Insights

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

Self-Hosted AI

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

13 min read
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, Jul 15, 2026

Self-Hosted AI

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

14 min read
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, Jul 14, 2026

Enterprise Search

How Onyx's RAG Engine Cuts Token Usage at Enterprise Scale (2026)

12 min read
Agents that read every source burn tokens on every task. Learn how Onyx's RAG engine indexes your sources once, condenses them into a vector DB, and serves enterprise context in one cheap retrieval call.

Roshan Desai, Jul 9, 2026

AI Security

Secure Access Control for AI Agents: Why Your Agent Should Never Hold Your Credentials

12 min read
AI agents don't need your passwords to do their job. How credential injection proxies keep secrets out of agent sandboxes, gate risky actions behind approvals, and make real agent workflows safe, explained for technical and non-technical readers.

Roshan Desai, Jul 9, 2026

Self-Hosted AI

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

18 min read
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, May 22, 2026

AI Security

8 Best Enterprise OpenClaw Options for 2026

13 min read
The 8 best enterprise OpenClaw options for 2026. Sandboxed AI agents with SSO, RBAC, audit logs, and self-hosting. Current pricing and CLAW-10 scores compared.

Roshan Desai, May 8, 2026

AI Tools

Best Enterprise RAG Platforms for 2026: A Buyer's Guide

22 min read
Compare 11 enterprise RAG platforms across architecture, connectors, deployment, security, and pricing. Includes turnkey, cloud, and open-source options with current 2026 pricing and analyst data.

Roshan Desai, May 8, 2026

Enterprise Search

Best Enterprise Search Platforms for Engineering Teams (2026)

12 min read
Compare the 8 best enterprise search platforms for engineering teams in 2026. Find answers across docs, tickets, chat, PRs, and issues. Pricing, self-hosting, APIs, MCP, and what each is built for.

Roshan Desai, May 8, 2026

Self-Hosted AI

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

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

Roshan Desai, May 7, 2026

AI Tools

Best LLMs for Coding in 2026

11 min read
Claude Fable 5 leads SWE-bench Verified at 95%. GPT-5.5 leads Terminal-Bench 2.0 at 82.7%. Full benchmark breakdown for 10 coding LLMs with cost comparison and open-source picks.

Roshan Desai, May 7, 2026

Self-Hosted AI

Best OpenWebUI Alternatives for Teams in 2026

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

Roshan Desai, May 7, 2026

Self-Hosted AI

Best Self-Hosted LLMs in 2026

12 min read
Which LLMs run on a single H100? Which need a 16x H100 cluster? Hardware tier breakdown with benchmark scores and deployment specs for open-weight self-hosted models from DeepSeek-V4-Pro to Gemma 4 12B.

Roshan Desai, May 6, 2026

AI Tools

Best Open Source LLMs in 2026

11 min read
Compare 10 open-source and open-weight language models in Onyx's July 20, 2026 leaderboard snapshot. Benchmark data, license types, and API availability for DeepSeek-V4-Pro, Kimi K2.6, GLM-5.2, MiniMax M3, Qwen3.6-27B, and more.

Roshan Desai, May 5, 2026

AI Tools

Best LLMs in 2026

10 min read
Compare leading large language models in Onyx's leaderboard snapshot. Benchmark data for Claude Fable 5, Claude Opus 4.8, GPT-5.6 Sol, Kimi K3, GLM-5.2, and more across SWE-bench, GPQA Diamond, and Chatbot Arena.

Roshan Desai, May 4, 2026

AI Security

The Enterprise Evaluation Framework for OpenClaw

8 min read
A 10-dimension scoring matrix for evaluating OpenClaw in enterprise environments. Evidence-based ratings across identity, sandboxing, and compliance.

Wenxi Huang, Apr 30, 2026

Enterprise Search

Best Enterprise Search Tools for 2026: The Complete Guide

14 min read
Compare the 11 best enterprise search tools for 2026, including features, pricing, deployment models, and AI capabilities side-by-side. Includes open-source options.

Chris Weaver, Apr 24, 2026

Self-Hosted AI

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

12 min read
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, Apr 23, 2026

Enterprise Search

Best Open-Source Glean Alternatives for Enterprise Search (2026)

12 min read
The best open-source Glean alternatives for enterprise search in 2026. Compare Onyx, PipesHub, and Elasticsearch on pricing (from $0), self-hosting, connectors, and AI agents.

Yuhong Sun, Apr 18, 2026