The problem
Two partners, six staff, around $1.4M in annual revenue. A healthy firm by every measure except one: the two people whose time was worth the most were spending about half of it on work that did not need them.
Transaction categorization. Drafting the same client emails again. Chasing documents. None of it was hard. All of it was theirs, because it had always been theirs, and because handing it to someone junior meant checking it anyway.
The firm was also losing inbound leads without noticing. Response time on a new enquiry averaged two days — not because nobody cared, but because responding meant a partner surfacing from client work long enough to do it.
The logic already existed
This is the part firms underestimate. The partners were not making novel judgments on most of this work — they were applying consistent rules very fast, built up over years. Which vendor maps to which account. Which client gets which tone. Which enquiry is worth a call.
Rules that consistent can be encoded. The work was not waiting on intelligence, it was waiting on a partner having a free hour.
What we built
Three systems, installed one at a time. Each one deployed, monitored, and producing measurable results before the next one started — which is slower to describe and far more likely to survive contact with a working firm.
- 1
Transaction categorization
Reads transactions out of QuickBooks and Xero, applies the firm's own coding conventions, and posts them for review. Anything below a confidence threshold is queued for a human rather than guessed at.
- 2
Client communication drafting
Drafts the recurring client emails — document requests, status updates, routine questions — in the firm's voice, with the relevant client context already pulled in. Every message waits for a person to approve it before sending.
- 3
Sub-60-second lead response
New enquiries get a substantive response in under a minute, qualified and routed, with the partner brought in when the enquiry warrants it rather than for every enquiry.
The results
Senior repetitive work dropped from roughly 50% of the day to 18%. That is about eleven hours a week back, per senior accountant.
Those hours did not evaporate into general busyness — they went into advisory work, which is what makes the number that matters: roughly $210K in added advisory revenue in the first year, with the same team and no new hires.
Lead response went from two days to under sixty seconds, which quietly changed how many enquiries turned into conversations at all.
Why it worked
Nothing here replaced an accountant. Every system drafts and queues; a person approves. The firm's clients are still served by the same people, making the same judgments.
What changed is that those people stopped spending half their week on the part of the job that never needed their judgment in the first place.