits/mo
—
3.3Kvisits/mo
MoM change
▲ 5.7%
—
▲ 23.7%
6-month growth
+13.6%
—
+3.4%
Global rank web
#43,856
—
#6,050,844
Avg. last 3 months
960K
—
3.2K
Bounce rate lower is better
37%
—
36%
Pages / visit
6.6
—
2.0
Visit duration
5m 31s
—
20s
Traffic sources
● Direct 94% · ● Referral 5%
—
—
ModalLambdaCodeaid
0291.9K583.7K875.6K1.2MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KCodeaid · 8.1KCodeaid · 2.4KCodeaid · 3.2KCodeaid · 3.4KCodeaid · 2.8KCodeaid · 3.7KCodeaid · 2.7KCodeaid · 3.3K1K10K100K1M10MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KCodeaid · 8.1KCodeaid · 2.4KCodeaid · 3.2KCodeaid · 3.4KCodeaid · 2.8KCodeaid · 3.7KCodeaid · 2.7KCodeaid · 3.3KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Paid
Freemium
Starting price
$250per month · free tier available
—
$129per month
Free tier
–
–
Free trial
–
–
API access
–
Plans
Starter FreeTeam $250/moEnterprise Custom
On-demand instances (8x GPU) CustomOn-demand instances (1x GPU) Custom1-Click Clusters CustomReserved / Superclusters Custom
Team $129/moEnterprise Custom
Capabilities input → output
Input
Code
CodeData
Code
Output
Apps
Apps
Data
Skill level
Advanced
Advanced
Intermediate
Categories
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
6
2
7
GPU infrastructure
–
Developer tools
–
Coding assessments
–
–
Recruiting
–
–
Coding interviews
–
–
Developer recruitment
–
–
Engineering interviews
–
–
Inference
–
–
Technical recruitment
–
–
APIs
–
–
Code analysis
–
–
Development
–
–
Performance optimization
–
–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
Saves
0
0
0
Reviews
0
0
0
Prompts
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.