AVO Concepts

AVO measures. Ava tells you what to do about it. The engine that turns AS and VS data into actionable Cards and Account Insights.

The closed loop that turns Ava's content advice into verified outcomes — from gap detection through brief generation, drafting, publishing, and VS measurement.

The three-stage SEO → AVO → Tactical Layer model. Read top-to-bottom for dependency, across the rows for operations.

The cross-network intelligence that makes Ava's projections credible. Aggregates anonymised data across all clients to surface industry benchmarks, DP-VS correlations, and platform behaviour patterns.

Client-installed tracking that detects and attributes traffic originating from AI platform citations. Surfaces which pages AI is citing and whether citations are driving actual click-through.

How the AVO platform is structured across engines (Karsa, Ava, Netra), the partner deployment model (Sutra, Astra), and internal tooling (Artha, Shastra, Samhita).

The secondary extraction pass that runs after VS probes complete. Builds the Relationship Map showing how AI positions a brand relative to its competitive landscape.

Where AS gives a domain-level score, Vaidya gives per-page findings with severity ratings. The diagnostic bridge between domain scores and page-level remediation.