Where does AI actually save a business money?
In the repetitive judgement-light work your team does between the real work: drafting, summarising, retyping, researching, chasing. It does not save money as a strategy on a slide; it saves money as specific workflows, each measured.
The longer answer
In practice.
The reliable wins
First drafts of anything written from your own data; research and enrichment
before human contact; classification and routing of inbound anything; report
assembly; data tidying at the point of entry. Common thread: high volume, clear
inputs, a human review where it matters.
The mirages
Replacing judgement, automating a process that is broken (you get faster
mistakes), and chat interfaces bolted on because 2026. If a vendor cannot name
the hours saved and where they go, it is a mirage with a subscription fee.
The honest map
Eleven years of analysing operations means I will tell you which of your
workflows repay automation tenfold and which are cheaper left alone, per
AI development. Sometimes the most valuable
deliverable is the list of things not to do.
Same rabbit hole