Modal vs Replicate 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
Replicate
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 Replicate
replicate.com
Run open-source AI without managing 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
1Mvisits/mo
—
713.6Kvisits/mo
MoM change
▲ 5.7%
▼ 3.1%
—
▼ 21.1%
6-month growth
+13.6%
-30.2%
—
+62.9%
Global rank web
#43,856
#39,584
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#55,462
Avg. last 3 months
960K
1.1M
—
743.7K
Bounce rate lower is better
37%
35%
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43%
Pages / visit
6.6
5.6
—
3.6
Visit duration
5m 31s
5m 09s
—
2m 40s
Traffic sources
● Direct 94% · ● Referral 5%
● Direct 92% · ● Referral 6%
—
● Direct 91% · ● Referral 6%
ModalReplicateLambdaFireworks AI
0415.2K830.4K1.2M1.7MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KReplicate · 1.6MReplicate · 1.7MReplicate · 1.5MReplicate · 1.3MReplicate · 1.5MReplicate · 1.3MReplicate · 1.3MReplicate · 1.2MReplicate · 1.1MReplicate · 1MFireworks 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 · 972.8KReplicate · 1.6MReplicate · 1.7MReplicate · 1.5MReplicate · 1.3MReplicate · 1.5MReplicate · 1.3MReplicate · 1.3MReplicate · 1.2MReplicate · 1.1MReplicate · 1MFireworks 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
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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
Public Models Custom/usage-basedPrivate Models Custom/usage-based
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
ImagesText
CodeData
CodeImagesText
Output
Apps
AudioImagesTextVideo
Apps
CodeText
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeAI APIAI Developer ToolsOpen 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
9
2
7
Developer tools
APIs
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Inference
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Development
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GPU infrastructure
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Models
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LLM development
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Fine-Tuning
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API integrations
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Image generation
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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.