CentML vs. Deep Infra Comparison


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About CentML accelerates Machine Learning workloads by optimizing models to utilize hardware accelerators, like GPUs or TPUs, more efficiently and without affecting model accuracy. Our technology boosts training and inference speed, lowers compute costs, increases your AI-powered product margins, and boosts your engineering team's productivity. Software is no better than the team who built it. Our team is stacked with world-class machine learning and system researchers and engineers. Focus on your AI products and let our technology take care of optimum performance and lower cost for you.	About Powerful, self-serve machine learning platform where you can turn models into scalable APIs in just a few clicks. Sign up for Deep Infra account using GitHub or log in using GitHub. Choose among hundreds of the most popular ML models. Use a simple rest API to call your model. Deploy models to production faster and cheaper with our serverless GPUs than developing the infrastructure yourself. We have different pricing models depending on the model used. Some of our language models offer per-token pricing. Most other models are billed for inference execution time. With this pricing model, you only pay for what you use. There are no long-term contracts or upfront costs, and you can easily scale up and down as your business needs change. All models run on A100 GPUs, optimized for inference performance and low latency. Our system will automatically scale the model based on your needs.
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Companies searching for an optimization platform for ML training	Audience Anyone in search of a solution to run the top AI models to improve their machine learning outcomes
Support Phone Support Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Not Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing No information available. Free Version Not Supported Free Trial Not Supported	Pricing $0.70 per 1M input tokens Free Version Not Supported Free Trial Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 1.0 / 5 ease 1.7 / 5 features 1.7 / 5 design 3.3 / 5 support 1.0 / 5 Read all reviews
	Pros & Cons from Real Users Pros N/A No pros! Even if you set things up to stop wasting money (silent fails etc.), your settings are worthless. Large range of models. On first glance, priced well. Sleek user interface and easy access to API keys. Min top-up is low at $5. Cons The services advertised don't work. - Setup has different levels without correspondence or evidence of redundancy - your programming limits are worthless, the model runs as it pleases In the less than a month I was testing their service, for common, highly used models available for free download on Hugging Face (so they weren't having to pay a middle man like for gpt etc), they: 1) Deleted 1 model entirely and offered no replacement. 2) Increased the price on another model 400%. 3) Doubled the price of another. There was no obvious way to contact them about this on their website other than a sales form.
Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information CentML Founded: 2022 Canada centml.ai	Company Information Deep Infra deepinfra.com
Alternatives Runpod	Alternatives SambaNova SambaNova Systems
Nebius	Runpod
Together AI	CentML
Gemini Enterprise Agent Platform Google	Amazon SageMaker Model Deployment Amazon
Deep Infra View All	Replicate View All
Categories AI Inference Supported AI Infrastructure Supported AI/ML Model Training Supported LLM API Supported Machine Learning Supported	Categories AI Inference Supported AI Infrastructure Supported LLM API Supported Machine Learning Supported

Integrations Amazon Web Services (AWS) Supported Code Llama Not Supported Codestral Mamba Not Supported GitHub Not Supported Llama 2 Not Supported Llama 3 Not Supported Llama 3.1 Not Supported Llama 3.2 Not Supported Llama 4 Maverick Supported Llama 4 Scout Supported Mathstral Not Supported Microsoft Azure Supported Ministral 3B Not Supported Ministral 8B Not Supported Mistral 7B Not Supported Mistral NeMo Not Supported Mistral Small Not Supported Mixtral 8x7B Not Supported Pixtral Large Not Supported Show More Integrations View All 5 Integrations	Integrations Amazon Web Services (AWS) Not Supported Code Llama Supported Codestral Mamba Supported GitHub Supported Llama 2 Supported Llama 3 Supported Llama 3.1 Supported Llama 3.2 Supported Llama 4 Maverick Not Supported Llama 4 Scout Not Supported Mathstral Supported Microsoft Azure Not Supported Ministral 3B Supported Ministral 8B Supported Mistral 7B Supported Mistral NeMo Supported Mistral Small Supported Mixtral 8x7B Supported Pixtral Large Supported Show More Integrations View All 24 Integrations
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