Sector matters less than shape.
The businesses this works for share three traits: a lot of inbound conversation, a relationship that recurs rather than ending at the sale, and a meaningful slice of questions where the answer is the same every time and already lives in a system.
If that describes you, your industry is close to irrelevant.
Where it fits naturally
Telecoms and broadband. High volume, spiky during onboarding, and a subscriber economics model where every avoidable churn strands an acquisition cost you have not recovered. This is our flagship deployment, so it is the one I can speak to in most detail.
Insurance. Renewals, policy questions, document requests, and the first stage of a claim. The volume is enormous and highly repetitive, and the renewal window in particular is a moment where a fast answer changes the outcome.
Utilities and energy. Meter readings, billing explanations, tariff questions, move-in and move-out. Almost entirely questions with a single correct answer sitting in a billing system.
Property and lettings. Maintenance reporting, tenancy questions, viewing arrangements. Small teams, relentless inbound, most of it procedural.
Healthcare administration. Appointments, prep instructions, referral status. The admin layer, explicitly not the clinical one.
Subscription and SaaS. Billing, plan changes, renewals, onboarding. The classic case.
The common thread
Look at that list and the pattern is obvious. Every one of them has a customer who stays for years, contacts you regularly about a small number of predictable things, and forms a judgment about you based on how easy that was.
British Chambers of Commerce data puts 54% of UK businesses using AI in some form but only around 11% using it to run any operations. Most of the rest are writing faster emails. The operational layer, the tickets and the qualifying and the renewals, is harder to build and it is where the return is.
Where it is a poor fit
Low volume, high value, genuinely bespoke.
If your team handles twenty enquiries a week and each one needs a specialist to reason about something particular, you do not have an automation problem. You have a hiring question, and an agent would sit idle while adding a layer between your customers and the person they actually need.
Same for anything where the first conversation is the sale and there is no ongoing relationship. The economics rely on volume and repetition, and one-off transactional businesses have neither.
The test that beats any sector list
Forget your industry for a second and ask this instead.
Can you name a question your team answers several times a day, where the answer is identical every time and already exists in a system you own?
If you can name three, this works for you regardless of what you sell. If you cannot name one, it does not, regardless of how well your sector appears on somebody's use-case page.
