Modal vs SiliconFlow vs Lambda 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
SiliconFlow
Competitor 2
Lambda
Competitor 3
Fireworks AI
Compare
4 tools · best value per row highlighted
Your tool Modal
modal.com
Run AI code without infrastructure
Remove
Competitor SiliconFlow
siliconflow.com
You're building an AI app and need to run inference without spinning up your own GPU servers
Make main Remove
Competitor Lambda
lambda.ai
Lambda is a GPU cloud built for training and serving AI models.
Make main Remove
Competitor Fireworks AI
fireworks.ai
Production AI infrastructure
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
972.8Kvisits/mo
427.8Kvisits/mo
—
713.6Kvisits/mo
MoM change
▲ 5.7%
▼ 35.5%
—
▼ 21.1%
6-month growth
+13.6%
+5.4%
—
+62.9%
Global rank web
#43,856
#65,186
—
#55,462
Avg. last 3 months
960K
540.4K
—
743.7K
Bounce rate lower is better
37%
40%
—
43%
Pages / visit
6.6
4.7
—
3.6
Visit duration
5m 31s
1m 43s
—
2m 40s
Traffic sources
● Direct 94% · ● Referral 5%
● Direct 85% · ● Referral 14%
—
● Direct 91% · ● Referral 6%
ModalSiliconFlowLambdaFireworks AI
0291.9K583.7K875.6K1.2MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KSiliconFlow · 311KSiliconFlow · 286.8KSiliconFlow · 302.2KSiliconFlow · 406KSiliconFlow · 468.1KSiliconFlow · 434.2KSiliconFlow · 530.5KSiliconFlow · 662.9KSiliconFlow · 427.8KFireworks 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 · 972.8KSiliconFlow · 311KSiliconFlow · 286.8KSiliconFlow · 302.2KSiliconFlow · 406KSiliconFlow · 468.1KSiliconFlow · 434.2KSiliconFlow · 530.5KSiliconFlow · 662.9KSiliconFlow · 427.8KFireworks 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
Freemium
Starting price
$250per month · free tier available
Free tier
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Free tier
Free tier
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Free trial
–
–
–
–
API access
–
Plans
Starter FreeTeam $250/moEnterprise Custom
Serverless Pay-per-use VariableReserved GPUsElastic GPUs
On-demand instances (8x GPU) CustomOn-demand instances (1x GPU) Custom1-Click Clusters CustomReserved / Superclusters Custom
Starter $1/moServerless Inference CustomOn-Demand Deployments $0.13/mo
Capabilities input → output
Input
Code
ImagesTextCode
DataCode
TextImagesCode
Output
Apps
VideoTextImagesCode
Apps
TextCode
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeAI APIOpen Source AI Models
Development & CodeAI Developer Tools
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
6
6
3
7
Developer tools
Inference
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APIs
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GPU infrastructure
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Models
–
–
Development
–
–
LLM development
–
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Fine-Tuning
–
–
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Model training
–
–
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Performance optimization
–
–
–
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.