--- title: Embeddings API | Telnyx AI Platform canonical: https://telnyx.com/products/embeddings-api --- # Embeddings API | Telnyx AI Platform # Embeddings API Quickly build a vector database from stored files with Telnyx Embeddings API. Our intuitive platform makes it easy to embed documents for context-rich inference. [Start building](https://telnyx.com/sign-up) Reach out to our [team of experts](https://telnyx.com/contact-us) **ABOUT** ## Scalable embeddings at your fingertips Embeddings are numerical representations of data essential for AI's contextual understanding, powering applications like chatbots and fraud detection. But the costs and computational resources required for scalable embeddings are a challenge for businesses trying to harness the full potential of AI. Telnyx Embeddings API allows users to embed data stored in [Telnyx Cloud Storage](https://telnyx.com/products/cloud-storage "Cloud Storage") with the click of a button. Dedicated infrastructure powers scalable embeddings via API so businesses can create vector databases that can offer additional context for Inference, boosting the intelligence of AI applications. At over [90% cheaper than competitors](https://telnyx.com/pricing/inference-api "Telnyx Inference Pricing"), Telnyx empowers our users to embed and store vast amounts of data, enhancing the effectiveness of GenAI applications. **FEATURES** ## Build a cost-effective vector database Prime data for fast inference with an intuitive and cost-effective embeddings API. * ### Scalable embeddings Quickly perform embeddings on stored documents, at scale. Our dedicated infrastructure and OpenAI-compatible APIs power fast embedding for all your files. * ### Easy to use platform Whether testing in the portal or deploying to prod via API, our intuitive platform means you don’t have to waste time on MLOps. * ### Embed more for less At up to [50% cheaper](https://telnyx.com/pricing/inference-api "Embeddings Pricing") than competitors, Telnyx allows you to build a vector data base without breaking the bank. ## BENEFITS ## Summarize effortlessly Instantly summarize internal documents to extract the most important information or condense for sharing with stakeholders 300 ## pages summarized instantly ## Build your vector database Store unlimited vectors in Cloud Storage for fast, contextualized inference. PB ## scale storage HOW IT WORKS [Start building](https://telnyx.com/sign-up) ### Sign up to Telnyx for free Create a [Telnyx account](https://telnyx.com/sign-up "Signup") and navigate to the Storage tab in the Mission Control Portal to get started quickly. ### Upload a document for embedding Create a storage bucket and upload files and folders for embedding. Low-cost object storage allows you to create unlimited buckets at no extra cost. ### Embed in the click of a button Instantly embed stored data in the portal or via intuitive APIs thanks to dedicated infrastructure. ### Build your vector database Store your embeddings in Telnyx Storage at 90% less than OpenAI. When you're ready to implement context-rich inference in your apps, your data will be retrieved in seconds. Step 1/4 **PRICING** ## Embeddings pricing Embed your stored data at 50% less than OpenAI Starting at $0.00005 per 1K tokens [See pricing](https://telnyx.com/pricing/inference-api) **RESOURCES** ## Get started Take a look at our helpful tools to get started * ### Test in the portal Quickly embed your storage buckets with the click of a button in the portal. [Test in the portal](https://portal.telnyx.com) * ### Explore the docs Don’t wait to scale, start today with our public API endpoints [API docs](https://developers.telnyx.com/api-reference/embeddings/embed-documents) * ### Stay up to date Keep an eye on our AI changelog so you don't miss a beat. [See updates](https://telnyx.com/landing/telnyx-ai-inference-changelog) ## Interested in building AI with Telnyx? We’re looking for companies that are building AI products and applications to test our new Sources and Inference products while they're in beta. If you're interested, get in touch! ## Interested in testing Inference API? ## Build your next-generation apps with Telnyx AI [Talk to an Expert](https://telnyx.com/contact-us)[Sign up](https://telnyx.com/sign-up) ## FAQ ### What is the Telnyx Embeddings API? The Telnyx Embeddings API converts your stored documents into vector embeddings to power semantic search, contextual inference, and AI workflows, all via a scalable API. ### How do I create a vector database using the Embeddings API? ### Which file formats are supported for embedding? ### What happens when documents are updated or deleted? ### Can I embed content from a website URL? ### How do I search my embedded content for relevance? ### When should I use embeddings versus fine-tuning? ### What are practical use cases for the Embeddings API? ### How does the Embeddings API integrate with Inference? **Resources, Docs, Support** ## Embeddings Api hub * ### Embeddings | Telnyx In this tutorial, you'll learn how to: [Read more](https://developers.telnyx.com/docs/inference/embeddings) * ### Inference API Quickstart | Telnyx Introduction [Read more](https://developers.telnyx.com/docs/inference/getting-started) * ### AI Playground Quickstart | Telnyx Tutorial for AI Playground Quickstart. Start building on Telnyx today. [Read more](https://developers.telnyx.com/docs/inference/quickstart) * ### Langchain Integration | Telnyx Langchain [Read more](https://developers.telnyx.com/docs/inference/langchain-integration) * ### Account Setup | Telnyx Outlines the process of setting up a Telnyx account. [Read more](https://developers.telnyx.com/docs/account-setup) * ### Inference APIs | Telnyx Incorporate AI into your applications with ease. [Read more](https://developers.telnyx.com/api-reference/openai-chat/create-a-chat-completion-openai-compatible) * ### Embed documents API | Telnyx Perform embedding on a Telnyx Storage Bucket using the a embedding model. [Read more](https://developers.telnyx.com/api-reference/embeddings/embed-documents) * ### Get available models API | Telnyx This endpoint returns a list of Open Source and OpenAI models that are available for use. [Read more](https://developers.telnyx.com/api-reference/openai-chat/get-available-models-openai-compatible) * ### Search for documents API | Telnyx Perform a similarity search on a Telnyx Storage Bucket, returning the most similar `num_docs` document chunks to the query. [Read more](https://developers.telnyx.com/api-reference/embeddings/search-for-documents) * ### Get an embedding task's status API | Telnyx Check the status of a current embedding task. Will be one of the following: [Read more](https://developers.telnyx.com/api-reference/embeddings/get-an-embedding-tasks-status) * ### When to use embeddings vs. fine-tuning for AI success Learn when to use embeddings vs fine-tuning in AI models to optimize performance, cost, and accuracy for your machine learning projects. [Read more](https://telnyx.com/resources/embedding-vs-fine-tuning) * ### Benefits and challenges of using embeddings databases Learn how embeddings databases transform unstructured data into actionable insights and why they're crucial for modern AI applications. [Read more](https://telnyx.com/resources/embeddings-database) * ### Unlock the power of smarter searching with Telnyx Flow All your business data means nothing if you can’t pull what you need from it. Use Telnyx Flow to conduct smarter searches and build informed workflows. [Read more](https://telnyx.com/resources/flow-embeddings-search-demo) * ### Make your data work for you by building with Telnyx Flow Create and update automated workflows easily with Telnyx Flow. Start building your first workflow to see the difference. [Read more](https://telnyx.com/resources/flow-upload-content-demo) * ### How vector storage works—and how it’s advancing AI Understand vector storage's role in AI, enhancing data analysis, and driving business and technology innovations. [Read more](https://telnyx.com/resources/vector-storage) * ### what-is-retrieval-augmented-generation Retrieval-augmented generation (RAG) is an AI framework that allows generative AI tools to produce more accurate, contextual responses. [Read more](https://telnyx.com/resources/what-is-retrieval-augmented-generation-rag) * ### The role of domain-specific data in fine-tuning AI models Learn about the process and benefits of fine-tuning AI models using domain-specific data to meet industry-specific needs and standards. [Read more](https://telnyx.com/resources/domain-specific-data-ai) * ### How to use inference APIs to drive AI adoption Inference APIs drive AI adoption by enabling real-time applications, multimodal systems, and personalized solutions with speed and scalability. [Read more](https://telnyx.com/resources/inference-api-ai-adoption) * ### Build on the Telnyx AI Platform to create next-gen apps Explore how the Telnyx AI Platform can elevate your next-gen applications with ease, speed, and flexibility. Discover what sets Telnyx apart. [Read more](https://telnyx.com/resources/telnyx-ai-platform) * ### Telnyx Blog | CPaas & UCaaS Resources Find data-driven research, comprehensive guides and all things SIP trunking, voice and SMS APIs, wireless and more. [Read more](https://telnyx.com/resources/topic/flow) * ### ElevenLabs alternative: Top platforms for scalable voice AI Discover top ElevenLabs alternatives and why Telnyx offers a better voice AI stack with lower latency, real-time control, and LLM flexibility. [Read more](https://telnyx.com/resources/elevenlabs-alternative) * ### The Better ElevenLabs Alternative | Telnyx See why Telnyx beats ElevenLabs. Get better pricing, built-in telecom stack, and full AI infrastructure control. Switch to Telnyx for better voice AI. [Read more](https://telnyx.com/the-best-elevenlabs-alternative) * ### Telnyx SMS Guide | Telnyx Help Center Here you will find a collection of links that will explain how to build applications using our SMS offering. [Read more](https://support.telnyx.com/en/collections/133103-telnyx-sms-guide) * ### Voice API Essentials | Telnyx Help Center In this collection you will find helpful links that explain the mission control portal features and troubleshooting tips. [Read more](https://support.telnyx.com/en/collections/133140-voice-api-essentials) * ### WebRTC Voice SDK | Telnyx Help Center Telnyx provides detailed setup guides for iOS and Android push notifications using the WebRTC Voice SDK. [Read more](https://support.telnyx.com/en/collections/5782829-webrtc-voice-sdk) * ### General Voice API Help | Telnyx Help Center Get assistance with Telnyx's Voice API: UK TPS, Google Verified Calls, STIR/SHAKEN. [Read more](https://support.telnyx.com/en/collections/1513238-general-voice-api-help) * ### API Keys and How to Use Them | Telnyx Help Center In this article we will explain API keys and how to use them with both API v2 and API v1. [Read more](https://support.telnyx.com/en/articles/4305158-api-keys-and-how-to-use-them) * ### Telnyx Storage | Telnyx Help Center Here you will find a collection of FAQs and guides on all things Telnyx Storage. [Read more](https://support.telnyx.com/en/collections/3840515-telnyx-storage) * ### AI and Machine Learning \[Use Cases\] See how AI and machine learning can enhance your projects. Explore Telnyx use cases today. [Read more](https://telnyx.com/use-cases/ai-and-machine-learning) * ### Storage for AI | Document Summarizer Optimize internal workflows and reduce costs with instant file summary and embedding from Telnyx. [Read more](https://telnyx.com/use-cases/storage-for-ai) [Start building](https://telnyx.com/sign-up)