Generative AI

Embeddings Generation

Generate embeddings at lightning speed, leveraging best-in-class models

Define embeddings with a single line of code

Create embeddings from unstructured data using a single command. Define and automate embedding generation, focusing on AI application development rather than GPU management and pipeline complexity.

Generate embeddings from all data sources

Supercharge your AI applications with Tecton’s high-performance Embeddings Engine, capable of processing up to 100k embeddings per second. From structured databases and data warehouses to data lakes and streaming platforms, Tecton transforms all your available data into rich, multidimensional representations.

Leverage best-in-class embedding models

Use best-in-class open-source embeddings models effortlessly. Experiment with cutting-edge models that ship out of the box with Tecton with a single line of code change. Alternatively, bring your custom PyTorch models to Tecton or request Tecton to leverage API-based model providers (such as AWS Bedrock or OpenAI). Leverage the most recent advancements in the field, accelerating your development cycle while staying at the forefront of AI capabilities.

Save money with an efficient embeddings engine

Maximize GPU utilization through distributed inference, dynamic token batching, and automated token budget selection. Process larger-than-memory datasets efficiently, achieving up to 100k embeddings per second on standard cloud GPU instances. Scale AI applications effectively while optimizing performance.