Modal vs Cursor vs RunPod vs Cerebrium

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

Your tool
Modal
vs
Competitor 1
Cursor
Competitor 2
RunPod
Competitor 3
Cerebrium
Compare
4 tools · best value per row highlighted
Your tool Modal
modal.com
Run AI code without infrastructure
Competitor Cursor
cursor.sh
Code editor that actually understands your codebase
Competitor RunPod
runpod.io
Cheap GPUs on demand
Competitor Cerebrium
cerebrium.ai
Cerebrium is a serverless GPU platform for running AI workloads in production.
Traffic estimated monthly website traffic
Monthly visits
972.8Kvisits/mo
4.5Mvisits/mo
2.8Mvisits/mo
—
MoM change
▲ 5.7%
▲ 7.8%
▲ 14.2%
—
6-month growth
+13.6%
-1.8%
+19.0%
—
Global rank web
#43,856
#15,584
#19,060
—
Avg. last 3 months
960K
4.4M
2.5M
—
Bounce rate lower is better
37%
57%
32%
—
Pages / visit
6.6
2.4
7.4
—
Visit duration
5m 31s
1m 36s
8m 19s
—
Traffic sources
● Direct 94% · ● Referral 5%
● Referral 80% · ● Mail 13%
● Direct 78% · ● Referral 21%
—
ModalCursorRunPodCerebrium
01.2M2.3M3.5M4.6MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KCursor · 3.8MCursor · 4.2MCursor · 4.3MCursor · 4MCursor · 4.6MCursor · 4.4MCursor · 4.6MCursor · 4.5MCursor · 4.2MCursor · 4.5MRunPod · 1.8MRunPod · 1.9MRunPod · 1.9MRunPod · 1.9MRunPod · 2.4MRunPod · 2.3MRunPod · 2.3MRunPod · 2.2MRunPod · 2.5MRunPod · 2.8M100K1M10MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KCursor · 3.8MCursor · 4.2MCursor · 4.3MCursor · 4MCursor · 4.6MCursor · 4.4MCursor · 4.6MCursor · 4.5MCursor · 4.2MCursor · 4.5MRunPod · 1.8MRunPod · 1.9MRunPod · 1.9MRunPod · 1.9MRunPod · 2.4MRunPod · 2.3MRunPod · 2.3MRunPod · 2.2MRunPod · 2.5MRunPod · 2.8MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Freemium
Starting price
$250per month · free tier available
$20per month · free tier available
—
$100per month · free tier available
Free tier
–
Free trial
–
–
–
–
API access
–
Plans
Starter FreeTeam $250/moEnterprise Custom
Plan $20.0 $20/moEnterprise $0/mo
Pods (Community Cloud) Custom/hourServerless Custom/hourClusters Custom/hourStorage Custom/mo
Hobby FreeStandard $100/moEnterprise Custom
Capabilities input → output
Input
Code
CodeText
CodeData
Code
Output
Apps
Code
Apps
Apps
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
6
7
4
4
GPU infrastructure
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Developer tools
–
Development
–
APIs
–
–
Coding
–
–
–
Cloud infrastructure
–
–
–
Code reviews
–
–
–
Debugging
–
–
–
Inference
–
–
–
Refactoring
–
–
–
Code documentation
–
–
–
LLM development
–
–
–
Performance optimization
–
–
–
Terminal commands management
–
–
–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 1
▲ 0
▲ 0
Saves
0
0
0
0
Reviews
0
0
0
0
Prompts
0
3
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.