Lawyers · Use case

Triaging the firm's email by matter and by urgency

A hundred and twenty messages a day, and three of them carry a deadline. An AIOS reads the firm's mailbox, attaches every message to its matter, lifts anything time-bound to the top and drafts the replies that do not need your judgement.

The mailbox is where every matter enters the firm, and it is the one place where matters are not filed. Court registry messages, opposing counsel, exhibits a client sends at 11pm, an expert's request, insurer chasers and cold outreach all land in the same stream, ordered by nothing but arrival time. The sorting is redone by eye several times a day, and it starts from scratch at every opening.

The problem is not the volume, it is that the volume hides the urgent. Two lines from opposing counsel agreeing to an adjournment and a message that starts a clock running look the same in the list. An AIOS connected to the firm's mailbox reads every message, finds the matter it belongs to, spots what carries a deadline, and hands you a mailbox already sorted each morning: what commits the firm, what needs a decision from you, and what can go out with a reply already drafted.

The problem

  • Registry, opposing counsel, clients, experts, insurers and cold outreach all arrive in the same place, ranked by nothing but the clock
  • Attaching a message to its matter means recognising a party name, an internal reference or a case number the sender did not bother to write
  • The real emergencies, a hearing moved, an exhibit due within the week, a formal notice received for a client, drown among things that could wait three days
  • The same questions come round forever, where is my matter, did you get my document, when is the hearing, pushing substantive work to the end of the day

How the AIOS handles it

It attaches every message to its matter

The AIOS reads the sender, the subject, the body and the attachments, then matches them against your matters: party names, the firm's internal reference, the case number, the court seised, opposing counsel. A message from another lawyer carrying no reference at all is matched through the party they act for and the history of the exchange. When the match stays uncertain, it flags it rather than guessing.

It lifts anything time-bound to the top

A message mentioning a hearing date, a service of process, a deadline to file, a dated request for a document or a formal notice moves to the head of the list, with the date extracted and the matter named. Everything else waits its turn. You open the mailbox on a short list of what genuinely commits the firm, not on a hundred and twenty undifferentiated lines.

It drafts the replies that do not need your judgement

Acknowledging a document, confirming an appointment, telling a client where their matter stands, forwarding an exhibit to opposing counsel: the AIOS writes from the real state of the file and from your habitual phrasing. Nothing goes out without your approval, but you approve instead of typing, which changes the nature of the hour spent in the inbox.

It files the exhibits where they belong

Attachments are renamed to the firm's convention, filed into the matching matter and added to the schedule of documents. A witness statement arriving at 7pm ends up in its place in the file, rather than buried in a thread nobody will reopen. On the day you prepare the bundle, the document is already there.

A concrete example

You

What is genuinely urgent this morning?

AIOS

Three messages carry a deadline. The first is from the registry on the Marchand matter: the hearing set for 14 October has been brought forward to 30 September, which tightens your filing timetable by a fortnight. It is the only message that changes your week. The second is from opposing counsel on the Perrin matter: they have served seventeen documents and want an answer on the timetable before Friday. I have filed the documents and prepared the schedule, they still need reading. The third is a formal notice received for Kervel, with an eight-day clock that started the day before yesterday; I put it at the top because nobody had opened it. Beyond that, fourteen client messages of which eleven ask where their matter stands: the replies are ready with the real position on each one, you only have to approve. And twenty-two messages unrelated to any live matter, which I can sum up in three lines if you want.

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Frequently asked questions

Your questions, our answers.

Is automated triage compatible with professional privilege?

Your AIOS runs on a server dedicated to your firm, hosted in France and strictly isolated. Your messages and documents are never shared with another client, never used to train a model, and you decide which mailboxes and matters it can reach. You can start on a narrow perimeter, a single mailbox or a single type of dispute, and widen it once you are confident.

What does it do when a message cites no reference at all?

It works the way your assistant would: who is writing, about which party, following which exchanges, and which matter those elements point to. That covers the large majority of messages, including those from other lawyers who write without a reference. When two matters stay equally plausible it does not pick one: it puts the message in a short pile to be attached, with both hypotheses shown. Every correction you make improves the next ones.

Can it get the urgency wrong?

It can, which is why it deletes and archives nothing: it orders. Your full mailbox stays exactly as it is, and it adds a reading on top. It does not compute procedural time limits for you and does not characterise a message in legal terms: it flags that a date is mentioned and in which matter, and the procedural consequence remains your work.

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