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▸ INSTRUMENT_04 · NEKKO_LAB

Predict Your AI Search Visibility.

Predict whether your content is ready for AI Search Overviews (GEO) and Voice Search (AEO). Get a citation-likelihood score and a tactical readiness plan.

INPUTS: CONTENT_DEPTH · UNIQUE_DATA · AUTHORITY · CITATIONS
OSC · LIVE

73

GEO_SCORE

42

AEO_SCORE

B+

READINESS

Analyze Your Content

Estimate how thoroughly your page covers its core topic compared to competitors.

Directly answering common questions helps AI extract your data.

Helps AI contextually understand your content semantics.

//.how_it_works

How Generative Engines Work

//.uniqueness

Information Gain

AI models reward entirely newly generated insights over regurgitated content. Being the primary source of original data is paramount.

//.linkage

Entity Relationships

Your brand isn't just a keyword. It must be established as a distinct Entity within Google's Knowledge Graph via connected PR and citations.

//.content_structure

Machine Readability

Using clear HTML hierarchy (H1, H2, lists), concise FAQ formatting, and JSON-LD schema helps bots easily ingest and quote your answers.

//.authority

Expert Consensus

Generative engines cross-reference facts across multiple trusted sites before displaying them. Active brand mentions remain a critical ranking signal.

//.next_step · improve_the_score

Want to actually improve your prediction?

The Predictor diagnoses the gap. Our AI Search Optimization engagement closes it — E-E-A-T signal build, structured-data depth, and citation-surface work designed to compound your visibility in ChatGPT, Perplexity, Gemini, and Claude.