Ava

AVO’s intelligence engine. Ava reads measurement data — AS scores, VS scores, Probe Intelligence, IKL benchmarks — and turns it into actionable advice surfaced as Cards and Account Insights. Ava runs in a separate engine (avq-ava) that reads Karsa’s data but never modifies it: scores in, intelligence out. The division is intentional — measurement and intelligence are separate concerns. AVO measures the conditions; Ava interprets what they mean and what to do about them.