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What an AI agent can realistically do for a UK business

An AI agent is software that can read a request, decide what to do next and use your systems to get it done. That is useful for a narrow set of jobs and unhelpful for others, so the value comes almost entirely from choosing the right job first.

By Saleem Ahmed · · 6 min read

Last updated:

Abstract dark illustration of an AI assistant connected to several business systems

Jobs agents handle well

The pattern is repetitive work with clear inputs, where a person still signs off on anything consequential.

  • Answering the same product or service questions from documented information
  • Sorting and summarising enquiries so a human replies faster
  • Drafting responses that a person edits and sends
  • Pulling information out of documents into a consistent structure
  • Triaging support tickets to the right queue with a suggested next step

Where agents go wrong

Almost every disappointing project fails for the same three reasons: the agent was given no reliable source of truth, it was allowed to act without review, or nobody defined what a good answer looks like.

Fixing those is design work rather than model work. Ground the agent in your own content, keep it inside a narrow remit, log everything it does, and make the handover to a person obvious rather than hidden.

How to start small

Pick one process, measure how long it takes today, and set a target. Run the agent alongside the current process for a fortnight before it replaces anything. If it cannot beat the manual route on that one task, a bigger rollout will not fix it.

Saleem Ahmed, Director of CodeCue Technologies

About the author

Saleem Ahmed, Director of CodeCue Technologies

With an MSc in Project Management and degrees in Computer Science, Saleem has led a 40+ person in-house team delivering software, mobile and AI projects for international clients since 2018.

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Questions

Questions this raises

Will an AI agent replace staff?
In most of the work we see, it removes repetitive handling rather than roles — the team spends more time on judgement and less on copying information between systems.
Is it safe to connect an agent to our systems?
It can be, provided the agent has the narrowest permissions it needs, every action is logged, and anything irreversible needs human approval.
How long does a first agent take to build?
A tightly scoped agent for one process is usually weeks rather than months. The time goes into the data it reads and the guardrails around it.

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