Comparison
Hire a finance-ops person or deploy detection?
Loaded cost of a capable finance-ops hire towers over monitoring subscriptions — yet the real comparison is complement design: humans excel at judgement, floors, seller conversations; vigilance, repetition and races belong to software. Hiring-first fails predictably when the hero burns out and process leaves with them.
What humans alone do well — and badly
Well: judgement calls, relationship-preserving communication, floor-setting. Badly: continuous watching, identical repetition, concurrency. Assign accordingly.
The complement design
Detection raises findings with evidence; the person spends time exclusively on judgement. Queue SLAs anchor to payout math. Escalation ladders pre-decide arguments.
Failure modes compared
Tool-without-human: queues untriaged, floors absent. Human-without-tool: heroics, burnout, archaeology. The pairing avoids both.
Common questions
Will this replace our ops hire?
It deletes their spreadsheet hours, not their judgement — which is where their value concentrated anyway.