Modal vs Beam vs RunPod vs Anyscale

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

Your tool
Modal
vs
Competitor 1
Beam
Competitor 2
RunPod
Competitor 3
Anyscale
Compare
4 tools · best value per row highlighted
Your tool Modal
modal.com
Run AI code without infrastructure
Remove
Competitor Beam
beam.cloud
Beam is a cloud runtime for AI workloads that offers serverless GPUs, task queues and sandboxes through a Python, TypeScript and Go SDK.
Make main Remove
Competitor RunPod
runpod.io
Cheap GPUs on demand
Make main Remove
Competitor Anyscale
anyscale.com
Scale AI effortlessly
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
972.8Kvisits/mo
—
2.8Mvisits/mo
79.1Kvisits/mo
MoM change
▲ 5.7%
—
▲ 14.2%
▼ 25.4%
6-month growth
+13.6%
—
+19.0%
-21.0%
Global rank web
#43,856
—
#19,060
#330,039
Avg. last 3 months
960K
—
2.5M
90.4K
Bounce rate lower is better
37%
—
32%
42%
Pages / visit
6.6
—
7.4
3.3
Visit duration
5m 31s
—
8m 19s
1m 53s
Traffic sources
● Direct 94% · ● Referral 5%
—
● Direct 78% · ● Referral 21%
● Direct 81% · ● Referral 15%
ModalBeamRunPodAnyscale
0701.3K1.4M2.1M2.8MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KRunPod · 1.8MRunPod · 1.9MRunPod · 1.9MRunPod · 1.9MRunPod · 2.4MRunPod · 2.3MRunPod · 2.3MRunPod · 2.2MRunPod · 2.5MRunPod · 2.8MAnyscale · 98.7KAnyscale · 93.3KAnyscale · 86.3KAnyscale · 89.2KAnyscale · 100.1KAnyscale · 67.9KAnyscale · 72KAnyscale · 86KAnyscale · 106.1KAnyscale · 79.1K10K100K1M10MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KRunPod · 1.8MRunPod · 1.9MRunPod · 1.9MRunPod · 1.9MRunPod · 2.4MRunPod · 2.3MRunPod · 2.3MRunPod · 2.2MRunPod · 2.5MRunPod · 2.8MAnyscale · 98.7KAnyscale · 93.3KAnyscale · 86.3KAnyscale · 89.2KAnyscale · 100.1KAnyscale · 67.9KAnyscale · 72KAnyscale · 86KAnyscale · 106.1KAnyscale · 79.1KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Freemium
Starting price
$250per month · free tier available
$89per month · free tier available
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Free tier
–
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Free trial
–
–
–
API access
Plans
Starter FreeTeam $250/moEnterprise Custom
Developer FreeTeam $89/moGrowth Custom
Pods (Community Cloud) Custom/hourServerless Custom/hourClusters Custom/hourStorage Custom/mo
Free Trial FreePay-as-you-go Custom/moCommitted Custom/mo
Capabilities input → output
Input
Code
Code
CodeData
CodeData
Output
Apps
Apps
Apps
Data
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeAI APIAI Developer Tools
Development & CodeAI APIAI Developer Tools
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
6
3
4
0
GPU infrastructure
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Developer tools
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Cloud infrastructure
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–
Development
–
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Inference
–
–
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APIs
–
–
–
Performance optimization
–
–
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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
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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.