AI development cluster
Most ‘AI automation’ is a Zapier screenshot. AppsAura automates the ugly middle of operations software: classify a complaint, extract fields from a document, suggest the next status. Vistarx-style workflows already need those steps. The model proposes; the system of record still requires a role.
We start from the existing process, not from a model. If a deterministic parser works, we use it. AI sits on the residual: messy text, photos of labels, inconsistent supplier emails. Every automated write has an idempotency story and a way to undo.