The pattern inside a Merchant City practice is easy to clock once you know to look for it. An interesting enquiry drops in from a longstanding commercial client on a Tuesday. By Wednesday lunchtime the ops lead or a senior associate has been handed the job of pulling a pitch together. By Thursday afternoon a first draft reaches the partner, and by then a working day is gone. Not into the pricing judgement or the scope choices. Into retrieving scope paragraphs from the practice management tool, tracking down how a similar deal was priced last autumn, pulling the last three comparable proposals out of a shared drive with inconsistent naming, and stitching the lot into something legible. The fee-earning side of the work waits until the fetching is done.

Our drafting tool reads across the firm's own proposal history, the fee notes buried alongside each closed matter, and the language that has been refined across years of winning similar instructions. It drafts a first-cut pitch against a new enquiry in a voice that already sounds like the firm. The partner sits down to a document that needs shaping, not building. Scope gets tightened, pricing gets nudged against the partner's read of the client, emphasis shifts to match the competitive picture. Every judgement sits with a human who has been doing this work for decades. Assembly is what leaves the desk.

The first practice we built this inside was a twenty-five-person firm running around thirty to forty proposals a month, each costing four or five hours before the partner saw a draft. Per-proposal time fell to under an hour and the operations team got back roughly a day a week it had been losing to hunting and copy-pasting. The number of pitches going out did not climb much because volume had never been the bottleneck. When we asked the partners what had actually shifted, what they came back to was relief. New business enquiries no longer arrived shadowed by the dread of the paperwork that would follow them.

Three hours for a thirty or forty page commercial contract. That is the stable number across the profession and has been for as long as anyone remembers. NDAs, framework agreements, supplier terms, the occasional joint venture deed. The vocabulary shifts, the risk points shift, but the underlying job stays the same. Each clause gets measured against the firm's accepted position, the drifts get noted, the serious ones go upstairs, the rest get signed off. What makes the maths painful is the volume. A mid-size Glasgow commercial practice runs enough of those three-hour reads in a month that the work slips into evenings almost by default.

What we deploy is a review tool that compares each incoming agreement against a structured version of the firm's own playbook and surfaces the drifts in a format a lawyer can process far faster than a cold read. The heavy lifting on any build like this sits in the playbook itself, which is why the opening phase is always a series of working sessions with two or three senior lawyers at the firm. What they flag, why they flag it, where the acceptable range on an indemnity cap actually ends, when a termination right is a red line and when it is a negotiating chip. Those conversations become the document the tool measures against. A qualified human still reviews every flag before anything moves.

Behind the numbers we quote sits a commercial practice of twenty to forty lawyers. Review time for a standard agreement fell from over three hours to around twelve minutes. The complicated stuff still took as long as it had always taken, and nobody wanted to change that. Clause detection came in at roughly ninety-nine per cent when sampled across the first two hundred contracts. What the partners ended up talking about was not the throughput gain. It was what happened to the reclaimed hours. More went into handover notes and client conversations and coaching juniors out of the review grind than anyone had predicted.

A new commercial client signing on a Monday with a firm around George Square should, by rights, be across a partner's desk for a proper meeting inside the week. In practice, the first real sit-down tends to land ten working days later. The engagement letter sits on a junior's desk, the MLR and KYC chase starts by polite email, source-of-funds paperwork trickles back in fragments across several days, and the partner finds the first gap in the diary some way into the following week. By that point the client has already started quietly wondering whether the firm is properly organised or simply swamped. That two-week window is expensive in a reputation-led practice, and the partners can feel it closing.

The intake flow we build replaces the chase with a single secure link delivered to the client within an hour of the engagement being signed. The link guides them through identity verification, source-of-funds questions and whatever matter-specific documentation the instruction requires, on whatever device they prefer, at whatever time actually fits their day. Engagement letters generate through a template library tuned to the firm's own written style, and the partner still reads each letter properly before it goes out. Off the desk comes the retyping, the reformatting, the reception envelopes and the reminder emails nobody has ever enjoyed drafting.

The firm we first built this for is a forty-one-staff practice. Partner time per new client dropped from roughly four hours to around forty-five minutes, and onboarding that had been running two or three weeks now completes inside three to five working days. MLR and KYC completion inside the first forty-eight hours climbed from around sixty per cent to ninety-eight. The flow was designed with a solicitors intake in mind, and it carries over cleanly to a Glasgow chartered surveyors firm activating a commercial landlord instruction, or to an architects practice standing up a new appointment at Pacific Quay. The paperwork varies. The underlying chase is identical everywhere.