Real Estate
Home›Real Estate›Industry›CRE firms face recurring AI expenses beyond software l…
CRE firms face recurring AI expenses beyond software licenses
Commercial Observer says license fees are only about 10 percent of total AI cost, with integration, governance, maintenance, and ongoing labor making up the rest.
Commercial Observer argues that CRE firms are repeatedly miscalculating the economics of new technology, including generative AI. The outlet says many organizations focus on the visible price of licenses, but that approach misses the actual drivers of cost once AI is deployed across a portfolio.
According to the analysis, the license is roughly 10 percent of total spending, while the remaining 90 percent goes to items such as integration, governance, maintenance, and the recurring work required to keep fast moving technology from going stale. The piece warns that these costs are rarely priced in up front when teams evaluate AI like traditional enterprise software.
The article also points to specific deployment patterns that can stall value creation. It says buying point tools can create “AI islands” because they do not share infrastructure, and that roughly 95 percent of generative AI pilots fail to produce measurable business impact as a result of starting each deployment from zero.
Finally, the outlet highlights that building AI in house can be even costlier than teams expect, with coding described as only a small portion of the effort. It says solutioning, meaning keeping systems current, auditable, and accurate as data changes, requires an ongoing operating capability that can be reused across new AI workflows.