ORBT Labs
AI-citation audit · National City, CA

AI-citation audit in National City.

See what ChatGPT, Claude, and Perplexity say about your National City business right now. Free as a self-serve tool, or hire me to fix the gaps and prove the change ninety days out.

Start a brief Or email hello@orbtlabs.com
01 — Why this, here

The Mile of Cars is famous. Try asking an AI to name a dealer on it.

National City runs on the Mile of Cars, on logistics, on trades, on cross-border commerce, and on a thick layer of family retail. A lot of that business is bilingual and a lot of it is word-of-mouth. None of that reputation reaches an AI model on its own. When a South Bay buyer asks ChatGPT "best used-car dealer on the Mile of Cars" or a shipper asks Perplexity for a warehouse-services provider near National City, the answer is built from whatever the model can read — and the typical National City business site gives it almost nothing.

The audit shows you where you land. I run the prompts a real buyer would use — in the language they would actually use — across every model that matters, and hand back a plain snapshot: where you get named, where a competitor gets the recommendation, and where the category sits open with nobody owning it. For a market this dense with established operators, the gap between local reputation and AI visibility is often the widest I see anywhere in the county.

A note on scope. My sister studio XALA handles AI-citation work for clinics, dental practices, and real-estate brokerages — separate playbooks, clean hand-off if that is you. Auto, logistics, trades, cross-border commerce, and family retail across National City run through me.

02 — What we build

Free tool first. Paid engagement when the answer is ugly.

  • The free tool — run the audit yourself in about thirty seconds. Same model panel we use in client work; no email gate, no upsell prompt.
  • Paid engagement: a deepened prompt set tuned to your National City buyer, run against ChatGPT, Claude, Perplexity, and Gemini, with answers archived and diffed.
  • A gap report — where the models cite you, where they cite a competitor instead, and where the category has a vacuum nobody owns yet.
  • Schema, entity, and source-credibility fixes shipped directly to your site or handed off as a clean diff for your developer.
  • Day 30, 60, and 90 follow-up snapshots run on the same panel — you see what moved, in plain side-by-side English.
  • A short readout written for a non-technical owner, so the conversation with your marketing person stops being theater.

From Free tool, $1,500 paid engagement · 1 to 3 weeks · Owner-operated.

03 — What this looks like

Three composite scenarios from this market.

An independent dealer on the Mile of Cars. A fixture for years, named on "National City car dealers" in ChatGPT only as a chain reference, never on "family-owned used-truck dealer near National City." I deepen the audit, ship an inventory-and-specialty page in readable text — bilingual where the buyers are — add AutoDealer schema, and seed two primary-source listings. The day-90 snapshot puts them in two of four model answers.

A logistics and warehousing operator near the port. Solid regional contracts, invisible to Perplexity for "warehouse and distribution services near National City." The free tool returns nothing. I run a paid engagement: a capabilities page that names actual capacity and service lines, one indexable Service-schema page per offering, and a primary-source company profile. By day 90 they show in Claude and Perplexity for two of three queries.

A family-retail business in Lincoln Acres. Loyal bilingual customer base, absent when a newcomer asks Claude "good local shops near National City." I rewrite the site around what they actually carry, in readable text, add LocalBusiness schema, and land a primary-source profile. The day-60 panel names the business directly.

04 — Honest scope

This is an audit and a focused remediation, not a brand overhaul. I do not promise a citation count and I do not run paid ads. Where it helps the models read you, I will structure the readable content in both English and Spanish. If the site has structural problems that block AI crawlers entirely, I name them in the report and either fix the load-bearing pieces inside scope or quote a separate rebuild. The free tool tells you most of what you need before you pay me a dollar.

San Diego is studio headquarters, and National City is inside thirty minutes through the South Bay. I can meet in person when it helps; most of the work runs remote, but the first conversation can be wherever is easiest.

This page was drafted from a structured brief and hand-reviewed before launch. The work itself is custom, owner-operated, never templated.

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