We Ran Our Own AI Visibility Audit — Here's What We Found

We ran our own AI visibility audit-here's what we found.

Short answer: before we run an AI visibility audit on any Sarasota-area business, we ran one on ourselves. ChatGPT had our founder's name wrong. Google's AI Overview couldn't confirm our service area. Perplexity didn't cite us at all for our own core service. Here's the exact Map → Track → Audit → Fix method we used to find those gaps — the same one we run for every client — and what changed after we fixed it.

Why We're Publishing Our Own Weaknesses

Most agencies show you a highlight reel. We're doing the opposite on purpose: if AI search visibility is the service we sell, the first business we're obligated to prove it on is our own. If we can't fix our own entity, we have no business fixing yours. That's not a disclaimer — it's the standard we hold every audit to.

This is also the most honest credential we can offer. LDZ Digital doesn't have a decade of local marketing case studies yet — we're upfront about that. What we do have is 15+ years working inside algorithm-driven discovery systems — music streaming and playlist placement, where getting found by an opaque recommendation engine is the entire game. AI search optimization is the same problem in a new venue: an algorithm decides who gets surfaced, and most businesses have no idea what signals it's reading.

The Method: Map → Track → Audit → Fix

Map — Every place your business's name, address, phone, services, and founder identity appear online: Google Business Profile, Bing, directories, LinkedIn, social platforms, your own site's schema markup.

Track — What AI engines actually say about you right now, asked the way a real customer would ask. Not "tell me about LDZ Digital" — that's not how people search. Real prompts: "who does AI search optimization in Sarasota" or "local SEO agency near Bradenton FL."

Audit — Where the map and the AI answers disagree. Every disagreement is a trust signal the algorithm is missing or actively distrusting.

Fix — Close each gap at the source, not just on your own site. AI engines cross-reference; you have to be consistent everywhere at once.

What We Found When We Ran an AI Visibility Audit on Ourselves

1. Name inconsistency. Multiple AI-facing sources returned a misspelled version of our founder's name instead of "Lance Ziegler." A single wrong character in an entity name is enough for an AI engine to treat two profiles as unrelated — effectively splitting your authority in half instead of consolidating it.

2. No reciprocal entity linking. Our site didn't yet connect "Lance Ziegler the person" to "LDZ Digital the organization" in a machine-readable way. Humans infer that connection instantly. AI engines don't infer — they need it stated explicitly in structured data, or they treat the founder and the company as two disconnected entities with weaker combined authority.

3. Inconsistent NAP across directories. Small formatting differences between platforms — enough that a human wouldn't notice, but enough that an algorithm cross-referencing sources for consistency flags it as lower-confidence data.

4. Zero answer-formatted content. Our site had service descriptions written for humans skimming a page, not for an engine looking for a direct, quotable answer to a specific question. AI Overviews and Perplexity pull sentences that already look like answers. We had none.

5. Not cited at all for our own core service. Asked directly who provides AI search optimization in our service area, none of the major AI engines surfaced us. We were invisible for the exact query we most needed to win.

What We Fixed

• Corrected the founder name across every property and rebuilt Person + Organization schema with reciprocal @id linking, so the entity graph is explicit instead of implied

• Standardized NAP character-for-character across Google Business Profile, Bing Places, BBB, Yelp, and LinkedIn

• Rebuilt core service pages in direct-answer format — the first sentence under every heading now answers the question a prospect would actually type into ChatGPT

• Locked one logo file across every platform so visual and entity signals match everywhere at once

Where This Leaves Every Business on the Gulf Coast

Every finding above is common, not unusual. Most local service businesses in Sarasota, Bradenton, Tampa, and St. Petersburg have some version of all five — a founder listed two different ways, a NAP mismatch nobody caught, zero answer-formatted content. The businesses currently getting recommended by ChatGPT and AI Overviews aren't necessarily better at what they do. They're the ones whose entity signals are clean enough for the algorithm to trust with confidence — and that gap between "good business" and "AI-recommended business" is only going to matter more as fewer customers click past the first AI answer they get.

FAQ

What is an AI visibility audit? An AI visibility audit checks whether tools like ChatGPT, Google AI Overviews, and Perplexity can accurately identify, trust, and recommend a business — by mapping its online identity signals, testing real AI answers against that map, and fixing the gaps.

Why would a business not show up in ChatGPT even if it ranks on Google? Traditional Google ranking and AI answer selection use different signals. AI engines weigh entity consistency, structured data, and directly quotable content more heavily than traditional keyword ranking factors.

How long does it take to fix AI visibility issues? Fixing the underlying signals — name consistency, schema, NAP, content format — can happen in days. Propagation, the time for AI engines to re-crawl and update their own answers, typically takes weeks to months.

Is this different from local SEO? It overlaps with local SEO but isn't the same. Local SEO optimizes for map-pack and organic rankings. AI search optimization optimizes specifically for whether an AI system will cite and recommend the business by name in a generated answer.

Lance Ziegler is the founder of LDZ Digital, a CDMP-certified AI search optimization agency serving Sarasota, Bradenton, Tampa, and St. Petersburg, Florida. Before founding LDZ Digital, Lance spent 15+ years navigating algorithm-driven discovery in the music industry — the same core problem AI search optimization solves for local businesses today.

Wondering how your own business stacks up in the engine recommendations? If you want to see where your business stands like we did, grab your own Free AI Visibility Audit today.