Barbara vs. Deep Infra Comparison


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About Barbara is the Edge AI Platform for organizations looking to overcome the challenges of deploying AI, in mission-critical environments. With Barbara companies can deploy, train and maintain their models across thousands of devices in an easy fashion, with the autonomy, privacy and real- time that the cloud can´t match. Barbara technology stack is composed by: .- Industrial Connectors for legacy or next-generation equipment. .- Edge Orchestrator to deploy and control container-based and native edge apps across thousands of distributed locations .- MLOps to optimize, deploy, and monitor your trained model in minutes. .- Marketplace of certified Edge Apps, ready to be deployed. .- Remote Device Management for provisioning, configuration, and updates. More --> www. barbara.tech	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 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 Organizations seeking to accelerate AI deployments to production, in the edge.	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 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 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 Barbara Founded: 2016 Spain www.barbara.tech/edge-ai-platform	Company Information Deep Infra deepinfra.com
Alternatives Azure Machine Learning Microsoft	Alternatives SambaNova SambaNova Systems
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Categories AI Infrastructure Supported Machine Learning Supported	Categories AI Inference Supported AI Infrastructure Supported LLM API Supported Machine Learning Supported

Integrations AI SpendOps Not Supported Code Llama Not Supported Codestral Not Supported Higgs Audio / Avatar Not Supported Llama Not Supported Llama 3 Not Supported Llama 3.2 Not Supported Llama 3.3 Not Supported Mathstral Not Supported Ministral 3B Not Supported Ministral 8B Not Supported Mistral 7B Not Supported Mistral AI Not Supported Mistral Large Not Supported Mistral NeMo Not Supported Mistral Small Not Supported Mixtral 8x22B Not Supported Mixtral 8x7B Not Supported Pixtral Large Not Supported Show More Integrations	Integrations AI SpendOps Supported Code Llama Supported Codestral Supported Higgs Audio / Avatar Supported Llama Supported Llama 3 Supported Llama 3.2 Supported Llama 3.3 Supported Mathstral Supported Ministral 3B Supported Ministral 8B Supported Mistral 7B Supported Mistral AI Supported Mistral Large Supported Mistral NeMo Supported Mistral Small Supported Mixtral 8x22B Supported Mixtral 8x7B Supported Pixtral Large Supported Show More Integrations View All 24 Integrations
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