The enquiry lands on Monday, the draft gets started on Tuesday, and by Wednesday evening a senior associate has lost most of a working day to pulling bits together from the practice management system, the CRM, an old proposal someone half-remembered, and a pricing note the partner keeps in a spreadsheet that nobody else opens. None of it is analytical work. It is hunting, copying and reformatting. The partner then gets the draft at ten on Thursday morning and has to go through the whole thing from scratch because the shape never quite fits the new matter.

The tools we build read the firm's existing proposal history, its rate card, the scope language it actually uses in winning bids, and produce a first draft aimed at the new enquiry in the firm's own register. It lands on the partner's desk with the pricing roughly right and the scope already sketched out. The partner still owns the sign-off. They still move the emphasis around, change what needs changing, and decide whether the pricing is honest for this client. What they stop doing is waiting for somebody else to assemble a skeleton first.

One firm we worked with, twenty-five people across the practice, saw proposal turnaround move from four or five hours per draft down to well under the hour. Thirty to forty proposals were going out each month, which is where the volume had sat for a while, and that did not change. What changed was that the ops team got back most of a working day every week. The partners said the quiet relief was that winning work had stopped feeling like homework.

A commercial agreement running thirty to forty pages takes an experienced lawyer around three hours to read properly, and that is assuming nothing unusual in the indemnities. For practices handling supplier contracts, NDAs, framework agreements and the occasional joint venture in volume, that arithmetic piles up fast. Much of the work is pattern matching against a playbook the firm has built over years. Read the liability cap, compare it to the firm's position, flag where it drifts, move on. It is careful work, and also the sort of work an experienced lawyer should not be doing at half past nine on a Wednesday night.

Our review tools read an incoming agreement, pick out the clauses the firm genuinely cares about, and mark whatever drifts from the documented playbook. Before code ever gets written, we sit with a handful of the senior lawyers and write the playbook down. Where the firm draws the line on indemnity. When a termination-for-convenience right is a hard no. When it is fine because the commercials are right. Nothing leaves the building without a qualified human reading the flags and making the decision. The tool narrows the page count the human has to touch, and that is all it does.

At one UK commercial practice sitting between twenty and forty lawyers, average review time on a standard agreement came down from the three-hour mark to roughly twelve minutes. More complicated matters still take what they should. Across the initial two hundred contracts reviewed through the tool, sampled clause detection accuracy came in at around ninety-nine per cent. Interestingly, the time saved did not mostly go into pushing more work through the pipeline. It went on better handover notes, longer client calls, and letting the juniors actually learn the work rather than drown in it.

The new client signs on a Friday and then waits. MLR and KYC chasing begins over email. Source-of-funds documents arrive in a mix of PDFs, photographs and one memorably bad scan from a solicitor on holiday. By the time the first proper meeting happens, a fortnight has gone and the client has quietly decided the firm is either overworked or uninterested. Partners at Leeds practices know exactly when this is happening and find it hard to fix, because the chasing work falls between roles that nobody owns cleanly.

What gets built is one guided intake flow that the client walks through themselves. Within minutes of signing, the client receives a secure link that walks them through ID checks, source-of-funds questions and any matter-specific paperwork. Engagement letters come out of a template library shaped around how the firm itself writes, and the partner still reviews each one before it goes. The reformatting work, the slow reminder emails and the bundles of paperwork dropped off at reception all fall out of the process.

One practice of forty-one staff saw the partner hours sunk into each new client drop from around four down to about forty-five minutes, and onboarding that had previously taken a fortnight or more started landing inside three to five days. MLR and KYC completion inside forty-eight hours moved from around sixty per cent to ninety-eight per cent. The same mechanics port directly onto a solicitors practice opening matters, and they transfer with almost no friction to a chartered surveyors firm taking on a commercial instruction, or an architects practice activating a fresh appointment. The forms change. The chase does not.