Modal vs Fireworks AI vs Lambda

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

Your tool
Modal
vs
Competitor 1
Fireworks AI
Competitor 2
Lambda
Competitor 3
Suggested competitors for Modal: Baseten86% RunPod85% Beam82% Replicate80% Cerebrium80% Anyscale78% Together AI76% Medjed AI70%
Compare
3 tools · best value per row highlighted
Your tool Modal
modal.com
Run AI code without infrastructure
Remove
Competitor Fireworks AI
fireworks.ai
Production AI infrastructure
Make main Remove
Competitor Lambda
lambda.ai
Lambda is a GPU cloud built for training and serving AI models.
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
972.8Kvisits/mo
713.6Kvisits/mo
—
MoM change
▲ 5.7%
▼ 21.1%
—
6-month growth
+13.6%
+62.9%
—
Global rank web
#43,856
#55,462
—
Avg. last 3 months
960K
743.7K
—
Bounce rate lower is better
37%
43%
—
Pages / visit
6.6
3.6
—
Visit duration
5m 31s
2m 40s
—
Traffic sources
● Direct 94% · ● Referral 5%
● Direct 91% · ● Referral 6%
—
ModalFireworks AILambda
0291.9K583.7K875.6K1.2MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KFireworks 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 · 972.8KFireworks 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
Freemium
Paid
Starting price
$250per month · free tier available
Free tier
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Free tier
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Free trial
–
–
–
API access
–
Plans
Starter FreeTeam $250/moEnterprise Custom
Starter $1/moServerless Inference CustomOn-Demand Deployments $0.13/mo
On-demand instances (8x GPU) CustomOn-demand instances (1x GPU) Custom1-Click Clusters CustomReserved / Superclusters Custom
Capabilities input → output
Input
Code
CodeImagesText
CodeData
Output
Apps
CodeText
Apps
Skill level
Advanced
Advanced
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeAI APIAI Developer Tools
Development & CodeAI Developer Tools
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
6
7
2
Developer tools
GPU infrastructure
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Inference
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APIs
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Development
–
Fine-Tuning
–
–
Models
–
–
LLM 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
–
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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.