Notes on AI automation
No jargon, no hype. Just what we've learned building agents that actually run in production.
Introducing Brixxly Pair Scanner: Find the Crypto Markets Worth Watching
Hundreds of pairs, many exchanges, and DEX liquidity on top. Here is how a crypto pair scanner helps you decide what deserves attention, and how Brixxly approaches it.
Why AI Automation Fails After the Demo: A Production Checklist
A working demo proves the idea. It says very little about reliability, permissions, cost or ownership. These are the engineering problems that decide whether an AI workflow survives real operations.
From AI Assistants to AI Operations: Where Business Automation Is Going
The first wave of business AI lived in a chat window next to the work. The next one lives inside the workflow. What changes when AI is wired into real systems, and where it should not decide alone.
Where to Start Automating Your Business (Without Hiring a Team)
You don't need an in-house AI team to get real value from automation. You need to pick the right first thing. Here's how we'd pick it if it were our business.
How Many Hours a Week Are You Losing to Manual Work?
Most business owners can't answer this question because nobody's ever added it up. Here's a simple way to find your real number, and what to do once you have it.
AI Agent vs. Chatbot: What's Actually Different
People use these two words like they mean the same thing. They don't. Here's the difference, in plain terms, and why it matters for what you're paying for.
Signs Your Business Is Ready for Its First AI Agent
You don't need to be a big company to get value from an agent. You need a few specific things in place first. Here's the honest checklist.
Fixed Price vs. Hourly: How AI Agencies Actually Quote Projects
Two agencies can quote the same project two completely different ways. Here's what each pricing model actually means for your risk, not just your invoice.
Data Security Basics When an AI Agent Touches Your Systems
Letting an AI agent read and write to your systems sounds risky until you see how the guardrails actually work. Here's what to ask for before you say yes.
The Real Cost of a Bad Integration (And How to Avoid One)
The agent is rarely the expensive part. The way it connects to your existing tools is where budgets and timelines actually break. Here's why.
How to Scope an AI Agent Project Before You Pay for Anything
A good scoping conversation costs you nothing and saves you from the two most common ways these projects go sideways. Here's what it should cover.
Why Most AI Pilots Never Reach Production
Plenty of demos look great in a meeting and then quietly disappear. It's rarely the AI's fault. Here's what actually kills these projects.
What Does "AI Agent" Actually Mean? A Plain-Language Glossary
The term gets used for a dozen different things right now. Before you buy anything, here's what the words in the pitch actually mean.
What Happens After Your AI Agent Launches
Launch day isn't the finish line, even though most pitches treat it like one. Here's what actually needs to happen in the weeks after, and who should be doing it.
Can a Small Business Actually Afford an AI Agent?
The six-figure enterprise numbers you see online don't apply to a single-task agent for a ten-person company. Here's what a realistic budget actually looks like.