--- title: AI and Machine Learning [Use Cases] canonical: https://telnyx.com/use-cases/ai-and-machine-learning --- # AI and Machine Learning \[Use Cases\] **Use Case** # AI and Machine Learning **About** ## Easily embed your stored data for fast inference Many companies are rushing to harness the full potential of AI and ML in their internal workflows and customer-facing applications. However, efforts can be hampered by the exorbitant costs of cloud storage and inference, and challenges in procuring GPUs for processing. [Telnyx Cloud Storage](https://telnyx.com/products/cloud-storage "Telnyx Cloud Storage") offers cost-effective object storage with S3-compatible APIs. File summary and [embeddings](https://telnyx.com/products/embeddings-api "Embeddings API") allows users to gain quick insights from their data and prime internal files for use in AI model training and fine-tuning. Embeddings can be saved for users to easily query text, or use in [Inference](https://telnyx.com/products/inference "Telnyx Inference") to enhance operational efficiency, and find quick cost savings. ## Benefits ## Lightning quick file summaries Upload files to AI-enabled storage buckets, and we’ll automatically summarize the contents. AI ## powered summaries ## Create embeddings from stored data AI-enabled buckets allow you to create embeddings from your data for fast, contextualized inference. 1 ## platform for cloud storage and AI ## Choose which LLM is best for you Query your embeddings with models from MosaicML, Meta, and more 20+ ## OS LLMs to query your storage buckets **How It Works** 1. **1** ### Create your portal account Easily sign up at [portal.telnyx.com](https://portal.telnyx.com) within seconds to create your free Telnyx portal account. Now you have access to Telnyx’s full suite of applications. 2. **2** ### Create a storage bucket Create your first storage bucket with a few clicks or a simple API command. Make sure to mark the buckets as AI-enabled. 3. **3** ### Upload your files Upload files to your buckets for easy storage and instant summarization. Create unlimited buckets at no additional cost. 4. **4** ### Vectorize your data In AI-enabled buckets create embeddings from your stored data with the lcik of a button—for use in model training, fine-tuning, and inference. Products ## Build the AI model you need, all via API [See all products](https://telnyx.com/products) * [![Telnyx Cloud Storage Product Animation](https://d2efw2akbx8gaf.cloudfront.net/https://dotcom-payload-assets-prod.s3.us-east-1.amazonaws.com/cms-media/Product_Thumbnail_Storage_Storage-bdc04c52.png?width=640&format=webp)Cloud StorageDistributed cloud storage evolved—lower cost, lower latency, and S3-compatible APIs for easy migration.Learn more](https://telnyx.com/products/cloud-storage) * [![Inference API graphic](https://d2efw2akbx8gaf.cloudfront.net/https://dotcom-payload-assets-prod.s3.us-east-1.amazonaws.com/cms-media/Inference-011fcc8b.png?width=1696&format=webp)InferenceAdd AI to your applications with ease through our intuitive APIs—all on our dedicated infrastructure. Learn more](https://telnyx.com/products/inference) * [![Build Voice AI Agents in minutes with Telnyx](https://d2efw2akbx8gaf.cloudfront.net/https://dotcom-payload-assets-prod.s3.us-east-1.amazonaws.com/cms-media/Product_Detail_Hero_Compute_Embeddings-47969206.png?width=1696&format=webp)Embeddings APIEasily build a vector database from stored files for context-rich inference. Learn more](https://telnyx.com/products/embeddings-api) **Resources** * ### Build on an S3-compatible API We've built our API so you can point your S3-centric applications at Telnyx endpoints for easy migration and a faster way to realize your cost savings. [Explore docs](https://developers.telnyx.com/api/cloud-storage) * ### Switch from AWS with one API Our new Migration API makes it easy to switch from AWS to Telnyx, without incurring high egress fees. [View the docs](https://developers.telnyx.com/docs/cloud-storage/migrating-from-aws) * ### Telnyx releases new Inference product Easily incorporate AI into your apps and manage AI infrastructure, data storage, embeddings and inference in one place. [Read Article](https://telnyx.com/resources/telnyx-releases-new-inference-product-to-public-beta) ## Ready to build something incredible? [Sign up](https://telnyx.com/sign-up)[Contact sales](https://telnyx.com/contact-us) ## FAQ ### What is AI/ML? AI, or Artificial Intelligence, refers to the simulation of human intelligence processes by machines, especially computer systems. These processes include learning, reasoning, problem-solving, perception, and language understanding. ML, or Machine Learning, is a subset of AI. It's a method of data analysis that automates analytical model building. It's based on the idea that systems can learn from data, identify patterns, and make decisions with minimal human intervention. ### Why is choosing a storage provider important in regards to AI and ML? ### What is Telnyx Storage? ### How does Telnyx Storage work? ### What can I do with Telnyx Cloud Storage? ### How is Telnyx Storage different from the competition? ### Is it more modern than the average competitor? ### How can I start using Telnyx Storage? ### How much does Telnyx Storage cost? ### I'm already using S3, won't switching be a pain? ### How does Telnyx Storage use Filecoin? ### Does Telnyx Storage encrypt data? ### What is hot storage? ### What is cold storage? [Start building](https://telnyx.com/sign-up) ### Ask AI * [![GPT](https://d2efw2akbx8gaf.cloudfront.net/https://dotcom-payload-assets-prod.s3.us-east-1.amazonaws.com/cms-media/chatgpt_icon-ea55e09d.jpeg?width=92&format=webp)](https://chat.openai.com/?q=What makes Telnyx's global network different, breakdown call quality for normal phone calls and voice AI calls.) * [![Claude](https://d2efw2akbx8gaf.cloudfront.net/https://dotcom-payload-assets-prod.s3.us-east-1.amazonaws.com/cms-media/claude_icon-c7c8eef3.webp?width=92&format=webp)](https://claude.ai/new?q=What makes Telnyx's global network different, breakdown call quality for normal phone calls and voice AI calls.) * [![Perplexity](https://d2efw2akbx8gaf.cloudfront.net/https://dotcom-payload-assets-prod.s3.us-east-1.amazonaws.com/cms-media/perplexity_icon-cd5b74f1.webp?width=92&format=webp)](https://www.perplexity.ai/search?q=What makes Telnyx's global network different, breakdown call quality for normal phone calls and voice AI calls.) * [![Gemini](https://d2efw2akbx8gaf.cloudfront.net/https://dotcom-payload-assets-prod.s3.us-east-1.amazonaws.com/cms-media/gemini_icon-4ff1cbf4.webp?width=92&format=webp)](https://www.google.com/search?udm=50&aep=11&q=What makes Telnyx's global network different, breakdown call quality for normal phone calls and voice AI calls.) * [![Grok](https://d2efw2akbx8gaf.cloudfront.net/https://dotcom-payload-assets-prod.s3.us-east-1.amazonaws.com/cms-media/grok_icon-e588e5bd.webp?width=92&format=webp)](https://x.com/i/grok?text=What makes Telnyx's global network different, breakdown call quality for normal phone calls and voice AI calls.)