AI for professional services, grounded in your own files and precedents.
AI for professional services is grounded, auditable software that RMAI builds on your own precedents, matter files, and templates — so research, document review, proposal drafting, and the hunt for past work are drafted, cited, and checked in minutes, with a professional signing off the final answer.
What actually slows a professional services firm down.
The biggest constraints in a professional services firm are not the craft — they are operational: expert time lost to admin, knowledge buried across silos, document work done from scratch, and revenue leaking between delivery and cash. Each one is a documents-and-data problem, which is exactly where grounded AI pays back.
Your best people spend the week on admin, not advice
Fee-earners lose around a quarter of the week to time entry, file admin, formatting, and chasing — not the billable judgement work they were hired for. Every non-billable hour is senior capacity that never reaches a client.
Finding the right file eats a day a week
Precedents, past advice, and matter files are scattered across inboxes, drives, and someone's memory. Professionals spend roughly a fifth of every day searching for information they know exists — and senior people get interrupted to point them to it.
Every draft and review starts from a blank page
Research notes, contract reviews, summaries, and first drafts are produced by hand, line by line. At one Australian firm a single research task ran 4.5 hours before AI cut it to 35 minutes — time skilled people spend reading and retyping instead of judging.
Work leaks out between delivery and cash
Out-of-scope work goes unlogged, invoices go out late, and collections drag. Mid-sized firms leave a meaningful slice of revenue uninvoiced and uncollected, so value earned in delivery quietly disappears before it reaches the bank.
What changes once the work is grounded in your own files.
Firms working with RMAI recover senior, billable hours and tighten their audit trail at the same time. The outcomes below are illustrative of shipped patterns; every one keeps a professional on the final call — nothing leaves the firm unreviewed.
The questions providers ask first.
The questions below are the ones RMAI hears in the first call — on safety, staffing, compliance, cost, and feasibility.
What the time recovered is worth.
Move the sliders for your own volumes; the benchmark shows where shipped builds have landed.
| Task | Before | After |
|---|---|---|
| Research / find the precedent | hours | < 2 min, cited |
| First-pass document review or summary | hours | minutes + sign-off |
| Proposal / RFP first draft | days | hours |
| Billing & collections follow-up | manual chase | drafted nudges, faster cash |
What RMAI has built for this sector.
The applications below are grounded, human-in-the-loop tools RMAI has built or scoped for this sector — illustrative of the patterns we ship.
Scope & Billing Guardian
Reviews each draft invoice against the engagement letter scope and agreed rate card before it goes out — flagging out-of-scope work, rate variances and non-billable time, and drafting the adjustment note for the engagement owner to clear.
Tax Return Prep from Source Documents
Turn a shoebox of client receipts, bank statements and income statements into a categorised, source-linked deduction schedule the agent can review in minutes — not an evening of data entry.
Contract Clause Review
First-pass triage of an inbound contract against your firm's playbook — every clause classified, the risky ones flagged with a suggested redline, before a lawyer opens the document.
Engagement Intake & Routing Desk
Reads each inbound enquiry, extracts the client and matter details, classifies the request, runs a conflict check, drafts a holding reply, and routes it to the right team — for a person to review before anything is sent.
Inbox Triage
Turns a chaotic shared inbox into a sorted, urgency-ranked queue with drafted replies — so the morning starts with the work, not the sorting.
Precedent & Knowledge Finder
A fee-earner asks a question in plain language and gets the answer from your own precedents, advice, policies and matter files — with the exact document, version and clause quoted, and an honest "not on file" when it isn't there.
Evidence Chronology Builder
Turn a pile of 50+ emails, contracts, invoices and file notes into a dated, source-linked chronology your lawyer can actually rely on — in an afternoon, not a fortnight.
Shop-Floor SOP Copilot
Answers shop-floor SOP, machine-setup and troubleshooting questions from your own approved manuals, work instructions and fault history — citing the source document and section on every step, and refusing when the documents don't cover it, so new starters stop queueing for the one veteran fitter.
Variation Claim Builder
Turns the scattered trail behind a variation — the email, the site diary note, the photo, the text, the sub's invoice — into a dated, evidence-linked claim with a costed build-up, ready for a person to check and approve.
Consultation Submission Drafter
Turns a council or agency consultation notice plus your own prior submissions, policy positions and meeting resolutions into a structured, fully cited first draft — mapping each consultation question to a recorded position and flagging anything unrecorded for an officer to decide.
FOI Triage Logger
Reads each inbound Freedom of Information request, extracts the reference, applicant, date and scope, routes it to the owning department and starts the 30-day statutory clock, then flags requests touching third-party personal affairs for exemption review before the officer signs anything.
Tier-1 HR Query Assistant
Answers staff leave, pay and policy questions from your own handbook, enterprise agreement and awards — quotes the clause it relied on, and routes anything not in the documents to a person.
Policy Precedent Finder
Ask "what is our position on this, and who can sign it off?" and get a plain-language answer cited to the exact delegation clause and prior decision — so the knowledge that walks out when a long-serving officer leaves stays on the record.
Project Knowledge Assistant
Ask a question and get the answer straight from the firm's own specs, head contract, ITPs, and standards — with the source passage, a link, and a confidence flag — instead of interrupting whoever last touched the file.
Prompts you can use today, for free.
Sector-specific prompts RMAI uses as starting points. Copy one, run it against your own documents in any assistant, and see the shape of the answer before you talk to us.
How RMAI would work with you.
Every engagement starts with the diagnostic and scales from there. These link through to how RMAI works.
What a defensible result looks like.
These are published third-party results in comparable firms — illustrative of the target RMAI builds toward, with a human in the loop throughout. They are not RMAI client claims.
Considering AI for your professional services firm?
The two-week diagnostic is the right place to start. Fixed scope, fixed price. We’ll tell you whether the pattern fits and what the build would look like.