GenAI - Autoize

Even if you have deployed an enterprise GPT platform as a dedicated workspace for your organization, it remains best practice to avoid storing unnecessary PII in your AI data infrastructure. In fact, many regulated industries & sectors such as education…

Private Enterprise GPT on Any Cloud with Inference APIs

AI Infrastructure

AI as a Service, AI Middleware, AWS, Azure, GenAI, Generative AI, LibreChat, LiteLLM, Open Source AI, Privacy Protection, Retrieval Augmented Generation, Self Hosted AI

Are your employees using the consumer versions of ChatGPT or Copilot (formerly Bing Chat) without your knowledge? Especially with hybrid work arrangements, this could be surreptitiously happening on employees’ mobile phones or personal laptops – even if company devices are…

OctoAI Acquired by NVIDIA (Shuts Down) – Predictions & Alternatives

AI Infrastructure

AI as a Service, AI Middleware, AI Proxy, Amazon Bedrock, GenAI, Generative AI, LiteLLM, Vertex AI

Since meeting their team virtually at DockerCon 2023, we have seen OctoAI as among the most developer-friendly AIaaS platforms for AI inference and media generation in the market. Their platform treated open models, such as LLaMA and Stable Diffusion as…

AI Retrieval Augmented Generation in the (Virtual) Private Cloud

AI Infrastructure

ChatGPT Alternative, GenAI, Generative AI, Open LLM Models, Open Source AI, Private AI, Retrieval Augmented Generation

Retrieval Augmented Generation (RAG) is an AI technique for getting more tailored responses from a foundation model, without the need for training or fine-tuning a model from scratch. Large Language Models, such as Meta’s LLaMA 2, provide high quality responses…

GPU Inference with Ollama or TGI on Google Cloud

AI Infrastructure

Container Orchestration, GenAI, Generative AI, GPUs, Locally Hosted AI, NVIDIA CUDA, Ollama

GPUs increase the speed of LLM inference and embedding by an average of an order of magnitude or more, enabling a model to generate tokens as quickly as a user can read. As a typical reading speed is two to…

Run Open AI Models for Enterprise with a ChatGPT “Clone”

AI Infrastructure

BionicGPT, ChatGPT Alternative, GenAI, Generative AI, LibreChat, Open AI Models, Open LLM Models, Open Source AI, OpenAI Compatible API, Self-Hosted Apps

Are you looking for an alternative to ChatGPT Enterprise with no minimum number of seats or annual contract, with enterprise features such as single-sign on (SSO) through Google Workspace, OpenID, or Microsoft Entra ID? It is worth considering running an…

Retrieval Augmented Generation (RAG) with Local Embeddings

AI Infrastructure

BionicGPT, GenAI, Generative AI, Graph Databases, LiteLLM, Neo4j, Open LLM Models, pgVector, Retrieval Augmented Generation, Vector Databases

Retrieval Augmented Generation (RAG) could very well be the hottest topic in generative AI right now. It has been clear since ChatGPT took the world by storm that RAG is one of the best use cases of GenAI for enterprises.…

Proxies & Load Balancers for AI LLM Models (AI Middleware)

AI Infrastructure

AI Middleware, Docker, GenAI, Generative AI, HAProxy, LiteLLM, LLaMA 2, Locally Hosted AI, Ollama, Open LLM Models, OpenAI Compatible API

The Cambrianesque explosion of capable, open Large Language AI Models represents an opportunity to extend virtually any application with AI capabilities, but a strategy for managing multiple AI endpoints is clearly needed. Hosting open models in your own environment requires…

Locally Hosted Open Source LLM AI Models

Private, Local AI with Open LLM Models

AI Infrastructure

GenAI, Generative AI, GPT4All, LLaMA 2, LocalAI, Open LLM Models, Open Source AI, OpenAI Alternative, OpenAI Compatible API, Private AI, Self Hosted AI

To date, most implementations of AI in applications using GPT Large Language Models (LLMs) rely on calling the OpenAI API, which surprisingly, contrary to what its name might suggest, is not open-source. This pattern has become so common that a…