Fireworks AI vs CometAPI vs Defapi vs SiliconFlow

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

Your tool
Fireworks AI
vs
Competitor 1
CometAPI
Competitor 2
DDefapi
Competitor 3
SiliconFlow
Compare
4 tools · best value per row highlighted
Your tool Fireworks AI
fireworks.ai
Production AI infrastructure
Remove
Competitor CometAPI
cometapi.com
CometAPI functions as an aggregation layer that sits between your application and hundreds of AI model providers
Make main Remove
Competitor DDefapi
defapi.org
You know how managing multiple AI provider integrations usually means maintaining separate codebases for each vendor
Make main 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
Traffic estimated monthly website traffic
Monthly visits
713.6Kvisits/mo
302.3Kvisits/mo
2.4Kvisits/mo
427.8Kvisits/mo
MoM change
▼ 21.1%
▲ 9.9%
▼ 42.6%
▼ 35.5%
6-month growth
+62.9%
-16.5%
-86.2%
+5.4%
Global rank web
#55,462
#157,147
#4,650,820
#65,186
Avg. last 3 months
743.7K
295.7K
4.8K
540.4K
Bounce rate lower is better
43%
46%
36%
40%
Pages / visit
3.6
2.9
1.4
4.7
Visit duration
2m 40s
38s
7s
1m 43s
Traffic sources
● Direct 91% · ● Referral 6%
● Direct 69% · ● Referral 30%
—
● Direct 85% · ● Referral 14%
Fireworks AICometAPIDefapiSiliconFlow
0226K452K678K904KFireworks 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 · 713.6KCometAPI · 834.4KCometAPI · 619.7KCometAPI · 437.2KCometAPI · 362.2KCometAPI · 355.5KCometAPI · 362.7KCometAPI · 309.5KCometAPI · 275.2KCometAPI · 302.3KDefapi · 11.1KDefapi · 13KDefapi · 12.4KDefapi · 17.7KDefapi · 9.4KDefapi · 6.2KDefapi · 7.6KDefapi · 4.2KDefapi · 2.4KSiliconFlow · 311KSiliconFlow · 286.8KSiliconFlow · 302.2KSiliconFlow · 406KSiliconFlow · 468.1KSiliconFlow · 434.2KSiliconFlow · 530.5KSiliconFlow · 662.9KSiliconFlow · 427.8K1K10K100K1MFireworks 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 · 713.6KCometAPI · 834.4KCometAPI · 619.7KCometAPI · 437.2KCometAPI · 362.2KCometAPI · 355.5KCometAPI · 362.7KCometAPI · 309.5KCometAPI · 275.2KCometAPI · 302.3KDefapi · 11.1KDefapi · 13KDefapi · 12.4KDefapi · 17.7KDefapi · 9.4KDefapi · 6.2KDefapi · 7.6KDefapi · 4.2KDefapi · 2.4KSiliconFlow · 311KSiliconFlow · 286.8KSiliconFlow · 302.2KSiliconFlow · 406KSiliconFlow · 468.1KSiliconFlow · 434.2KSiliconFlow · 530.5KSiliconFlow · 662.9KSiliconFlow · 427.8KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Paid
Freemium
Starting price
Free tier
$4per month · free tier available
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Free tier
Free tier
–
Free trial
–
–
–
API access
Plans
Starter $1/moServerless Inference CustomOn-Demand Deployments $0.13/mo
Free Trial FreePay-as-you-go Custom/usage-basedEnterprise Custom/mo
Gemini 3.1 Pro Preview $1/$6/per requestClaude Sonnet 4.6 $1.5/$7.5/per requestClaude Opus 4.6 $2.5/$12.5/per requestSora 2 Stable $0.175+/per request+2 more
Serverless Pay-per-use VariableReserved GPUsElastic GPUs
Capabilities input → output
Input
CodeTextImages
TextImages
TextImagesAudio
CodeTextImages
Output
TextCode
VideoTextImages
TextImagesAudio
VideoTextImagesCode
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeAI API
Development & CodeAI API
Development & CodeAI APIOpen Source AI Models
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
7
6
4
6
APIs
Developer tools
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Inference
–
–
API integrations
–
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Models
–
–
LLM development
–
–
Fine-Tuning
–
–
–
LLM gateway
–
–
–
API management
–
–
–
API security
–
–
–
Development
–
–
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GPU infrastructure
–
–
–
Image generation
–
–
–
Video generation
–
–
–
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.