How entity models work
When an AI engine encounters a business name, it searches for corroborating signals across multiple sources: your own website, Google Business Profile, Yelp, LinkedIn, industry directories, review platforms, and press references. If those sources agree — same name, same address, same phone, same category — the engine resolves a high-confidence entity.
If those sources disagree, even in minor ways, the engine must decide which version to trust or — more commonly — reduce its confidence in the entity overall.
The corroboration failure mode
Imagine an engine finding the following across five sources:
- Website: "Smith & Company Financial Planning"
- Google Business Profile: "Smith & Co. Financial Planning LLC"
- Yelp: "Smith and Company"
- LinkedIn: "Smith & Company"
- Industry directory: "Smith & Co Financial"
All five clearly refer to the same business. But from an algorithmic perspective, they are five different strings — none of which perfectly corroborates any other. The entity that emerges from this dataset is lower-confidence than one where all five sources return the exact same string.
The most common inconsistencies
- Legal suffix variations: "LLC," "Inc.," or "& Associates" appearing in some sources but not others
- Ampersand vs. "and": "Smith & Jones" vs. "Smith and Jones"
- Address format: "Suite 100" vs. "#100" vs. "Ste. 100"
- Phone format: "(512) 555-0100" vs. "512-555-0100" vs. "+1-512-555-0100"
- Business category: different primary categories claimed across different platforms
The fix is methodical, not complex
Choose one canonical version of every entity attribute — your exact business name, your exact address format, your exact phone format — and apply it rigorously across every platform you control. The canonical version should match your Google Business Profile exactly, since GBP is the highest-weight source for most AI engines.
Tools like Yext, BrightLocal, or Moz Local can accelerate the audit and correction process, but the work can also be done manually across the top 15–20 directories without paid tools.
