Wiki · citable explainer

Entity Resolution for Local and SME Business

Local entity resolution fails when names collide and evidence is thin. Selective public passports plus consistent NAP and real place associations improve resolvability without fake notability.

What entity resolution is

Entity resolution is the process of deciding whether two mentions refer to the same real-world organization. “Acme Roofing” in Frisco and “Acme Roofing Inc.” in a citation may be one business — or two. Systems that answer commercial questions must get that decision right or they omit, merge, or invent.

Why SMEs are hard

  • Common trade names across cities
  • Inconsistent NAP and domain usage
  • Thin third-party pages
  • No encyclopaedic Wikidata item to anchor on
  • Directory duplicates and category noise

Resolution quality tracks evidence quality. More scraped clones do not help; cleaner identity surfaces do.

How AI Verified helps

Type A passports provide a stable third-party URL, forensic hash, structured Organization data, evidence versions, and association to real places and activities. That does not “solve NLP.” It supplies a checkable node other systems can align to.

What is entity resolution for businesses?
It is determining whether different mentions refer to the same organization — critical when names are common and evidence is thin.

How does AI Verified support entity resolution?
By publishing selective forensic passports with stable URLs, structured data, evidence changelogs, and real place/activity associations.

Does a passport guarantee correct AI answers?
No. It improves resolvability and citation candidacy. Guarantees are outside the claims policy.

Real concept links only — no invented SME Wikidata or Wikipedia items.

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