ORBT Labs
AI-citation audit · Coronado, CA

AI-citation audit in Coronado.

A clean readout of what the language models say about your Coronado business right now — free as a self-serve tool, paid when you want the gaps closed and the change verified ninety days out.

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

Coronado runs on visitor research that starts inside an AI chat window.

A visiting family planning a weekend in The Village asks ChatGPT for the best ocean-front breakfast and gets one answer. A Navy spouse new to North Beach asks Claude for an honest take on the three best hair salons within walking distance. A buyer touring the Cays asks Perplexity which yacht brokers are actually local and which are just listing San Diego addresses. A high-end retailer on Orange Avenue gets passed over because Gemini does not connect their store name to the goods they actually carry. Every one of those answers is being generated right now. The audit shows you yours.

The free tool on this site gives you the model-panel readout in about thirty seconds. No email gate, no upsell. You see which of the four major models name you, which describe your category but skip you, and which visitor-vs-resident phrasings make the biggest difference. If the read is rough, the paid engagement deepens the prompt set to your real Coronado buyer, ships the structural fixes, and re-runs the panel at day 30, 60, and 90.

A scope note. Our sister studio XALA covers AI-citation work for clinics, dental practices, and real estate brokerages. If that is you, we route you there. Everything else in Coronado — luxury hospitality, fine dining, navy-adjacent services, high-end retail, tourism operators, boating and yacht services — runs through us.

02 — What we build

Free read first. Paid pass when the answer hurts.

  • The free tool — type in your business, get the model-panel readout in roughly thirty seconds. No gate.
  • Paid engagement: a tuned prompt set for your Coronado buyer mix — visitor, resident, navy, repeat — run against ChatGPT, Claude, Perplexity, and Gemini, all answers archived.
  • A gap report — where the models cite you, where a competitor wins the slot, where the category sits open with no real local incumbent.
  • Schema, entity markup, and primary-source linking fixes shipped to your site or delivered to your developer as a clean patch.
  • Day 30, 60, and 90 follow-up snapshots — same prompts, same models, side-by-side proof of what moved.
  • Plain-English handoff written for an owner — no jargon, no marketing-deck framing.

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

03 — What this looks like

Three composite scenarios from this market.

A boutique hotel near North Beach. Twenty rooms, locally-owned, premium positioning, almost no paid marketing. Owner runs the free tool and finds ChatGPT recommends two chain properties for "best small boutique hotel Coronado not Hotel Del" — the exact phrasing premium travelers use. We rewrite the property page to lead with verifiable specifics (room counts, amenity set, ownership), add LodgingBusiness schema with the right amenity fields, and seed two independent travel-guide mentions. By day 90 they hold the slot in three of four model answers for the target phrasing.

A fine-dining restaurant in The Village. Twelve-year-old chef-driven menu, weekly tasting, mostly visitor-driven. Free tool shows ChatGPT mentions them in a long list but never as a top recommendation. We rewrite the about and menu pages to make the chef's background and the cuisine focus verifiable, add Restaurant schema with proper menu and price-range fields, and land them on two independent food-writer guides. Day-60 panel quotes them by name in three of four model answers for the tasting-menu prompt.

A yacht broker in the Coronado Cays. Two-person shop, focused on twenty- to forty-foot sail and power, twenty-year reputation. Free tool shows Perplexity recommends two larger Newport Beach brokers when a buyer asks "Coronado yacht broker thirty-foot sailboat." We rewrite the brokerage page to make the inventory and specialty verifiable, add Service schema with proper ServiceArea fields, and seed a primary-source mention on an independent sailing publication. Day-90 panel quotes them by name in two of four model answers and gets the Newport firms out of the Coronado slot.

04 — Honest scope

This is an audit and a focused remediation, not a paid-ads program, not a luxury-brand identity rebuild, not a PR retainer. If the site has structural problems too large to fix inside scope, we will name them in the gap report and either fold the load-bearing pieces in or scope a separate build. The free tool is meant to make the size of the problem visible before any money changes hands.

Coronado is a bridge crossing from studio HQ — same-day in person is easy across The Village, North Beach, the Cays, and Cabrillo. The audit itself runs remote — it is read-only — but kickoff and the day-90 readout are easier in person, especially when the buyer mix is heavily walk-in.

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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