AI that does the paperwork, not the pitch deck.

Everyone says you should use AI, nobody says where. Meanwhile the real bottleneck is unstructured work: invoices and delivery notes to read, inboxes to sort, quotes to draft, notes to write up.

• Pilots that never leave the experiment stage
• Tools bought before the process was understood
• Concerns about accuracy and customer data with no clear answer

Unstructured admin is the most expensive kind — it needs a skilled person and can't be scheduled. Left alone it caps how many customers you can serve without hiring, and slows every response time your customers actually notice.

We pick tasks where AI is accurate enough and the cost of an error is low or reviewable, then put a human approval step exactly where it belongs. Data handling, retention and GDPR boundaries are decided up front, in writing.

• One narrow use case first, measured before expanding
• Human-in-the-loop on anything customer-facing or financial
• Clear rules on what data leaves your systems

A service company received 60–80 mixed emails a day. We added AI classification and draft replies routed into their helpdesk; staff approve or edit in one click. Average first response dropped from hours to minutes, with no extra headcount.

One AI-assisted workflow in production with measured accuracy and time saved, plus an honest assessment of which further use cases are — and aren't — worth it.