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Description
Our research initiatives in the open-source realm concentrate on developing innovative middleware and software designed to surround and unify large language models (LLMs), alongside creating high-quality enterprise models aimed at automation, all of which are accessible through Hugging Face. LLMWare offers a well-structured, integrated, and efficient development framework within an open system, serving as a solid groundwork for crafting LLM-based applications tailored for AI Agent workflows, Retrieval Augmented Generation (RAG), and a variety of other applications, while also including essential components that enable developers to begin their projects immediately. The framework has been meticulously constructed from the ground up to address the intricate requirements of data-sensitive enterprise applications. You can either utilize our pre-built specialized LLMs tailored to your sector or opt for a customized solution, where we fine-tune an LLM to meet specific use cases and domains. With a comprehensive AI framework, specialized models, and seamless implementation, we deliver a holistic solution that caters to a broad range of enterprise needs. This ensures that no matter your industry, we have the tools and expertise to support your innovative projects effectively.
Description
RunInfra effortlessly transforms natural language into fully operational AI inference endpoints. By simply describing your requirements, the AI agent autonomously constructs, refines, deploys, and scales your project without the need for YAML configurations, DevOps expertise, or GPU setup—just a conversation. Designed specifically for delivering open-source AI models as production-ready APIs, it intelligently chooses suitable models, benchmarks actual GPU performance, implements kernel enhancements, and establishes HTTP endpoints compatible with OpenAI. RunInfra is capable of creating diverse applications including language models, speech recognition, text-to-speech, embeddings, vision-language tasks, image generation, retrieval-augmented generation (RAG) searches, document analysis, transcription services, AI assistants, and complex multi-model reasoning frameworks, contingent on the runtime and model capabilities. Its streamlined workflow progresses seamlessly from your initial description to optimization, deployment, and integration; simply inform RunInfra of your needs, and it will evaluate real GPU options from L4 to B200, explore model variants like AWQ, GPTQ, and FP8, fine-tune kernels using Forge, and deliver a fully functional endpoint compatible with OpenAI’s Python and JavaScript SDKs. The efficiency and simplicity of RunInfra make it a valuable asset for developers aiming to leverage advanced AI technologies without the typical complexities involved.
API Access
Has API
API Access
Has API
Integrations
Hugging Face
Python
Chroma
Faiss
JavaScript
LanceDB
Milvus
MongoDB Atlas
Neo4j
OpenAI
Integrations
Hugging Face
Python
Chroma
Faiss
JavaScript
LanceDB
Milvus
MongoDB Atlas
Neo4j
OpenAI
Pricing Details
Free
Free Trial
Free Version
Pricing Details
$100 per month
Free Trial
Free Version
Deployment
Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook
Deployment
Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook
Customer Support
Business Hours
Live Rep (24/7)
Online Support
Customer Support
Business Hours
Live Rep (24/7)
Online Support
Types of Training
Training Docs
Webinars
Live Training (Online)
In Person
Types of Training
Training Docs
Webinars
Live Training (Online)
In Person
Vendor Details
Company Name
LLMWare.ai
Country
United States
Website
llmware.ai/
Vendor Details
Company Name
RunInfra
Founded
2026
Country
Jordan
Website
runinfra.ai/