The most powerful frontier models in the world aren’t being held back by compute. They’re being stopped dead in their tracks by corporate accountants. And with good reason!
This isn’t disruption. It’s revelation. AI didn’t break corporate finance; consumption pricing always meant this. We just couldn’t see it until the bill arrived.
For thirty years, enterprise software was priced by the seat. Fixed, predictable, manageable. AI broke that contract. Frontier models charge by consumption; every token, every call, every retry. The cost is variable, and the variable is how disciplined the work is.
The taxi with the meter on tyre rotation
Imagine getting into a cab and the driver charges you based on how many times the car’s tyres rotate. If the taxi is stuck in the mud, you’re generating massive tyre-rotation costs, but you aren’t moving an inch closer to your destination. Variable price, zero progress. Now imagine the cab is your agent and the destination is the outcome you actually wanted. Where’s your return on investment?
Two layers, and a choice
First wave of AI adoption: companies bought pre-packaged meals from frontier providers such as OpenAI, Anthropic, and Google. Turnkey, expensive, microwavable. That’s the product layer. The CFO has now walked into the kitchen and said the obvious thing: we can’t run a business on microwave meals. The response is to build a commercial kitchen; model-agnostic, owned, and instrumented. That’s the substrate layer.
The product layer is rented. The substrate layer is owned. One is a recurring cost; the other is an appreciating asset.
Capture the recipe
Now, once the kitchen exists, the next move is the one most teams miss: identify the highest-value workflows, use the model to generate the deterministic recipe, then run the recipe without the model. You use the AI once. You capture the workflow. You bypass the token meter on every subsequent run.
The chef doesn’t get fired. The chef gets promoted to writing cookbooks while the line cooks run the kitchen.
This is where the operating model conversation actually happens. It’s less about whether we should adopt AI and more about which workflows are still in the kitchen with the chef and which have been cookbooked. Every recipe captured is a permanent reduction in your variable cost base.
The lights are on
The magic show is over. The blueprint and the budget sheet are on the table.
The companies that win the next 18 months won’t be the ones with the best models. Look, every CFO can buy the same model. Instead, it’ll be the ones who built their own kitchen, captured their recipes, and stopped paying rent on work that should be theirs.
So, are you still buying microwave meals, OR are you building the kitchen?
