Four partnerships.
Four patterns we know.

A six-partner firm running Karbon for practice management, Drake for tax, and QuickBooks for client books receives 400+ documents per week through email, the client portal, and physical mail. A junior staff member spends two days each week classifying, renaming, and routing them to the right work papers. Errors compound at quarter-end.

A document-classification pipeline that ingests from email and portal, identifies document type and client, names files according to the firm's schema, and routes them to the right work-paper folder. A weekly exception report flags anything the system is not confident about.

Two days per week of staff time recovered. The classification model is auditable and the firm owns the labelled training data outright.

A litigation boutique on Clio receives prospective-client enquiries through email and a contact form. A partner reviews each one for conflicts (against the matter database in Clio), urgency, and fit. But the partner is in court three days a week, and 40 percent of qualified leads go cold before they receive a response. A meaningful share of these leads are signing with competitors.

An intake assistant that triages new enquiries against a structured rubric the firm defines, runs an automated conflict check against the matter database, and routes urgent enquiries to a covering partner via SMS. Non-urgent enquiries receive an acknowledged response within 30 minutes with a calendar link.

Response time on new enquiries drops from days to under an hour. The partner sees only the enquiries that need partner judgement.

A regional CPA partnership with eight partners and twenty staff finds that partners spend roughly a day a week on review work that should be automated: reconciling write-up, formatting deliverables, and chasing missing items from clients. The problem is obvious; nobody has the spare hour to fix it properly.

A review-and-formatting system that ingests draft work papers, runs the firm's standard reconciliation checks, formats deliverables to the partnership's template, and produces an exception list for partner sign-off. Lives in the partnership's existing tooling, not a new platform.

Partner time spent on review-and-format work drops by approximately half. The partnership reclaims margin without hiring.

A litigation boutique with twelve attorneys runs conflicts manually because the cost of getting it wrong is severe and the firm does not trust the available software. Checks happen the night before each new matter, by the partner who knows the prior client list best. It works. It is unsustainable.

A conflict-check system trained on the firm's own client and matter history, with an audit trail and human sign-off step the partner reviews each morning. It does not replace partner judgment; it makes the partner's judgment auditable and faster.

Conflict checks move from a midnight task to a fifteen-minute morning review. The audit trail satisfies the firm's insurer.