Outcome-led product work. Models and vendors are chosen to fit your constraints, not the other way around.
Bounded phases from first call to production, no open-ended chaos.
Representative scenario, not a named client logo. Shows how product AI engagements typically ship.
Before → after: Users opened tickets for routine workflow questions → grounded in-product answers with citations and a fail-closed handoff to support
Typical engagement length: Discovery + 4-week PoV, then phased production rollout