A focused implementation covering one or two key surfaces — product pages and search results, for example — with a hybrid model and proper data integration typically takes eight to twelve weeks. More comprehensive implementations spanning the full customer journey take longer. The data infrastructure work — ensuring the signals being collected are clean, connected, and structured correctly — often takes longer than the model build itself and is worth investing in properly rather than rushing.