System
Customer ops engine
Every message grounded in product truth and house voice, whether a human or the AI writes it.
ProofResponse times cut by around 90% across the product line.
The problem
Support drifts, written from memory and screenshots, until the copy quietly misrepresents the product.
The outcome
One grounding workflow every reply runs, so quality is a property of the system, not the person.
Customer comms, lifecycle messages, support replies, transactional email, all run through one grounded workflow: pull the house voice, reuse the vetted snippets, verify what the product actually does, read the recent history, then draft. Whether a person or the AI writes it, the reply lands in voice and on spec.
We cut response times by around 90% doing this. It travels to any trust-heavy or lifecycle-heavy product where support can’t afford to go off script.
More on the thinking: Solve it once
All systems