Fireworks AI vs Anthropic Claude API vs CometAPI vs Cohere

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

Your tool
Fireworks AI
vs
Competitor 1
Anthropic Claude API
Competitor 2
CometAPI
Competitor 3
Cohere
Compare
4 tools · best value per row highlighted
Your tool Fireworks AI
fireworks.ai
Production AI infrastructure
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Competitor Anthropic Claude API
anthropic.com
Build on Claude's capabilities
Make main 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 Cohere
cohere.com
Enterprise AI for business language
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
713.6Kvisits/mo
13.8Mvisits/mo
302.3Kvisits/mo
773.1Kvisits/mo
MoM change
▼ 21.1%
▼ 39.4%
▲ 9.9%
▼ 14.2%
6-month growth
+62.9%
-43.4%
-16.5%
+68.3%
Global rank web
#55,462
#3,345
#157,147
#72,961
Avg. last 3 months
743.7K
25.7M
295.7K
758K
Bounce rate lower is better
43%
67%
46%
51%
Pages / visit
3.6
1.8
2.9
2.5
Visit duration
2m 40s
1m 35s
38s
2m 21s
Traffic sources
● Direct 91% · ● Referral 6%
● Direct 81% · ● Referral 16%
● Direct 69% · ● Referral 30%
● Direct 78% · ● Referral 20%
Fireworks AIAnthropic Claude APICometAPICohere
010.1M20.2M30.4M40.5MFireworks 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 · 713.6KAnthropic Claude API · 9.9MAnthropic Claude API · 9.4MAnthropic Claude API · 9.5MAnthropic Claude API · 16.1MAnthropic Claude API · 24.4MAnthropic Claude API · 25.9MAnthropic Claude API · 22.4MAnthropic Claude API · 40.5MAnthropic Claude API · 22.8MAnthropic Claude API · 13.8MCometAPI · 834.4KCometAPI · 619.7KCometAPI · 437.2KCometAPI · 362.2KCometAPI · 355.5KCometAPI · 362.7KCometAPI · 309.5KCometAPI · 275.2KCometAPI · 302.3KCohere · 579.9KCohere · 616.7KCohere · 446KCohere · 459.3KCohere · 505.7KCohere · 536.7KCohere · 599.7KCohere · 901.3KCohere · 773.1K100K1M10M100MFireworks 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 · 713.6KAnthropic Claude API · 9.9MAnthropic Claude API · 9.4MAnthropic Claude API · 9.5MAnthropic Claude API · 16.1MAnthropic Claude API · 24.4MAnthropic Claude API · 25.9MAnthropic Claude API · 22.4MAnthropic Claude API · 40.5MAnthropic Claude API · 22.8MAnthropic Claude API · 13.8MCometAPI · 834.4KCometAPI · 619.7KCometAPI · 437.2KCometAPI · 362.2KCometAPI · 355.5KCometAPI · 362.7KCometAPI · 309.5KCometAPI · 275.2KCometAPI · 302.3KCohere · 579.9KCohere · 616.7KCohere · 446KCohere · 459.3KCohere · 505.7KCohere · 536.7KCohere · 599.7KCohere · 901.3KCohere · 773.1KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Freemium
Starting price
Free tier
$17per month · free tier available
$4per month · free tier available
Free tier
Free tier
Free trial
–
API access
–
–
Plans
Starter $1/moServerless Inference CustomOn-Demand Deployments $0.13/mo
Plan $17.0 $17/moPlan $20.0 $20/moPlan $25.0 $25/moPlan $100.0 $100/mo+2 more
Free Trial FreePay-as-you-go Custom/usage-basedEnterprise Custom/mo
Trial FreeProduction Custom/usage-basedModel Vault Custom/mo
Capabilities input → output
Input
TextImagesCode
CodeTextImagesDocuments
TextImages
TextDocumentsAudio
Output
TextCode
TextCode
VideoTextImages
TextData
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeAI APILarge Language Models (LLMs)
Development & CodeAI API
Chatbots & CompanionsDevelopment & CodeProductivity & OfficeAI Agent+4 more
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
7
4
6
9
APIs
Development
–
Large language models
–
–
Developer tools
–
–
Models
–
–
LLM development
–
–
Fine-Tuning
–
–
–
Inference
–
–
–
LLM gateway
–
–
–
API integrations
–
–
–
Agents
–
–
–
Chatbots
–
–
–
Coding
–
–
–
Customer support chatbot
–
–
–
Image generation
–
–
–
Productivity
–
–
–
Video generation
–
–
–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 3
▲ 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.