Fireworks AI vs Thinking Machines Tinker vs Modal vs SambaNova Cloud

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

Your tool
Fireworks AI
vs
Competitor 1
Thinking Machines Tinker
Competitor 2
Modal
Competitor 3
SambaNova Cloud
Compare
4 tools · best value per row highlighted
Your tool Fireworks AI
fireworks.ai
Production AI infrastructure
Remove
Competitor Thinking Machines Tinker
thinkingmachines.ai
A training API that hands control of model fine-tuning to researchers while someone else deals with the servers and scaling headaches
Make main Remove
Competitor Modal
modal.com
Run AI code without infrastructure
Make main Remove
Competitor SambaNova Cloud
cloud.sambanova.ai
SambaNova Cloud is an inference service where developers call open-source models through an API that follows the OpenAI chat completions format.
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
713.6Kvisits/mo
1.1Mvisits/mo
972.8Kvisits/mo
—
MoM change
▼ 21.1%
▲ 181.3%
▲ 5.7%
—
6-month growth
+62.9%
+372.8%
+13.6%
—
Global rank web
#55,462
#55,584
#43,856
—
Avg. last 3 months
743.7K
672K
960K
—
Bounce rate lower is better
43%
51%
37%
—
Pages / visit
3.6
2.6
6.6
—
Visit duration
2m 40s
1m 57s
5m 31s
—
Traffic sources
● Direct 91% · ● Referral 6%
● Direct 81% · ● Referral 15%
● Direct 94% · ● Referral 5%
—
Fireworks AIThinking Machines TinkerModalSambaNova Cloud
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 · 713.6KThinking Machines Tinker · 421.8KThinking Machines Tinker · 345.6KThinking Machines Tinker · 223.7KThinking Machines Tinker · 298.7KThinking Machines Tinker · 303.2KThinking Machines Tinker · 582.5KThinking Machines Tinker · 375.9KThinking Machines Tinker · 1.1MModal · 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 · 713.6KThinking Machines Tinker · 421.8KThinking Machines Tinker · 345.6KThinking Machines Tinker · 223.7KThinking Machines Tinker · 298.7KThinking Machines Tinker · 303.2KThinking Machines Tinker · 582.5KThinking Machines Tinker · 375.9KThinking Machines Tinker · 1.1MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
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
Inkling-Small Prefill $0.58/usage-basedInkling-Small Sample $0.12/usage-basedVarious Model Training Custom/usage-based
Starter FreeTeam $250/moEnterprise Custom
Free Custom/moDeveloper Custom/moEnterprise Custom
Capabilities input → output
Input
CodeImagesText
CodeData
Code
ImagesText
Output
CodeText
Text
Apps
Text
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeAI APIAI Developer Tools
Development & CodeAI APIAI Developer Tools
Development & CodeAI API
Tasks what each tool can do · 2 shared · core   partial
Tasks covered
7
4
6
4
APIs
Developer tools
LLM development
–
Fine-Tuning
–
–
Inference
–
–
Development
–
–
GPU infrastructure
–
–
–
Large language models
–
–
–
Models
–
–
–
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
–
–
–
–

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.