Timelines depend heavily on scope and data readiness. A focused proof of concept typically takes two to six weeks. A production-ready AI agent or feature, including integration with existing systems and testing, usually runs eight to sixteen weeks. A multi-use-case AI transformation program with governance and change management can extend to six months or more. Poor data quality or unclear requirements are the two factors most likely to push any of these timelines out.