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Using AI Without Validation Could Become Your Most Expensive Business Mistake

21 June 2026 by Con Tributor

Sandton: Artificial intelligence can generate reports, summaries, formulas and recommendations in seconds.

The problem is that AI can also generate mistakes in seconds.

Many business users are discovering that AI often produces answers that look professional, sound convincing and appear correct. Unfortunately, appearance and accuracy are not the same thing.

“One of the biggest risks is that people assume confidence equals correctness,” says Arnold Muscat, Director of College Africa Group.

“AI does not know whether an answer is true. It predicts what the answer should look like.”

Employees are increasingly using ChatGPT and Microsoft Copilot to create reports, analyse information and assist with decision-making. While these tools can save significant amounts of time, organisations still need processes to validate information before it is used.

A well-written report can still contain incorrect figures. A convincing summary can still omit critical facts. An AI-generated formula can still produce the wrong result.

That is why many organisations are investing in Advanced Excel Training alongside AI initiatives. Excel remains one of the most effective tools for validating calculations, checking assumptions and identifying anomalies.

Businesses are also investing in ChatGPT for Business programmes to help employees understand where AI adds value and where human review is still required.

Microsoft Copilot is creating similar opportunities. Used correctly, it can help employees work faster, analyse information and improve productivity. However, organisations must also ensure that data access, governance and business processes are properly managed.

“AI produces language, not truth,” says Muscat.

“The responsibility for accuracy still belongs to people.”

As a result, many organisations are combining Microsoft Copilot Training, ChatGPT for Business and Advanced Excel Training to help employees use AI effectively while maintaining accuracy and accountability.

The organisations that benefit most from AI are unlikely to be those that use it the most.

They will be the organisations that combine AI tools, Excel skills and human judgement.

AI can help people work faster.

Validation helps them work smarter.

“AI may produce the first answer,” says Muscat.

“Excel helps validate the answer. People remain responsible for the final decision.”

About College Africa Group

College Africa Group (CAG) is a South African corporate training provider specialising in Advanced Excel Training, Microsoft Copilot Training, ChatGPT for Business and AI in the Workplace programmes.

Established in 2003, CAG helps organisations improve productivity, strengthen analytical thinking and apply AI responsibly in the workplace.

CAG works with organisations across South Africa and Southern Africa, helping employees combine AI tools, Excel skills and human judgement to make better business decisions.

For more information visit https://collegeafricagroup.com.

Images:

AI can be confident. It can also be wrong. Validate. Verify. Decide.. Photo: Inhouse

Video:

https://www.youtube.com/@collegeafricaexcelvideotip1434

Using AI Without Validation Could Become Your Most Expensive Business Mistake

Links:

Boilerplate and Editor’s Notes.
More Info on Using AI Without Validation Could Become Your Most Expensive Business Mistake here:
X: https://x.com/CollegeAfricaSA
LinkedIn: https://www.linkedin.com/company/9491250/admin/dashboard/
Facebook: https://www.facebook.com/CollegeAfrica
Phone: +27 (0) 83 778 4903
Email sales@collegeafricagroup.com

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The Randlord Mansions: History

The history of these mansions is also a story of urban warfare and preservation. In the 1960s and 70s, as Johannesburg expanded, many of the original Parktown estates were ruthlessly demolished to make way for the M1 Highway and the massive concrete campus of the Wits University Medical School. The “Parktown War” saw heritage activists fighting the bulldozers to save what remained of the city’s architectural soul. Today, several of the surviving mansions serve as corporate headquarters, schools, or museums, stripped of their private domesticity but preserved as monuments to a gilded age.

Interestingly, these mansions also played a secret role in the city’s political evolution. It was in the drawing rooms of Parktown that the “progressive” mining elite would meet to discuss the future of the country, often finding themselves at odds with the more conservative Boer government. Lady Florence Phillips, in particular, used her influence to found the Johannesburg Art Gallery, insisting that a world-class city needed world-class culture, not just gold bars. Today, walking the “Heritage Trail” through Parktown offers a haunting contrast; you stand in the quiet, manicured gardens of the victors, looking down at the pulsing, crowded city that their gold mines created. It is the ultimate “view from the top,” a reminder that the extreme wealth of Sandton today has its DNA rooted in the stone-and-timber palaces of the 1900s.

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