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THE CONSCIOUSNESS ATLAS
Read. Experiment. Follow the evidence.

ConsciousnessLearn · Explore · Joseph Anady

Cross-source corroboration factor

The panel links source support and source trust in a summed corroboration calculation.

AI visibility / marketing scoring proposalsource graphic; not an execution result
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Learn to read this model

Start with the symbols, follow the operations, and check what the result means.

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poster-eq-5c13a26da4e4famathematical expression
CORROBORATION(p,c)=Σsupport(source,c)[operatorunclear]Trust(source,…)CORROBORATION(p,c) = Σ support(source,c) [operator unclear] Trust(source,…)

Read the equation

The panel links source support and source trust in a summed corroboration calculation.

Its role in the build

The Universal AI Visibility Equation

Terms & definitions

TermMeaning 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.

How it works

  1. Read CORROBORATION(p,c) as the quantity being defined or updated by this relation.

  2. Substitute the source-defined variables or recorded values and follow the displayed arithmetic and indexing exactly.

  3. Use this version’s variable definitions and update order. The same symbol may be assigned a different meaning in another build.

Assumptions & limits

  • The operator before Trust and the last argument or closing punctuation of Trust are not reliably legible. They have not been reconstructed from expectation.

  • Bullets name source agreement, claim confirmation, third-party validation, citation-graph support, and consensus strength.

Original context

Read the surrounding source passage
The Universal AI Visibility Equation: The panel links source support and source trust in a summed corroboration calculation.
Exact original notation
CORROBORATION(p,c) = Σ support(source,c) [operator unclear] Trust(source,…)

Related builds

Sources & provenance

01
AI visibility equation infographic.png
Column 9: CORROBORATION; verified transcript lines 98–105 · Jul 11, 2026
CORROBORATION(p,c) = Σ support(source,c) [operator unclear] Trust(source,…)

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