K-Pop as Second Vertical — ShurAI Advisory Board

4.3

/ 5.0

Data Availability Score

        Multiple verticals were evaluated for data availability, market relevance, and SBPI compatibility. K-Pop scored 4.3/5 on data availability — all Big 4 agencies are KOSDAQ-listed with 83 OpenDART APIs for structured financial data. Public market data provides a ground-truth validation layer that most entertainment verticals lack.
      

Infrastructure Comparison: Same Framework, Different Data

Micro-Drama Vertical

OWL Classes12

Properties22

RDF Triples76,000+

Companies21

Data SourceSerpAPI + Firecrawl

PipelineNightly automated

ValidationSHACL shapes

Status13 days active

K-Pop Vertical

OWL Classes8

Edge Types10

Entities Scored8 (W13)

CompaniesBig 4 agencies

Data SourceOpenDART + web

PipelineWeekly automated

ValidationSHACL shapes

StatusFirst report live

Same 5 SBPI Dimensions Across Both Verticals

Content Volume Platform Reach Market Momentum Innovation Signal Strategic Positioning

Vertical-specific edge types adapt the ontology to each domain while preserving the common scoring framework.

First Real Data: W13-2026 K-Pop Report

Entities Scored

87.55

Highest (BTS)

32.25

Lowest (NewJeans)

W13-2026 SBPI Score Distribution

Entity	Score	SBPI
BTS		87.55
BLACKPINK		78.00
Stray Kids		65.00
SEVENTEEN		58.00
aespa		52.00
LE SSERAFIM		46.00
ATEEZ		40.00
NewJeans		32.25

Deployed Deliverables

Editorial Tabs

D3.js Viz Pages

Viz Hub Index

"Same 5 SBPI dimensions, vertical-specific edge types — validates the framework is extensible. The ontology adapts; the methodology holds."