5 sections
Developers and ML engineers
Which model, provider, and pricing structure to commit this workload to. You are choosing a model and a pricing structure for a workload you will operate.
OpenAudience routes
Start from the decision you actually have.
Every route composes the same source sections — no route gets its own private evidence. What changes is the order, the framing, the proof standard, and the three checks that keep the route honest.
4 sections
Engineering leaders and CTOs
What AI spend envelope to plan for, and what would move it. You are planning a spend envelope you will have to defend when it moves.
Open5 sections
Platform and infrastructure teams
Rent, reserve, or own — and at what utilization. You are deciding what to rent, what to reserve, and what to own.
Open4 sections
Researchers and data scientists
Whether to fine-tune, retrieve, or prompt. You are deciding whether a narrower model earns the work it takes to make one.
Open4 sections
Procurement and finance teams
What the true, unsubsidized cost of a provider commitment is. You are pricing a commitment whose posted price is not its cost.
Open4 sections
Founders and product teams
Whether the unit economics of an AI feature survive growth. You are checking whether an AI feature's unit economics hold at scale.
Open3 sections
Executives, investors, and broad readers
Whether the cost curve supports the plan being underwritten. You want the shortest defensible account of where costs head.
Open