Deep Infra

Deep Infra

Deep Infra is a versatile platform that simplifies deploying and managing machine learning models through an easy-to-use API and flexible pay-as-you-go pricing. It enables seamless model deployment with scalable, low-latency inference capabilities.

About Deep Infra

Deep Infra offers an affordable, scalable platform for deploying production-ready machine learning models. It supports various AI models such as text generation, speech recognition, and image synthesis, accessible via a straightforward API. Users can deploy custom large language models on dedicated GPUs, benefiting from low-latency inference and flexible pay-per-use pricing.

How to Use

Simply sign up on Deep Infra, install deepctl, select your preferred models, and utilize the REST API to integrate models into your applications seamlessly.

Features

  • Rapid machine learning inference through an intuitive API
  • Deploy custom large language models on dedicated GPUs
  • Automatic scaling based on demand
  • Flexible pay-as-you-go pricing model
  • Robust, scalable infrastructure ready for production
  • Supports diverse AI tasks including text, speech, and image processing

Use Cases

  • Transcribing audio with Whisper for speech recognition
  • Converting text to speech with models like Kokoro and Dia
  • Generating images from text prompts using Stable Diffusion
  • Hosting custom large language models on dedicated GPU hardware
  • Running text generation with models such as Llama and Qwen

Best For

AI researchersEnterprises requiring scalable AI solutionsML engineersStartups in AI developmentAI application developersData scientists

Pros

  • Simple and efficient deployment process
  • Access to dedicated GPUs for custom LLMs
  • Supports a wide variety of AI models
  • Cost-effective pay-per-use pricing structure
  • Highly scalable infrastructure for production
  • Low latency inference for real-time applications

Cons

  • Limited to 200 concurrent requests per account
  • Requires credit card or prepayment to access services
  • Inference costs vary; some models charged per token or per second
  • Usage tiers and billing thresholds in place

FAQs

What pricing options are available on Deep Infra?
Deep Infra offers per-token pricing for language models and time-based billing for other models, with no long-term commitments or upfront fees.
Which GPUs support model inference?
All models run on high-performance H100 or A100 GPUs, optimized for fast inference and minimal latency.
How does auto-scaling function?
The platform automatically adjusts hardware resources based on demand, with each account limited to 200 concurrent requests.
Are there different usage tiers?
Yes, users are assigned to tiers based on their usage and spending, with automatic upgrades as thresholds are exceeded.
Can I deploy my own custom models?
Absolutely. You can upload and run your own models on Deep Infra's dedicated GPU hardware with automatic scaling and pay-per-usage billing.