Read the equation
Adds negative-content and access-risk labels into the risk quantity that is penalized in the master score.
Its role in the build
The Universal AI Visibility Equation
Terms & definitions
| Term | Meaning in this source |
|---|---|
| p | Page / website / source (the candidate). |
| c | Claim the statement needs to support. |
| u | User context, including location, device, language, personalization and history when used. |
| 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 RISK(p,c) 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
Source recovery establishes that the expression appears in this record. Its mathematical validity, implementation behavior, and interpretation must be assessed separately. See the linked source and research notes for the checks available for this version.
Original context
Read the surrounding source passage
The Universal AI Visibility Equation: Adds negative-content and access-risk labels into the risk quantity that is penalized in the master score.
Exact original notation
RISK(p,c) = Spam + ThinContent + Contradiction + UnsupportedClaims + AccessFriction + Duplicate + Manipulation + LowTrust
Related builds
Sources & provenance
RISK(p,c) = Spam + ThinContent + Contradiction + UnsupportedClaims + AccessFriction + Duplicate + Manipulation + LowTrust