Case study · Professional services · Mid-tier firm · 60 days
Twelve hours a week back to every partner.
A Melbourne professional-services firm was losing partner time to intake paperwork. A document pipeline now does the first read; partners review and sign off in a fraction of the time.
Chapter 01 · The problem
Partners were spending Friday afternoons doing the work of a junior.
An eight-partner mid-tier firm in Melbourne had a quiet rule no one had written down. Every new matter started with a partner reading the intake pack from front to back — the engagement letter, the client supplied documents, the conflict check, and a first-pass scope. It took roughly two and a half hours per matter. With four to five new matters a partner each week, that was twelve hours of fee-earner time disappearing into work that did not need a partner. The Operations Director had been recovering it through after-hours catch-up. The partners had been recovering it through the weekend.
12 hrs/wk per partner
Chapter 02 · The approach
We did not replace the partner read. We moved it to the bottom of the page.
The fix was not a smarter document store. It was a brief assembler that read the intake pack the same way a junior would on a Tuesday morning, then handed the partner a one-page summary with the source paragraph cited beside every claim. The partner still read the pack — but ten minutes in, not ninety. The model never made the call on conflicts or scope; it surfaced the questions the partner used to write down themselves.
What we built
A document pipeline that ingests the intake pack, redacts client identifiers before the model call, and assembles a structured brief through Anthropic Claude. n8n coordinates the steps; the practice-management system receives the brief as a pre-populated matter draft. The Hermes orchestrator handles retries and the sign-off handback to the partner queue.
Build time · 22 days · pilot phase · followed by 6 weeks of iteration with the Operations Director and two partner reviewers.
Chapter 03 · The outcome
Three numbers the partners felt before the spreadsheet showed them.
- 0 hrs
fee-earner time reclaimed per partner per week — measured against the prior quarter intake-handling baseline.
- +0%
margin recovered on the matter book — the firm’s own management accounts, six months in.
- 0%
of new matter drafts now starting from the assembled brief rather than a blank page.
Numbers verified by the Operations Director against the firm’s practice-management reports. Anonymised under our standard case-study disclosure: vertical and outcome are real; firm name, location, and practice-management vendor are not.
Chapter 04 · What we learned
The brief was easy. The trust was the slow part.
The pipeline itself took 22 days to build. The six weeks that followed were spent on a single question the partners kept circling: when does the brief get it wrong, and how would we know. We added inline citations on every line so the partner could click straight to the source paragraph. We added a confidence flag on the conflict-check section so anything ambiguous routed to a human review queue. Most of the work was about making the partner faster at saying no — not faster at saying yes.
The lesson was less about the model and more about the editorial bar of the output. A summary that read like a junior brief got used. A summary that read like a marketing one-pager got ignored. We ended up rewriting the prompt three times against partner feedback before the brief landed in a register the firm trusted.
Settled handoff rate · 3 prompt rewrites
Chapter 05 · In the client’s words
It is not that the partners were doing work below their level. It is that they were doing it on a Friday at six. We have our weekends back.
Operations Director · 8-partner consultancy · VIC (anonymised at the client’s request)
Curious whether your partners have the same gap?
A free 45-minute audit. We look at your intake workflow, your practice-management system, and where partner time is leaking. You leave with a one-page memo, whether we’d be a fit or not.