Enterprise AISoftware architecture
Enterprise AI starts in the business domain, not technology
In my recent travels, as I was reflecting on enterprise AI deployments, I realized that true beauty and elegance is in unpacking the problem from the business domain to the product domain and only then the technical domain. Most enterprise AI attempts today start from technology first - pre-AI-era vendors trying to shoehorn their technology with AI slapped on top, selling complexity and "big data". In our experience even with large F500 companies, these are almost always never big data problems - my favorite quote is I can run this analysis on my iPhone, why are you running this big data lake with large compute clusters crunching data that is never actually used. Remember 100s of millions of data points are small numbers for computers! The magic is in understanding what to solve and the modeling of the business problem with an elegant technical design. If you do that, you don't need complex industrial grade pre-AI bloatware.




