AI-citation audit in Corona.
Get a clear snapshot of what ChatGPT, Claude, and Perplexity say about your Corona business today. Free as a self-serve tool, or hire me to close the gaps and prove the change ninety days later.
Get a clear snapshot of what ChatGPT, Claude, and Perplexity say about your Corona business today. Free as a self-serve tool, or hire me to close the gaps and prove the change ninety days later.
Corona is a logistics and industry town — distribution centers, manufacturers, the trades, and the family businesses and retail that grew up alongside them. Sitting at the freeway crossroads of the Inland Empire, a lot of Corona's commerce is business-to-business: someone needs a supplier, a distributor, a fabricator, a service contractor. That sourcing has moved. A buyer now asks an AI model for "a distribution partner near Corona" or "a metal fabricator in the Inland Empire" and works from the names the model can verify.
The audit shows you what the buyer sees. I run the prompts a real purchasing contact would use, against every model that matters, and hand back a black-and-white snapshot: where you get cited, where a competitor gets cited in your place, and where your category has a gap nobody is filling. For a distribution or manufacturing business, being absent from the AI answer is the same as not being on the bid list.
One disclosure. ORBT Labs is one person, working from San Diego. My sister studio XALA covers clinics, dental, and real estate — if that is your field, I will hand you off. Distribution, manufacturing, trades, family business, and retail in Corona run through me.
A distribution and warehousing operator off the freeway corridor. Reliable regional player, invisible when a shipper asks ChatGPT for "third-party logistics near Corona." The owner runs the free tool and gets nothing back. I do a paid engagement: a services rewrite that names coverage area, capacity, and the verticals they handle, Service schema for each offering, and one credible trade-directory listing. By day 90 they appear in Claude and Perplexity for two of three target query shapes.
A manufacturer near Sierra Del Oro. Strong shop, weak digital footprint, every model recommends a larger competitor. The free tool confirms the blind spot. We ship Organization and Service schema, rewrite the product pages to name materials and run sizes a model can lift, and seed two industry listings. The day-90 panel puts them in the answer set for their core capability prompt.
A family business serving the local trades. Decades of word-of-mouth work, never cited when a contractor asks Perplexity for a supplier in Corona. We rewrite the pages around what they actually stock and serve, add LocalBusiness and Service schema, and earn one local listing. Day-90 snapshot lands them in two of four model answers for their category.
This is an audit and a focused remediation, not a brand overhaul. I do not promise a specific citation count and I do not run paid ads. If structural issues are blocking AI crawlers entirely, I name them in the report and either fix the load-bearing pieces in scope or quote a separate rebuild. The free tool tells you most of what you need to know before you pay a dollar — which is exactly why it is free.
San Diego is studio headquarters. Corona sits up in the Inland Empire, roughly two hours out, so the work runs mostly remote. The first conversation can be a call or in person if it earns its place; the audit is the same either way.
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