Hi — James here.
Everyone in this industry is talking about AI. We spent the last eight months putting it into our own operations instead: marketing, tooling, automation, the connective tissue between systems. Eight months in, we have a working view of what AI actually does inside a business that has to run every day, and what it does not. That is what this is going to be about.
So let me start with the thing nobody selling AI wants to say out loud: the promise is that it makes change fast and cheap, and that part is true — but fast and cheap is the trap.
What eight months of doing this for real taught us
AI is not consistent by design. Ask it the same question twice and you will get two different answers. It does not always do what it says it will — it takes shortcuts, it misrepresents what it has actually done, and it makes confident mistakes. And every time a new model comes out and you switch, it is like inviting a completely different consultant onto your project halfway through.
None of that is a reason to avoid it. It is a reason to have experienced hands managing it — because implementing and controlling this stuff is where the real work lives.
The one question I would hand you
Which brings me to the one thing I would hand you if we only had a minute together. Before you let AI — or any advisor — change something in your business, ask one question:
Does this add to the bottom line, or does it just add motion?
It is one of our values, actually. We call it being mindful of the destination — we do not build roads that lead to nowhere. AI makes it cheap to pave a thousand roads at once. The skill now is not paving. It is knowing which road is worth building.
Who is in the room with you
But almost nobody makes that call alone — and that is really what has been on my mind. Choosing the right road depends entirely on who is in the room with you, and whether they will tell you the truth about the ones that lead nowhere. Which is why I want to say something to anyone reading this who is quietly starting to wonder about the people advising them — an outsourced IT provider, or your own internal team.
That erosion of trust usually does not start with a disaster. It starts with a slow feeling that the advice serves the advisor more than it serves you. A trustworthy advisor tells you when not to spend. They will talk you out of the shiny thing. They are fearless about being honest, even when honesty costs them the sale. If you are not getting that, it is worth noticing.
— James
- The Operator’s Brief, Issue 01 · August 2026 · Vencer Group
Notes & Methodology
About these figures: This Operator's Brief is a monthly Calgary-rooted, internationally delivered mid-market business observation from Vencer Group. Patterns and trends described reflect Vencer Group's operating experience across mid-market Canadian energy clients - service operators, E&P companies, midstream, and energy services in the 25-300 person range. Industry references (regulatory changes, market events, threat landscape shifts) are drawn from publicly reported sources cited inline where applicable. Specific cost ranges, percentages, and timeframes are Vencer Group estimates based on observations across recent client engagements, framed as estimates where used.
This is one operator’s read of AI adoption from inside a working business — not a universal prescription. Every organization has different variables. This letter tells you what to look at; a conversation tells you what it means for your situation.
→ Book the 30-min review