Cerebrium vs Replicate vs Defapi vs Together AI

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

Your tool
Cerebrium
vs
Competitor 1
Replicate
Competitor 2
DDefapi
Competitor 3
Together AI
Compare
4 tools · best value per row highlighted
Your tool Cerebrium
cerebrium.ai
Cerebrium is a serverless GPU platform for running AI workloads in production.
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Competitor Replicate
replicate.com
Run open-source AI without managing servers
Make main Remove
Competitor DDefapi
defapi.org
You know how managing multiple AI provider integrations usually means maintaining separate codebases for each vendor
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Competitor Together AI
together.ai
Open-source models without infrastructure
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
—
1Mvisits/mo
2.4Kvisits/mo
785.1Kvisits/mo
MoM change
—
▼ 3.1%
▼ 42.6%
▼ 6.4%
6-month growth
—
-30.2%
-86.2%
+1.9%
Global rank web
—
#39,584
#4,650,820
#60,843
Avg. last 3 months
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1.1M
4.8K
794.7K
Bounce rate lower is better
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35%
36%
42%
Pages / visit
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5.6
1.4
3.2
Visit duration
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5m 09s
7s
1m 57s
Traffic sources
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● Direct 92% · ● Referral 6%
—
● Direct 77% · ● Referral 21%
CerebriumReplicateDefapiTogether AI
0415.2K830.4K1.2M1.7MReplicate · 1.6MReplicate · 1.7MReplicate · 1.5MReplicate · 1.3MReplicate · 1.5MReplicate · 1.3MReplicate · 1.3MReplicate · 1.2MReplicate · 1.1MReplicate · 1MDefapi · 11.1KDefapi · 13KDefapi · 12.4KDefapi · 17.7KDefapi · 9.4KDefapi · 6.2KDefapi · 7.6KDefapi · 4.2KDefapi · 2.4KTogether AI · 566.8KTogether AI · 552.7KTogether AI · 645.8KTogether AI · 637.7KTogether AI · 770.2KTogether AI · 792.8KTogether AI · 756.1KTogether AI · 760.5KTogether AI · 838.4KTogether AI · 785.1K1K10K100K1M10MReplicate · 1.6MReplicate · 1.7MReplicate · 1.5MReplicate · 1.3MReplicate · 1.5MReplicate · 1.3MReplicate · 1.3MReplicate · 1.2MReplicate · 1.1MReplicate · 1MDefapi · 11.1KDefapi · 13KDefapi · 12.4KDefapi · 17.7KDefapi · 9.4KDefapi · 6.2KDefapi · 7.6KDefapi · 4.2KDefapi · 2.4KTogether AI · 566.8KTogether AI · 552.7KTogether AI · 645.8KTogether AI · 637.7KTogether AI · 770.2KTogether AI · 792.8KTogether AI · 756.1KTogether AI · 760.5KTogether AI · 838.4KTogether AI · 785.1KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Paid
Paid
Starting price
$100per month · free tier available
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—
$1.99per month
Free tier
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Free trial
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API access
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Plans
Hobby FreeStandard $100/moEnterprise Custom
Public Models Custom/usage-basedPrivate Models Custom/usage-based
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 Inference $0.30/usage-basedDedicated Inference GPU $3.99/usage-basedGPU Clusters $1.99/usage-basedFine-Tuning $0.34/usage-based
Capabilities input → output
Input
Code
ImagesText
TextImagesAudio
TextImagesCodeAudio
Output
Apps
VideoTextImagesAudio
AudioImagesText
VideoTextImagesCodeAudio
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeAI APIAI Developer ToolsOpen Source AI Models
Development & CodeAI API
Development & CodeAI APIAI Developer ToolsOpen Source AI Models
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
4
9
4
8
APIs
Developer tools
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LLM development
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API integrations
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GPU infrastructure
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Inference
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Models
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Development
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API management
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Fine-Tuning
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API security
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Image generation
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Video generation
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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.