Entity & Citation Consistency
If the web disagrees about who you are, AI hedges — or picks someone clearer.
How fragmented data silently costs you visibility
Search engines and AI models don't see a 'law firm' — they assemble an entity from every mention of you across the web. When your name, address, and phone number differ between your site, your Google profile, and your directory listings (for example, an old Melville address lingering on Justia while everything else says Upper Brookville), you fragment that entity. The engine can't confidently tell whether those listings are one firm or several, so it trusts you less and may surface a competitor whose data is coherent.
We establish one canonical identity — a single, exact NAP and a consistent firm-name format used everywhere — and reinforce it with entity-linking signals so the engines resolve all your mentions to one authoritative entity. We also explain a subtle point: places like Reddit shape what AI 'thinks' about you even when they're never cited, so your presence and consistency across the web matters beyond the visible link.
One stale address can suppress your visibility
Inconsistent NAP data hurts local rankings because it makes the engine unsure whether your business information is legitimate or current.
Consistency is a ranking and citation input
Google's 'multi-source consensus system' cross-references your Business Profile, directories, citations, website, and reviews — the more consistent and authoritative your presence, the more likely you are to appear in AI answers.
Sources shape what AI thinks about you without a visible link
ChatGPT retrieves Reddit content for roughly 67.8% of the pages it pulls in to build an answer, yet cites Reddit only about 1.93% of the time — meaning sources shape what the model says about you even without a visible link.
Clear entity signals beat generic markup
Empirical study of structured data found that attribute-rich, entity-linked content (concrete facts, genuine cross-referencing) helped lower-authority domains get cited at meaningfully higher rates than generic markup.
Answers to the questions firms ask first.
- What is an 'entity' in plain terms? +
- It's the single, machine-recognized identity for your firm that engines build from every mention of you online. Our job is to make that one identity, not five conflicting ones.
- Why does one wrong address matter so much? +
- Because the engine can't tell if a mismatched listing is you or a different firm. Ambiguity reduces trust, and reduced trust reduces visibility.
- What's the canonical NAP? +
- A single exact firm-name format, address, and phone number used identically everywhere. We define it once and enforce it across every platform.
- We've never been mentioned on Reddit — does this still apply? +
- The principle is broader than Reddit: your consistency across all the sources AI reads shapes what it believes about you, cited or not.
- How is this different from directory management? +
- Directory management gets you listed; entity consistency makes sure every listing tells the engine the exact same story.
See exactly how your firm appears in AI answers today.
The free AI Visibility Audit is the same first step every Sirianni engagement begins with. No obligation, no spam — real findings, in your jurisdiction.