What a $50K admin problem actually looks like
"We should probably automate that someday" is how most admin problems get talked about. It rarely gets priced. Here is the math worth doing before you decide it is not worth fixing.
Take a task that eats 5 hours a week from someone whose fully loaded time is worth $120 an hour, a mix of their own billable rate and what it costs to keep them staffed. Status updates, document chasing, re-keying data between systems, first-draft writing. Ordinary, unglamorous admin work.
| 5 hours / week | × |
| $120 / hour loaded cost | = |
| $600 / week | |
| 52 weeks / year | |
| Annual cost of that one task | $31,200 |
That is one task, for one person. Most firms I talk to have three or four versions of this running at once, across different roles. The number stops being abstract fast, and $50,000 a year in quietly absorbed admin time is common, not exaggerated, once you add it up honestly.
Why this number stays invisible
Nobody sees a $50,000 invoice for admin drag. It shows up instead as a slower close, a team that is always slightly behind, a partner who cannot take on the next client without hiring. It is a real cost with no line item, which is exactly why it survives budget conversations that a real line item would not.
What changes the math
A build that removes even half of one person's 5 hours a week pays for itself inside a few months at the numbers above, and keeps paying after that. That is the actual comparison worth making: not "is AI worth it," but "is this specific $15,600 a year worth fixing once, permanently, versus absorbing it forever."
An AI Efficiency Audit puts real numbers on your version of this. Where the hours go, and what fixing the top one is actually worth.
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