Atomic Business Advisers
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Updated: 21 October 2026

AI in Practice: Start Simple, Get It Working, Then Build

AI in Practice | TCs 2Cents

There is no shortage of noise around AI.

Some people say businesses should implement it gradually.

Others say if you are only using AI for emails, you are already miles behind.

As usual, the truth is probably somewhere in the middle.

AI matters. It will change how many of us work.

But you do not need to reinvent your business overnight.

Don’t get caught up in the hype

For many SMEs, the biggest early gains come from ordinary things:

  • emails
  • Word documents and templates
  • client or customer responses
  • quotes and invoicing
  • repetitive administration
  • internal processes

None of that sounds revolutionary.

But saving 10 or 15 minutes on a task that happens repeatedly across a team can add up quickly.

Start with the fundamentals

Use a reputable paid AI tool that suits your business, then set it up properly.

That may include:

  • projects or workspaces
  • clear instructions
  • context about how your business works
  • repeatable processes or skills
  • templates and examples

The better the context, the more useful the tool generally becomes.

You move from asking random questions to building something that better understands how you want work done.

You have not missed the boat

If you are only starting now, that is fine.

It is 2026. Practical AI adoption across ordinary businesses is still developing.

Even simple use can already improve:

  • consistency
  • quality
  • turnaround times
  • administration
  • time available for higher-value work

The objective is not to make yourself redundant.

It is to make yourself better at your job.

AI will change jobs

Some tasks will reduce or disappear, and expectations around productivity will rise.

But the fundamentals still matter:

  • communication
  • judgement
  • understanding the client or customer
  • asking good questions
  • applying experience

In professional services, AI may help identify rules, organise information and prepare a draft response.

The adviser still needs to review it, apply judgement and make sure it is right.

The real shift may not simply be:

“AI replaces the accountant or lawyer.”

It may be:

“The accountant or lawyer using AI becomes much more productive than the one who is not.”

Businesses and employees need to adapt

Employers will increasingly expect staff to understand how to use AI properly.

Employees who make no effort to learn these tools may become less valuable compared with those who use them well.

But going too far, too quickly can also be expensive.

Bigger is not always better

Businesses can waste a lot of money implementing complicated AI systems before understanding the problem they are trying to solve.

If a system disrupts normal workflows and staff do not use it, management may conclude:

“AI doesn’t work.”

Often, the implementation did not work.

A better approach is:

  • identify one repetitive task
  • ask whether AI can make it faster or more consistent
  • see whether it can remove double handling
  • test it
  • get it working
  • move onto the next process

Simple.

Useful.

Adopted.

Then expand.

Small improvements become material

Across an SME, small efficiency gains can become significant.

Over time, that can mean:

  • thousands of hours saved
  • more effective labour capacity
  • better consistency
  • faster service
  • employees spending more time on useful work

The benefit of AI is not simply doing the same work with fewer people.

It can also mean good employees spending less time on repetitive administration and more time helping customers, clients and the business.

Where Atomic AI is focusing

This is the approach we are taking through Atomic AI.

We are working with SMEs, particularly businesses with up to around 50 employees, to:

  • understand existing workflows
  • identify repetitive or inefficient work
  • improve it using AI where appropriate
  • make sure staff can actually use it
  • build from there

The opportunities can become sophisticated over time.

The starting point does not need to be.

Just start

Do not panic.

Do not assume you have missed the AI revolution.

And do not try to automate the entire company tomorrow.

Find something irritating or repetitive.

Try using AI to improve it.

See whether it works.

Make it better.

Then move onto the next thing.

You do not need to be all-in on AI tomorrow.

But doing nothing at all is becoming increasingly difficult to justify.

If you are already using AI in your business, where are you seeing the biggest practical gains?

Disclaimer: This article provides general information only and does not take into account your personal circumstances. It is not financial or tax advice. You should seek independent advice from a qualified professional before making decisions about tax, legal or financial planning matters, along with loan structures or entity structure.

Andy Teece

About Atomic Business Advisers

Since 1962, we have helped generations of families and business owners build stronger financial foundations. Atomic Business Advisers continues that legacy today through strategic advisory, practical insights, and strong client education. Our integrity, consistency and care are why people keep coming back — year after year, generation after generation.

- Andy Teece, Director

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