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Breadth, Depth, And Quality: Why Comparing Blockchain Analytics Vendors by Cluster Count Is Only Part of the Calculation

ID: ef82c1aa-0eb2-5087-b17d-a6578633be4a

STIX ID: report--ef82c1aa-0eb2-5087-b17d-a6578633be4a

Feed Name: Chainalysis Blog

Date Published: 2026-07-06

Date Updated: 2026-07-07

Author: Chainalysis Team

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This Chainalysis article argues that the common metric of “cluster” count in blockchain analytics is insufficient and potentially misleading because it conflates three separate analytical claims (structural grouping, attribution, and operator vs beneficiary). It explains each claim, warns that higher cluster counts do not necessarily indicate better quality, and provides a set of practical questions evaluators should ask providers to verify reproducibility, evidence types, and operator attribution.

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