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Email triage with AI for a 10-person team

How AI sorts a shared inbox, sends each email to the right person and drafts replies, and which rules decide what a person approves.

In a 10-person company, email is often the main work system. Customers, suppliers, the accountant and the bank all write to the same few addresses. One person reads the shared inbox and forwards messages. When that person is busy or on holiday, emails wait.

Email triage means sorting incoming email by type and urgency, and sending each message to the right person. AI can do most of this work. This article explains how sorting, routing and reply drafts work, and where a person stays in control.

The problem with a shared inbox

A shared inbox, such as info@ or sales@, has a few typical problems:

Each problem is small. Together, they cost hours every week and make customers wait.

How AI triage works

An AI triage workflow runs in the background. It reads each new email in the shared inbox and does three things: it sorts, it routes and it drafts.

Sort

First, the AI decides what kind of email it is. We agree on the categories with you during the audit. For a typical small company, they could be:

The AI also reads urgency. "The truck is at your gate and nobody answers the phone" is not the same as "please send your catalogue".

Each email gets a label in your normal email program. You do not need a new app. People continue to work in Outlook or Gmail.

Route

Next, the AI sends the email to the right person or queue. The routing rules come from your process map. For example:

If the AI is not sure, it does not guess. It marks the email "needs a person" and leaves it in the shared inbox. A clear "I do not know" is better than a confident wrong answer.

Draft

Finally, the AI prepares a reply draft where it can. It uses your templates, your price list and your terms. If it is connected to your order or stock data, it uses that too.

The draft waits in the mailbox of the person who owns the email. That person reads it, changes what needs changing and sends it. On a good day, that takes seconds instead of minutes.

Approval rules

The most important part of the workflow is not the AI. It is the approval rules. They answer one question: what may the AI do alone?

We write the rules together with you. A common starting point looks like this:

After a few weeks, you may decide to give the AI more freedom. For example, it may send standard answers about opening hours without approval. That is your decision. We change the rule, test it and log the change.

Safety

Email is a common way for attackers to reach a company. An AI that reads email must be careful.

How to start without risk

We do not give the whole inbox to AI on day one. We use three phases.

  1. Shadow mode. The AI sorts and drafts, but only we and one person on your side see the result. We compare the AI's decisions with what your team really did.
  2. Suggestions. The AI adds labels and drafts. Your team still decides everything, but no longer starts from zero.
  3. Routing. When the results are stable, the AI routes emails and sends the receipts that you allowed.

Each phase has test cases. These are real emails, anonymised if needed, with the result we expect. We run them again after every model change.

What the team notices

The first change is quiet. The person who used to sort the inbox gets time for other work. The second change is speed. Customers get a first reply sooner, and the right person sees urgent messages sooner.

The third change is visibility. Because every email has a category and an owner, the manager can see how many enquiries, complaints and invoices arrive each week. That is useful information for planning, and it costs nothing extra.

An example

For example, a 10-person wholesale company gets about 60 emails a day in its shared inbox. Today, the office manager spends the first hour of each day on sorting and forwarding.

After triage, the office manager sees only the emails marked "needs a person". Sales gets price enquiries with a draft and a list of missing information. The accountant gets invoices in one queue. The owner sees complaints within minutes instead of the next morning.

These numbers are only an illustration. The audit measures your real volumes and the real time spent.

Related workflows

Email triage often feeds other workflows. Price enquiries can go straight into a quote workflow, as described in How fast does your company answer a price enquiry?. Purchase invoices can go into your accounting software, as described in Purchase invoices into e-arveldaja or Merit without retyping.

Start with the process audit

If your shared inbox takes hours every week, start with a process audit. In one week, we map how email moves through your team, agree on categories and approval rules and estimate what triage would save. You get 3–5 automation opportunities with time saved, risk and price, and a fixed-price offer for the first workflow. The audit costs €1,490 + VAT.