#operations
6 pieces filed under “operations”.
Every AI feature needs a kill switch
Config-driven disable paths, graceful degradation, incident comms for model-caused bugs, provider outage posture, and the quarterly drill where you flip the switch.
Human-in-the-loop: designing the review queue
Human-in-the-loop AI fails at the queue, not the model. Triage design, keyboard-first reviewer ergonomics, feedback loops into evals, and honest staffing maths.
Rebrand rollout: the domino order matters
A rebrand is a logistics operation wearing a brand costume. The domino order — domain, redirects, app stores, email, legal — that decides whether launch week sings.
Brand governance without the brand police
Governance fails when it's enforcement. How to build decision rights, self-serve assets and exception handling that make the right thing the easy thing.
Gift flows: the seasonal feature that deserves year-round craft
Gifting is a revenue line with a calendar. Multi-address checkout, date-promise logic, gift-card UX, the recipient experience, and a peak-season runbook.
Analytics governance: tracking plans before tools
Analytics rots quietly until nobody trusts the dashboards. The fix is governance, not tooling: event naming grammar, ownership, QA rituals and the monthly data hour.