Models build a picture of an entity from every mention across the web, not from your homepage. Inconsistent naming, stale descriptions on third-party profiles and contradictory claims produce a confused or wrong answer. This skill finds the contradictions feeding it.
WHEN TO REACH FOR THIS
Use when assistants describe your company inaccurately, conflate you with another brand, or state an outdated fact about you.
entity-consistency-check.md
---
name: entity-consistency-check
description: Use when assistants describe your company inaccurately, conflate you with another brand, or state an outdated fact about you.
---
# Entity consistency check
Models build a picture of an entity from every mention across the web, not from your homepage. Inconsistent naming, stale descriptions on third-party profiles and contradictory claims produce a confused or wrong answer. This skill finds the contradictions feeding it.
## What you need first
- Every profile that describes you: directories, review sites, social bios, press pages
- Your own about and organisation markup
## Method
1. Write the canonical facts once: legal name, trading name, one-sentence description, founding year, location, category.
2. Collect how each third-party source currently states each fact. Directory profiles created years ago are the usual source of stale claims.
3. Flag every contradiction, particularly category and description - being listed as one kind of tool in three places and another elsewhere is what produces vague answers.
4. Fix the sources you control first, then request corrections on the ones you do not, starting with the sources an assistant is most likely to have ingested.
5. Publish Organization structured data carrying the canonical facts and sameAs links to every profile you claim, so the graph is explicit rather than inferred.
6. Re-ask the assistants a month later and check whether the description has converged.
## What this produces
A fact-by-source matrix with contradictions marked, a correction queue ordered by source weight, and Organization markup that states the canonical version.
## Where this goes wrong
- Correcting your own site while leaving stale directory profiles that carry more weight
- Using several trading names inconsistently, which splits the entity
- Expecting immediate change - ingestion lags by weeks or months
---
From the QuQi skill library - https://www.quqi.io/skills/entity-consistency-check
Free to download · no account, no email
A fact-by-source matrix with contradictions marked, a correction queue ordered by source weight, and Organization markup that states the canonical version.