Fireworks AI vs Lambda vs Modal

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

Your tool
Fireworks AI
vs
Competitor 1
Lambda
Competitor 2
Modal
Competitor 3
Compare
3 tools · best value per row highlighted
Your tool Fireworks AI
fireworks.ai
Production AI infrastructure
Competitor Lambda
lambda.ai
Lambda is a GPU cloud built for training and serving AI models.
Competitor Modal
modal.com
Run AI code without infrastructure
Traffic estimated monthly website traffic
Monthly visits
713.6Kvisits/mo
—
972.8Kvisits/mo
MoM change
▼ 21.1%
—
▲ 5.7%
6-month growth
+62.9%
—
+13.6%
Global rank web
#55,462
—
#43,856
Avg. last 3 months
743.7K
—
960K
Bounce rate lower is better
43%
—
37%
Pages / visit
3.6
—
6.6
Visit duration
2m 40s
—
5m 31s
Traffic sources
● Direct 91% · ● Referral 6%
—
● Direct 94% · ● Referral 5%
Fireworks AILambdaModal
0291.9K583.7K875.6K1.2MFireworks 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 · 713.6KModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8K100K1M10MFireworks 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 · 713.6KModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Paid
Freemium
Starting price
Free tier
—
$250per month · free tier available
Free tier
–
Free trial
–
–
–
API access
–
Plans
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
Starter FreeTeam $250/moEnterprise Custom
Capabilities input → output
Input
CodeImagesText
CodeData
Code
Output
CodeText
Apps
Apps
Skill level
Advanced
Advanced
Advanced
Categories
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
7
2
6
Developer tools
GPU infrastructure
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Inference
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APIs
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Development
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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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–
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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.