Insights
In-depth insights on enterprise search, self-hosted AI, and AI tools for work.
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.
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.
How Onyx's RAG Engine Cuts Token Usage at Enterprise Scale (2026)
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.
Secure Access Control for AI Agents: Why Your Agent Should Never Hold Your Credentials
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.
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.
8 Best Enterprise OpenClaw Options for 2026
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.
Best Enterprise RAG Platforms for 2026: A Buyer's Guide
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.
Best Enterprise Search Platforms for Engineering Teams (2026)
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.
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.
Best LLMs for Coding in 2026
Claude Opus 4.6 leads SWE-bench Verified at 80.8%. GPT-5.4 leads Terminal-Bench at 75.1%. Full benchmark breakdown for 10 coding LLMs with cost comparison and open-source picks.
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.
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.
Best Open Source LLMs in 2026
Compare 10 open-source and open-weight language models in Onyx's March 12, 2026 leaderboard snapshot. Benchmark data, license types, and API availability for Kimi K2.5, GLM-5, DeepSeek V3.2, Qwen 3.5, GPT-oss 120B, and more.
Best LLMs in 2026
Compare leading large language models in Onyx's leaderboard snapshot. Benchmark data for Claude Opus 4.6, GPT-5.4, Gemini 3.1 Pro, Kimi K2.5, GLM-5, and more across SWE-bench, GPQA Diamond, and AIME.
The Enterprise Evaluation Framework for OpenClaw
A 10-dimension scoring matrix for evaluating OpenClaw in enterprise environments. Evidence-based ratings across identity, sandboxing, and compliance.
Best Enterprise Search Tools for 2026: The Complete Guide
Compare the 11 best enterprise search tools for 2026, including features, pricing, deployment models, and AI capabilities side-by-side. Includes open-source options.
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.
Best Open-Source Glean Alternatives for Enterprise Search (2026)
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.