When is a product idea ready for Cairn?
Use Cairn when the idea has enough physical-system structure that requirements, interfaces, behavior, or verification questions are starting to matter.
Before there is a formal specification, there is a messy idea. Cairn helps teams turn that idea into a model: what the system contains, what it must do, how pieces connect, how it behaves, and how the team will know it works.
Use Cairn when product discovery has become technical enough that prose and sketches no longer preserve the system.
Early product design moves through sketches, notes, meetings, and AI-generated prose. That activity creates insight, but not always structure. When the model is not explicit, teams repeat decisions, miss interfaces, and discover requirements too late.
Use Cairn when the idea has enough physical-system structure that requirements, interfaces, behavior, or verification questions are starting to matter.
No. Cairn helps form the systems engineering model. CAD, simulation, and product tools still have their own roles.
AI can propose structured model operations, but Cairn's workflow is built around reviewable changes rather than ungoverned rewrites.