Anupam Kalita

Global payroll platforms

Self-directed case study · an outside read, not internal data

Why complex payroll customers take months to activate when simple ones take weeks

Simple customers self-serve in weeks. Complex ones wait on a person working a playbook by hand.

Simple customers self-serve their payroll activation in weeks. Multi-entity, complex customers wait on a person working a compliance playbook by hand, and how well that goes depends on who's assigned.

  • Weighed three alternatives (more implementation managers, one self-serve flow for everyone, fully auto-approving every setup) and rejected each for a specific reason rather than defaulting to "add more automation".
  • Proposed turning the static compliance playbook into rules the system executes for the deterministic parts, routing only real judgment calls to an implementation manager.
  • Sequenced rules before AI on purpose: a rule can be audited and a model's compliance judgment can't yet, so AI layers in only once the rules have earned a track record.

Turns a process that varies by "who you get" into one with a consistent, auditable outcome, without asking automation to own compliance judgment calls on day one.

Would validate with: time-to-activation for complex accounts, % of playbook steps auto-completed, and spread in activation time by manager.