Modal vs Lambda vs CometAPI vs Anyscale

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
CometAPI
Competitor 3
Anyscale
Compare
4 tools · best value per row highlighted
Your tool Modal
modal.com
Run AI code without infrastructure
Remove
Competitor Lambda
lambda.ai
Lambda is a GPU cloud built for training and serving AI models.
Make main Remove
Competitor CometAPI
cometapi.com
CometAPI functions as an aggregation layer that sits between your application and hundreds of AI model providers
Make main Remove
Competitor Anyscale
anyscale.com
Scale AI effortlessly
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
972.8Kvisits/mo
—
302.3Kvisits/mo
79.1Kvisits/mo
MoM change
▲ 5.7%
—
▲ 9.9%
▼ 25.4%
6-month growth
+13.6%
—
-16.5%
-21.0%
Global rank web
#43,856
—
#157,147
#330,039
Avg. last 3 months
960K
—
295.7K
90.4K
Bounce rate lower is better
37%
—
46%
42%
Pages / visit
6.6
—
2.9
3.3
Visit duration
5m 31s
—
38s
1m 53s
Traffic sources
● Direct 94% · ● Referral 5%
—
● Direct 69% · ● Referral 30%
● Direct 81% · ● Referral 15%
ModalLambdaCometAPIAnyscale
0291.9K583.7K875.6K1.2MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KCometAPI · 834.4KCometAPI · 619.7KCometAPI · 437.2KCometAPI · 362.2KCometAPI · 355.5KCometAPI · 362.7KCometAPI · 309.5KCometAPI · 275.2KCometAPI · 302.3KAnyscale · 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 · 972.8KCometAPI · 834.4KCometAPI · 619.7KCometAPI · 437.2KCometAPI · 362.2KCometAPI · 355.5KCometAPI · 362.7KCometAPI · 309.5KCometAPI · 275.2KCometAPI · 302.3KAnyscale · 98.7KAnyscale · 93.3KAnyscale · 86.3KAnyscale · 89.2KAnyscale · 100.1KAnyscale · 67.9KAnyscale · 72KAnyscale · 86KAnyscale · 106.1KAnyscale · 79.1KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Paid
Freemium
Freemium
Starting price
$250per month · free tier available
—
$4per month · free tier available
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Free tier
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Free trial
–
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API access
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Plans
Starter FreeTeam $250/moEnterprise Custom
On-demand instances (8x GPU) CustomOn-demand instances (1x GPU) Custom1-Click Clusters CustomReserved / Superclusters Custom
Free Trial FreePay-as-you-go Custom/usage-basedEnterprise Custom/mo
Free Trial FreePay-as-you-go Custom/moCommitted Custom/mo
Capabilities input → output
Input
Code
CodeData
ImagesText
CodeData
Output
Apps
Apps
ImagesTextVideo
Data
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeAI Developer Tools
Development & CodeAI API
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
6
3
6
5
GPU infrastructure
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Developer tools
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APIs
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Model training
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Development
–
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LLM gateway
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–
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API integrations
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–
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Cloud computing
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–
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Inference
–
–
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Image generation
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LLM development
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–
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Performance optimization
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Video generation
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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.