Modal vs Lambda vs CometAPI vs Fireworks AI

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
Fireworks AI
Compare
4 tools · best value per row highlighted
Your tool Modal
modal.com
Run AI code without infrastructure
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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
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Competitor Fireworks AI
fireworks.ai
Production AI infrastructure
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Traffic estimated monthly website traffic
Monthly visits
972.8Kvisits/mo
—
302.3Kvisits/mo
713.6Kvisits/mo
MoM change
▲ 5.7%
—
▲ 9.9%
▼ 21.1%
6-month growth
+13.6%
—
-16.5%
+62.9%
Global rank web
#43,856
—
#157,147
#55,462
Avg. last 3 months
960K
—
295.7K
743.7K
Bounce rate lower is better
37%
—
46%
43%
Pages / visit
6.6
—
2.9
3.6
Visit duration
5m 31s
—
38s
2m 40s
Traffic sources
● Direct 94% · ● Referral 5%
—
● Direct 69% · ● Referral 30%
● Direct 91% · ● Referral 6%
ModalLambdaCometAPIFireworks AI
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 · 302.3KFireworks AI · 224.6KFireworks AI · 250KFireworks AI · 355.9KFireworks AI · 323.2KFireworks AI · 438.1KFireworks AI · 720.8KFireworks AI · 610.7KFireworks AI · 613.3KFireworks AI · 904KFireworks AI · 713.6K100K1M10MModal · 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 · 302.3KFireworks AI · 224.6KFireworks AI · 250KFireworks AI · 355.9KFireworks AI · 323.2KFireworks AI · 438.1KFireworks AI · 720.8KFireworks AI · 610.7KFireworks AI · 613.3KFireworks AI · 904KFireworks AI · 713.6KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Paid
Freemium
Freemium
Starting price
$250per month · free tier available
—
$4per month · free tier available
Free tier
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
Starter $1/moServerless Inference CustomOn-Demand Deployments $0.13/mo
Capabilities input → output
Input
Code
CodeData
ImagesText
CodeImagesText
Output
Apps
Apps
ImagesTextVideo
CodeText
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 · 1 shared · core   partial
Tasks covered
6
3
6
7
Developer tools
APIs
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GPU infrastructure
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Inference
–
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Development
–
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Fine-Tuning
–
–
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LLM gateway
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–
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API integrations
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–
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Models
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–
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Image generation
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–
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LLM development
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Model training
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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.