AI pilots can prove what technology is capable of, but they do not automatically improve business performance. FOTO #4 explores how organisations can turn experimentation into measurable value by starting with the outcome, testing the whole workflow and creating a clear route from evidence to adoption.

Most SMEs don't have an AI problem — they have a translation problem. Vendors describe capabilities; business owners ask about outcomes. The gap between the two is quietly costing real money. Here's the three-sentence test I now run before any AI initiative gets approved.