Page 10 - EngineerIT June July Issue 2026
P. 10

AI GOVERNANCE




        The invisible gap in artificial


        intelligence adoption



                                                                                      Consider a customer service
                                                                                      operation that introduces AI
                                                                                      to improve response times. If
                                                                                      departments follow different
                                                                                      approval processes, maintain
                                                                                      separate information
                                                                                      sources and communicate
                                                                                      inconsistently, the AI cannot
                                                                                      resolve those underlying
                                                                                      problems independently.
                                                                                      It simply processes them
                                                                                      faster and at a greater scale.
                                                                                      The result is often increased
                                                                                      complexity rather than
                                                                                      greater efficiency.


                                                                                      Artificial intelligence depends
                                                                                      on clarity, structure, context
                                                                                      and well-defined processes. It
                                                                                      performs best in environments
                                                                                      where operational discipline
                                                                                      already exists. But many
                                                                                      organisations continue to
              rtificial intelligence has rapidly    Still, beneath the slowly fading   approach AI as though it
              become one of the most aggressively   novelty and excitement            can singlehandedly correct
        Aadopted technologies in modern             surrounding AI, organisations are   flawed workflows, inconsistent
        organisational history. Just about every    feeling the impact of the new     governance practices or
        industry is seeing executives under growing   reality - that the environments   strategic confusion. In
        pressure to integrate AI into operational   into which AI is being introduced   reality, AI may amplify the
        workflows, customer engagement,             were never operationally          weaknesses already present
        analytics, governance processes, software   coherent to begin with. Therein   within an organisation.
        development and strategic decision-making.   is the invisible gap in artificial
                                                    intelligence adoption.            This becomes particularly
        Boards demand acceleration, markets                                           visible in hybrid environments
        reward innovation and competitors           As companies increasingly         where employees delegate
        are moving quickly. No institution aims     attempt to deploy AI into         work to AI systems, then
        to be perceived as standing still while     environments where workflows      interrupt, override or manually
        technological transformation reshapes       are poorly defined, responsibilities   adjust parts of the process
        entire sectors.                             are fragmented, communication     without fully understanding the
                                                    is inconsistent and decision-     downstream consequences.
                                                    making relies heavily on informal   Workflows gradually fracture
                                                    workarounds. Notably, technology   between machine logic
                                                    is often expected to compensate   and human improvisation,
                                                    for institutional weaknesses that   and frequently long before
                                                    long predate the arrival of AI, but   leadership recognises the scale
                                                    it can’t.                         of the problem.


                          By Dr Mai Moodley



                                                10 | EngineerIT June/July 2026
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