Generative Engine Optimization
Primary Signal
SRS
Confidence Layer
CCW
Stability Layer
EFF
Discovery surfaces monitored across model ecosystems
Methodology
gvi.methodology
SRS
Semantic Resonance Score
Measures vector-space proximity between the target entity and the highest-value semantic clusters the model associates with critical queries.
CCW
Contextual Confidence Weight
Estimates how strongly surrounding context reinforces belief in the entity by weighting corroborative language, source agreement, and consistency.
EFF
Entity Fragmentation Factor
Quantifies identity drift across documents, references, and mentions, modeling how fragmentation reduces retrieval stability and authority continuity.
Services
Service 01
A precision audit that benchmarks visibility conditions across semantic resonance, contextual confidence, and entity stability. GEVA identifies where the model trusts you, where it confuses you, and what needs to be corrected.
Baseline GVI scoring across SRS, CCW, and EFF layers.
Entity ambiguity mapping and retrieval-risk identification.
Competitive GEO gap analysis with prioritized remediation.
Service 02
An enterprise-grade engagement for organizations requiring structural corrections across digital identity, entity coherence, source architecture, and long-term GEO performance.
Entity architecture redesign for clearer machine interpretation.
Context reinforcement strategy to elevate confidence weighting.
Stability program to reduce fragmentation and improve citation durability.