“AI can process huge datasets and detect patterns at speeds far beyond human capabilities,” Questel said in a recent analysis. “But if left unchecked, things that are statistically interesting can be prioritized over things that are strategically relevant.”
The company said AI could, for example, identify a spike in patents for a particular material and suggest significant investment. However, only human experts with market knowledge can recognize the risks of oversaturation, a hostile regulatory environment, or misalignment with core business values.
4 complementary elements
Questel has identified four areas where human insight complements AI capabilities: context, strategy, empathy, and purpose.
Strategic oversight is essential to turning raw insights into broader strategic narratives. In the hospitality industry, AI may detect patterns in last-minute spa bookings, but human decision makers must decide whether to expand, run promotions, or adjust staffing based on seasonality or brand positioning.
Empathy covers what numbers cannot. In recruiting, AI could filter candidates based on keyword matches, potentially reinforcing bias. Human recruiters can go beyond data points to identify potential cultural fits.
