
Requirement Analysis & Data Research
Understand business objectives, KPIs, and user requirements. Map features and identify AI analytics opportunities to enable predictive insights and intelligent dashboards for better decision-making. Why this matters: most analytics projects fail here — we map the actual KPIs and audit data quality before modeling, so we don't build a beautiful model on numbers that don't reconcile.











