Clipboard Score: zero to global

Clipboard needed a first-class way to define and communicate worker reliability across policy, data, mobile, Support, and admin workflows. Clipboard Score was net-new functionality that established that domain foundation.

During the initial build, its three-engineer implementation team reduced to me alone. I took project leadership, reset the plan around the real staffing constraint, and made delivery risk and ETA changes visible instead of preserving an obsolete schedule.

As I drove the remaining implementation, exhaustive end-to-end testing exposed a prelaunch defect that would have left roughly 7,500 workers without scores. I fixed it during launch hardening and designed the global rollout plan.

For scale, I consolidated a multi-call windowing path into two database calls and profiled an H3 distance-filtering alternative, rejecting it when production-like measurements showed it performed worse.

The global launch used feature flags, phased state-group activation, backfill, monitoring, and rollback. The initial release shipped January 8, 2025—two days after the revised ETA—and reached global availability on April 9.

For the later five-repository UX and admin overhaul, I released score logs first to 3,000 workers plus Support, then took all seven milestones global after cohort validation.

Clipboard Score established a shared reliability model across worker policy, data, mobile, Support, and admin. The rollout preserved a consistent transition for more than 500 users through automatic MSA switching.

A later five-repository expansion exposed that foundation through score logs and one admin experience, replacing roughly three reports plus a location dashboard. It reached global availability in November 2025, followed by removal of approximately 2,000 lines of deprecated mobile code and stale feature flags.