Insights

In-depth insights on enterprise search, self-hosted AI, and AI tools for work.

Self-Hosted AI
13 min read

Migrating from Open WebUI to Onyx: A Step-by-Step Guide for Teams

A practical guide to migrating from Open WebUI to Onyx: when it makes sense, how the architectures map, and a step-by-step plan covering models, RAG, SSO, and cutover.

Roshan Desai
Roshan Desai
Jul 15, 2026
Self-Hosted AI
14 min read

Sovereign AI in 2026: What It Is, Why It Matters, and 8 Platforms Powering the Sovereign AI Stack

What sovereign AI means, why enterprises and governments are investing billions in it, and the 8 platforms that make up a sovereign AI stack: from Onyx and Mistral to sovereign clouds and local inference.

Roshan Desai
Roshan Desai
Jul 14, 2026
Self-Hosted AIEnterprise Search
18 min read

Self-Hosted RAG in 2026: The Complete Guide to Running Retrieval-Augmented Generation On Your Own Infrastructure

How to deploy retrieval-augmented generation on your own infrastructure. Compare self-hosted RAG platforms (Onyx, Open WebUI, LibreChat, AnythingLLM, RAGFlow, Verba) and frameworks (LlamaIndex, LangChain, Haystack), with recommended stacks for small, mid-market, and air-gapped enterprise deployments.

Roshan Desai
Roshan Desai
May 22, 2026
Self-Hosted AI
11 min read

OpenWebUI vs. LibreChat vs. Onyx: The Complete Comparison (2026)

Compare OpenWebUI, LibreChat, and Onyx side by side. Features, architecture, enterprise readiness, and which open-source AI platform fits your team.

Roshan Desai
Roshan Desai
May 7, 2026
Self-Hosted AI
14 min read

Best OpenWebUI Alternatives for Teams in 2026

Compare the best OpenWebUI alternatives for self-hosted AI chat, local LLMs, RAG, agents, and enterprise knowledge search.

Roshan Desai
Roshan Desai
May 7, 2026
Self-Hosted AI
12 min read

Best Self-Hosted LLMs in 2026

Which LLMs run on a single H100? Which need 4x H200? Hardware tier breakdown with benchmark scores and deployment specs for 16 self-hosted models from Kimi K2.5 to Qwen3.5-4B.

Roshan Desai
Roshan Desai
May 6, 2026
Self-Hosted AI
12 min read

How to Self-Host LLMs for Your Team (Comprehensive 2026 Guide)

Learn how to self-host LLMs for your team. Compare stack architectures, hardware requirements, costs, and platforms like Onyx, Ollama, vLLM, and SGLang.

Roshan Desai
Roshan Desai
Apr 23, 2026
Insights | Onyx AI