Fireworks AI vs CodeRabbit vs OpenAI Codex 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
CodeRabbit
Competitor 2
OpenAI Codex
Competitor 3
SiliconFlow
Compare
4 tools · best value per row highlighted
Your tool Fireworks AI
fireworks.ai
Production AI infrastructure
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Competitor CodeRabbit
coderabbit.ai
Automated code review that matters
Make main Remove
Competitor OpenAI Codex
openai.com
A dedicated coding agent that writes and runs code for you
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
1Mvisits/mo
204.3Mvisits/mo
427.8Kvisits/mo
MoM change
▼ 21.1%
▼ 22.7%
▲ 3.6%
▼ 35.5%
6-month growth
+62.9%
+50.4%
+0.3%
+5.4%
Global rank web
#55,462
#38,145
#212
#65,186
Avg. last 3 months
743.7K
1.2M
197.3M
540.4K
Bounce rate lower is better
43%
49%
58%
40%
Pages / visit
3.6
3.5
3.0
4.7
Visit duration
2m 40s
1m 55s
2m 31s
1m 43s
Traffic sources
● Direct 91% · ● Referral 6%
● Direct 73% · ● Referral 24%
● Direct 81% · ● Referral 17%
● Direct 85% · ● Referral 14%
Fireworks AICodeRabbitOpenAI CodexSiliconFlow
066.6M133.2M199.7M266.3MFireworks 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 · 713.6KCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MOpenAI Codex · 266.3MOpenAI Codex · 225MOpenAI Codex · 210.1MOpenAI Codex · 191.2MOpenAI Codex · 203.7MOpenAI Codex · 195.7MOpenAI Codex · 203.1MOpenAI Codex · 190.4MOpenAI Codex · 197.2MOpenAI Codex · 204.3MSiliconFlow · 311KSiliconFlow · 286.8KSiliconFlow · 302.2KSiliconFlow · 406KSiliconFlow · 468.1KSiliconFlow · 434.2KSiliconFlow · 530.5KSiliconFlow · 662.9KSiliconFlow · 427.8K100K1M10M100M1BFireworks 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 · 713.6KCodeRabbit · 442KCodeRabbit · 588.1KCodeRabbit · 711.7KCodeRabbit · 641.9KCodeRabbit · 681.8KCodeRabbit · 694.5KCodeRabbit · 869.9KCodeRabbit · 1.1MCodeRabbit · 1.3MCodeRabbit · 1MOpenAI Codex · 266.3MOpenAI Codex · 225MOpenAI Codex · 210.1MOpenAI Codex · 191.2MOpenAI Codex · 203.7MOpenAI Codex · 195.7MOpenAI Codex · 203.1MOpenAI Codex · 190.4MOpenAI Codex · 197.2MOpenAI Codex · 204.3MSiliconFlow · 311KSiliconFlow · 286.8KSiliconFlow · 302.2KSiliconFlow · 406KSiliconFlow · 468.1KSiliconFlow · 434.2KSiliconFlow · 530.5KSiliconFlow · 662.9KSiliconFlow · 427.8KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Freemium
Starting price
Free tier
$24per month
$20per month · free tier available
Free tier
Free tier
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Free trial
–
–
–
API access
–
–
Plans
Starter $1/moServerless Inference CustomOn-Demand Deployments $0.13/mo
Essentials $24/moTeam $48/moAdvanced $72/moEnterprise Custom
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Serverless Pay-per-use VariableReserved GPUsElastic GPUs
Capabilities input → output
Input
TextImagesCode
Code
CodeText
TextImagesCode
Output
TextCode
CodeText
Code
VideoTextImagesCode
Skill level
Advanced
Intermediate
Advanced
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeAI Code Review
Development & CodeAI Code ReviewAI Coding Assistant
Development & CodeAI APIOpen Source AI Models
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
7
8
9
6
Development
–
APIs
–
–
Inference
–
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GitHub pull requests
–
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Code reviews
–
–
Models
–
–
Code documentation
–
–
Developer tools
–
–
LLM development
–
–
Agents
–
–
–
Coding
–
–
–
Fine-Tuning
–
–
–
Code analysis
–
–
–
Code quality
–
–
–
Code security analysis
–
–
–
Code testing
–
–
–
GitHub automation
–
–
–
Debugging
–
–
–
GPU infrastructure
–
–
–
Terminal
–
–
–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 1
▲ 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.