Insights
Straight talk on AI for business.
What works, what costs more than people expect, and when the honest answer is “you don’t need AI for this.”
All articles
- In production · 7 min read
Most AI Agents Never Make It to Production. Here's What Goes Wrong.
Agent demos are everywhere. Working agents are rare. The gap between the two is where most of the cost, and most of the lessons, actually live.
Read → - Cost & planning · 6 min read
What AI Projects Actually Cost (and Why So Many Don't Pay Off)
The model is the cheap part. The expensive parts are the ones nobody puts in the slide deck.
Read → - Cost & planning · 6 min read
Your Data Is the Bottleneck, Not the Model
Everyone's shopping for a better model. The thing holding most projects back is sitting in a dozen spreadsheets nobody wants to open.
Read → - Getting started · 5 min read
Is AI Actually Right for Your Business? An Honest Checklist.
Sometimes the answer is yes. Sometimes the answer is a database and a couple of well-placed rules. Knowing which is which saves a lot of money.
Read → - Cost & planning · 7 min read
Should You Host Your Own AI Models or Just Use an API?
The default answer is "use the API." The interesting question is when that default stops being right for you.
Read → - Getting started · 6 min read
AI or Just Software? How to Tell What's Really Intelligent
Half the things labeled "AI" right now are a database and some if-statements in a nice outfit. Here's how to see through it.
Read → - Getting started · 5 min read
AI vs. Machine Learning: What's the Difference, Really?
People use the two terms as if they're the same thing. They're not, and the relationship between them is simpler than the jargon makes it sound.
Read → - Choosing a partner · 7 min read
What a Good Technology Partner Actually Does (and the Red Flags to Watch For)
Choosing who builds your software is a bigger decision than what they build. Here's how to tell a real partner from a vendor who'll disappear after the invoice clears.
Read → - Choosing a partner · 6 min read
Should You Hire an AI Team or Work With a Partner?
The hardest part of an AI project often isn't the technology. It's deciding who should do it. Here's an honest look at when to build a team and when not to.
Read → - In production · 7 min read
The Hidden Security Risks of Rushing AI Into Production
The pressure to ship AI fast is real. So are the ways it can quietly expose your data and systems. A practical look at what actually goes wrong.
Read → - Cost & planning · 6 min read
Legacy Systems Aren't the Problem. Being Afraid to Touch Them Is.
That aging system everyone's scared to change is probably costing you more than you realize. Here's how to modernize it without the big-bang disaster everyone fears.
Read → - Getting started · August 17, 2026 · 6 min read
The Stuff You Can Do With AI Now That Used to Need a Team
A year or two ago, a lot of this took a budget, a hire, or a quarter of engineering. Now a small business can reach for it on a Tuesday afternoon. Here's what's actually within reach.
Read → - Getting started · August 10, 2026 · 6 min read
How a Small Team Started Punching Way Above Its Weight
The gap between what a small business can imagine and what it can actually pull off just narrowed a lot. This is the shape of what that looks like in practice.
Read →