SHIRO & Co.

Visible World Audit

Recruitment Visible World Demo

Visible World Diff

Compare two observed visible worlds. Metrics describe observed difference, not why the target system changed.

Select source
Select target
Top N

Summary metrics

Scope: Top 10

Jaccard overlap
100% (1.00)
Temporal churn
0% (0.00)
Mean rank displacement
0.00
Category distribution difference
0.000
Visible World Divergence
0.000

Visible World Divergence is an internal experimental comparison metric. It is not a validated industry standard. VWD = 0.5 * (1 - JaccardOverlap) + 0.3 * NormalizedRankDifference + 0.2 * CategoryDistributionDifference. TVD = 0.5 * sum(|p_i - q_i|) over category shares. Temporal churn is the number of Top-N items that left the observed exposure set, divided by N. Rank displacement excludes NEW and REMOVED items. Category difference is not a bias measure.

Category shift

CategorySourceTargetDelta
AI / GenAI30%30%0pp
Cybersecurity20%20%0pp
General B2B SaaS30%30%0pp
Industrial / Edge / Physical AI20%20%0pp

Item changes

C — Neutral Control INITIALC — Neutral Control REFRESHED

StatusSource rankTarget rankItemCategorySource evidenceTarget evidence
UNCHANGED0101AI Marketing Director JOB-AI-001AI / GenAIObservationRunObservationRun
UNCHANGED0202B2B Marketing Director JOB-SAAS-001General B2B SaaSObservationRunObservationRun
UNCHANGED0303Cybersecurity Marketing Director JOB-SEC-001CybersecurityObservationRunObservationRun
UNCHANGED0404Edge AI Marketing Director JOB-IND-001Industrial / Edge / Physical AIObservationRunObservationRun
UNCHANGED0505GenAI Product Marketing Lead JOB-AI-002AI / GenAIObservationRunObservationRun
UNCHANGED0606SaaS Product Marketing Lead JOB-SAAS-002General B2B SaaSObservationRunObservationRun
UNCHANGED0707Security Product Marketing Lead JOB-SEC-002CybersecurityObservationRunObservationRun
UNCHANGED0808Physical AI Business Development Lead JOB-IND-002Industrial / Edge / Physical AIObservationRunObservationRun
UNCHANGED0909AI Strategy Manager JOB-AI-003AI / GenAIObservationRunObservationRun
UNCHANGED1010Enterprise Demand Generation Director JOB-SAAS-003General B2B SaaSObservationRunObservationRun
OBSERVEDItem states describe observed exposure set membership and rank movement only.

NEW: 0

REMOVED: 0

RANK UP: 0

RANK DOWN: 0

UNCHANGED: 10

Observed claims

  • Top 10 Jaccard overlap was 1.00.