01Opportunity portfolio
Find and prioritise use cases against business outcomes, constraints, dependencies, and credible measures of value.
02Architecture and selection
Choose models, platforms, build-versus-buy paths, data patterns, and integration boundaries with explicit trade-offs.
03Data readiness
Assess quality, access, provenance, privacy, and retrieval needs so delivery starts from operational reality.
04Implementation
Build agents, assistants, retrieval systems, automations, and model-enabled product capabilities around agreed priorities.
05Evaluation and governance
Define test sets, quality thresholds, human oversight, audit trails, safety controls, and release decisions.
06Adoption and operations
Integrate workflows, prepare teams, monitor quality and cost, and improve the system from real usage evidence.