AI‑Assisted Forecasting, Done Responsibly
									Cloud platforms combine classical time series with external signals like promotions, seasonality, or macro trends. Finance curates features, sets guardrails, and reviews backtests, ensuring predictions support budgeting and forecasting decisions rather than becoming black‑box answers nobody trusts.								
				AI‑Assisted Forecasting, Done Responsibly
									Automated alerts flag outliers in bookings, returns, or unit costs before they derail plans. Instead of chasing surprises at quarter‑end, teams investigate early, adjust drivers, and update scenarios, keeping leadership briefed with credible, cloud‑backed evidence and responsive plan revisions.								
				AI‑Assisted Forecasting, Done Responsibly
									Require documented rationale when overriding model outputs, and track impacts across versions. This disciplined loop blends machine speed with finance expertise, ensuring forecasts improve over time while accountability, transparency, and ethics remain central to every planning decision.