Three institutions, three different shapes. Each engagement detailed honestly — what we got right, what we'd do differently.
On-prem inference + Lala + Pipi + Tata. 14-day setup. Quarterly principal review.
Bibi + Nono + Lara batches. Tutor performance + batch P&L visible from week 4.
Koko + Coco rollout. Hindi-first training. State board outcomes traced.