Read the equation
Combines lexical retrieval, vector similarity, query intent, entity overlap, and topical relevance.
Its role in the build
The Universal AI Visibility Equation
Terms & definitions
| Term | Meaning in this source |
|---|---|
| p | Page / website / source (the candidate). |
| q | User query. |
| c | Claim the statement needs to support. |
| t | Time: current time, freshness needs and topic volatility. |
| l | Location: geographic location, service area and proximity. |
| S | Selected sources already chosen, used for diversity control. |
How it works
Read FIND(p,q) as the quantity being defined or updated by this relation.
Substitute the source-defined variables or recorded values and follow the displayed arithmetic and indexing exactly.
Use this version’s variable definitions and update order. The same symbol may be assigned a different meaning in another build.
Assumptions & limits
The bullets also name RRF retrieval, but no RRF formula or additional RRF term is displayed.
Original context
Read the surrounding source passage
The Universal AI Visibility Equation: Combines lexical retrieval, vector similarity, query intent, entity overlap, and topical relevance.
Exact original notation
FIND(p,q) = BM25 + VectorSim + IntentMatch + EntityOverlap + TopicalRelevance
Related builds
Sources & provenance
FIND(p,q) = BM25 + VectorSim + IntentMatch + EntityOverlap + TopicalRelevance