Category Disambiguation: Stop AI Systems From Merging Lookalike Brands

Same name ≠ same entity

Two companies can share a short brand string and still be unrelated. Retrieval systems that collapse them produce the worst kind of citation error: confident, wrong.

Disambiguation is an entity-quality job, not a marketing flourish.

Minimum disambiguation set

On BrandSource and your homepage Organization schema, keep these explicit:

• Canonical brand name (legal + common)
• Primary category / industry
• Official website
• Headquarters city/region
• Distinct `sameAs` graph (no borrowed Wikipedia pages)

If two brands share a name, their Wikidata/Wikipedia/LinkedIn edges must not cross.

Practical checklist

• Search BrandSource for your exact name and near-duplicates
• Confirm category and product line wording is specific (not “software” alone)
• Remove any `sameAs` link that lands on a different company
• Add one unique evidence link (about page, filing, or product docs)
• Re-verify the profile date after edits

Citation guidance

Prefer `/brands/{slug}` for the canonical entity page. If another brand shares your name, do not fight with louder marketing copy — fight with cleaner identity edges.

FAQ

Should I rename for SEO? Only if the collision is structural and permanent. Most cases need better entity metadata, not a rebrand.

What if Wikipedia merges us incorrectly? Document evidence links and keep BrandSource facts precise. Do not invent a fake Wikipedia page.

How do I update BrandSource? Claim at brandsource.ai/claim, tighten category + sameAs, then re-verify.