AI at work
The first technology in years that actually gives you hours back
Most business software promises to save you time and then asks for an afternoon of setup, a new login and a monthly fee. AI is different, and it's worth saying so plainly: for the writing, summarising and searching that eats your week, it does in minutes what used to take hours — and it's good enough now that the people using it properly are pulling ahead.
The businesses getting value from it aren't the clever ones. They're the ones who set it up deliberately.
Where the hours actually come back
Not the demos. These are the jobs we see AI do well in businesses of five to fifty people — the unglamorous, repetitive, someone-has-to-do-it work that never appears on an invoice:
Quotes, scopes and proposals
The job you keep pushing to Sunday night. Feed it the details and your past quotes and you get a solid draft in a couple of minutes, in your format. You still price it and check it — but you're editing, not staring at a blank page. For most owners this alone is the whole business case.
Meetings that write themselves up
Recorded, transcribed, summarised, with the actions pulled out and assigned. Nobody types up notes, nothing gets forgotten between the meeting and the follow-up, and the person who ran the meeting isn't also the person doing the admin afterwards.
Finding what you already know
"What did we quote them last time?" "Where's the variation we agreed in March?" Asking a question of five years of files and getting a straight answer, instead of three people guessing at filenames. The time saved here is invisible until it isn't.
Tenders and security questionnaires
Forty questions, most of which you've answered before in slightly different words. AI does the first pass from your previous responses and your documentation, and you review rather than rewrite. If that's your world, the compliance programme is the other half of this.
The email you've been avoiding
Chasing an overdue invoice, pushing back on scope, explaining a delay. A draft in the right tone, in seconds, is often the difference between it going out today and sitting in your head all week.
Making sense of a pile of paper
A contract you don't want to read twice, a spreadsheet you didn't build, a report someone sent you at 4:55pm. Summarised, with the bits that matter to you pulled out.
The economics are unusually good
A per-user AI licence costs roughly what a couple of coffees a week does. If it saves the person holding it two or three hours a month — and for anyone who writes for a living, it saves considerably more than that — it has paid for itself several times over before you've finished reading the invoice.
That maths only works if the seats go to the right people. Buying licences for everyone because it feels decisive is how businesses end up paying for software nobody opens. Give them to the people whose week is full of writing, research and admin, prove the value there, and expand from that.
We don't mark up licences — you pay the vendor what the vendor charges. The work we do is figuring out where it pays, setting it up properly, and making sure it stays safe.
Doing it properly is the whole trick
The businesses that get burned aren't the ones using AI. They're the ones where it arrived by accident — staff pasting client documents into free chatbots because nobody gave them a better option. Four things separate a rollout that pays from one that creates a problem:
Use the business version
The free consumer tool and the paid business one can look identical and treat your content completely differently. If you're already on Microsoft 365, the AI built into it keeps your data inside your own tenant and inherits the permissions you already have — which is why it's usually the sane starting point.
Tidy the permissions first
AI that searches your company files is only as careful as your file permissions. Point it at a shared drive that's been open to everyone since 2019 and it will cheerfully surface the payroll folder. This is a half-day job that makes everything after it safe.
One page of ground rules
What's fine, what needs a human check, what never goes in. Short enough that people actually read it, which means it actually gets followed.
Start with a few people, then expand
A handful of licences, real work, a few weeks, an honest verdict. You'll know quickly whether it's earning its keep — and you'll have internal proof rather than a vendor's promise.
If you're not on Microsoft 365 yet, that's the first conversation — it's the foundation the rest of this sits on. Tidying permissions is the same work as getting the security basics right, so it rarely needs doing twice.
Where it still needs a human
It doesn't know your business, it will invent detail to fill a gap, and it's confidently wrong often enough that it should never be the last set of eyes on something going to a client, the tax office or a regulator. Treat it as a very fast, very well-read assistant who has never worked here: brilliant at the first draft, not accountable for the final one.
That's a reason to check its work, not a reason to sit this one out.
What it costs
The groundwork and rollout are scoped after a conversation — it depends on the state of your permissions and how many people are involved. Licences are whatever the vendor charges, at cost. Ongoing management of the tenant and its settings is part of your support package, not a new retainer.