Insights

Notes from the team
building AgentOS.

Guides, comparisons, and field notes on putting AI to work across a business.

FeaturedEngineering6 min read

Why AI agents fail in production

The demo looks like magic, then it hits the real world. It is not the model. It is three infrastructure gaps: tool registry, approvals, and observability.

Read the article

All articles

Engineering6 min read

Why AI agents fail in production

The demo looks like magic, then it hits the real world. It is not the model. It is three infrastructure gaps: tool registry, approvals, and observability.

July 2026Read now
Guides12 min read

What is a context layer (and a context lake)?

A context layer gives every AI tool your team uses the same knowledge of your business. What it is, how a context lake fits in, and whether you need one.

October 2026Read now
Guides7 min read

AI cost management

AI prices per token keep falling, but AI bills keep rising. What drives AI spend, what the main models cost in 2026, and 7 ways to cut it.

October 2026Read now
Comparisons8 min read

AgentOS vs Google Gemini for business

Gemini is the AI inside Google Workspace. AgentOS gives Gemini, ChatGPT and Claude one shared memory and one view of what they cost.

October 2026Read now
Comparisons7 min read

AgentOS vs Notion AI

Notion AI works best when your knowledge lives in Notion. AgentOS works wherever it lives, and shares it with every AI tool you use.

October 2026Read now
Comparisons8 min read

AgentOS vs n8n

n8n gives technical teams a canvas to build any workflow. AgentOS lets anyone describe one in a sentence. Which fits your team.

October 2026Read now
Comparisons7 min read

AgentOS vs Zapier for AI work

Both run workflows across your tools. Zapier connects 9,000+ apps with fixed steps. AgentOS workflows run on everything your company knows.

October 2026Read now
Comparisons7 min read

AgentOS vs Lindy

Lindy is an AI agent you hand tasks to. AgentOS is the layer underneath all of your AI tools. What each does, and when you need both.

October 2026Read now
Comparisons8 min read

AgentOS vs Microsoft Copilot for business

Copilot is the AI inside Microsoft 365. AgentOS connects it to ChatGPT, Claude and the rest, with one shared memory and one view of cost.

October 2026Read now
Comparisons6 min read

AgentOS vs. ChatGPT for business

ChatGPT is a great assistant. AgentOS is the shared context it, and every other AI tool your team uses, works from. How they compare, and when to use both.

September 2026Read now
Comparisons6 min read

AgentOS vs. Claude for business

Claude's memory and projects make Claude smarter, but only inside Claude. How AgentOS shares one company context with Claude, ChatGPT and Cursor.

September 2026Read now
Comparisons6 min read

AgentOS vs. Claude Cowork

Cowork does multi-step work for one person. AgentOS gives all your AI tools the same company context. What each does, and how they work together.

Updated September 2026Read now
Guides5 min read

Your team is using AI. Your business isn't.

Everyone has a copilot open, but nothing about how the company runs has changed. Why individual AI fails, and how shared infrastructure compounds.

July 2026Read now
Industries6 min read

AI agents in construction

The bottleneck is the manual coordination layer between Procore, email, and the field. How a submittal went from a 48-hour cycle to 11 minutes.

July 2026Read now
Engineering3 min read

MCP is the front door

How Claude, ChatGPT, Cursor, and your custom agents walk into the office and start working from the same shared memory.

July 2026Read now
Product4 min read

Why your agents need an office

Every AI tool you use is a remote worker with amnesia and no coworkers. The fix isn't a better model, it's a shared place to work.

July 2026Read now
Company3 min read

Why we named him Otto

Our operator needed a public persona. We gave him the humblest title in the building, and let him pick his own name.

July 2026Read now

Give your AI the context
to do real work.