Fireworks AI vs Lambda vs Modal vs Baseten

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
Baseten
Compare
4 tools · best value per row highlighted
Your tool Fireworks AI
fireworks.ai
Production AI infrastructure
Remove
Competitor Lambda
lambda.ai
Lambda is a GPU cloud built for training and serving AI models.
Make main Remove
Competitor Modal
modal.com
Run AI code without infrastructure
Make main Remove
Competitor Baseten
baseten.co
Models to production fast
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
713.6Kvisits/mo
—
972.8Kvisits/mo
355.4Kvisits/mo
MoM change
▼ 21.1%
—
▲ 5.7%
▲ 21.3%
6-month growth
+62.9%
—
+13.6%
+73.3%
Global rank web
#55,462
—
#43,856
#113,597
Avg. last 3 months
743.7K
—
960K
304.6K
Bounce rate lower is better
43%
—
37%
39%
Pages / visit
3.6
—
6.6
4.1
Visit duration
2m 40s
—
5m 31s
1m 53s
Traffic sources
● Direct 91% · ● Referral 6%
—
● Direct 94% · ● Referral 5%
● Direct 89% · ● Referral 9%
Fireworks AILambdaModalBaseten
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 · 972.8KBaseten · 141.4KBaseten · 136.4KBaseten · 197.3KBaseten · 205KBaseten · 246.2KBaseten · 247.6KBaseten · 265.6KBaseten · 292.9KBaseten · 355.4K100K1M10MFireworks 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 · 972.8KBaseten · 141.4KBaseten · 136.4KBaseten · 197.3KBaseten · 205KBaseten · 246.2KBaseten · 247.6KBaseten · 265.6KBaseten · 292.9KBaseten · 355.4KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Paid
Freemium
Freemium
Starting price
Free tier
—
$250per month · free tier available
Free tier
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
Basic CustomPro CustomEnterprise Custom
Capabilities input → output
Input
CodeImagesText
CodeData
Code
AudioText
Output
CodeText
Apps
Apps
AudioImagesText
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeAI Developer Tools
Development & CodeAI APIAI Developer Tools
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
7
3
6
6
Developer tools
Inference
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APIs
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Development
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GPU infrastructure
–
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Models
–
–
Fine-Tuning
–
–
–
Web service deployment
–
–
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LLM development
–
–
–
Model training
–
–
–
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.