ORBT Labs
AI-citation audit · Vista, CA

AI-citation audit in Vista.

Pull a snapshot of what ChatGPT, Claude, and Perplexity say about your Vista business right now. Free as a tool, or hire me to fix the gaps and prove the change ninety days later.

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

Vista's beer scene got famous. The AI didn't get the memo.

Vista built a reputation as one of the densest craft-brewing clusters in the county, and it has a quiet base of small manufacturers and trades behind it. Reputation among people who already know is one thing. What a model tells a stranger is another. When a beer tourist asks ChatGPT "best small breweries in Vista" or a regional buyer asks Perplexity for a fabrication shop in the business park, the answer comes from whatever the model can read — and a lot of Vista's good operators have sites that say nothing useful to a crawler.

The audit closes that gap. I run the prompts a real visitor or buyer would use, against every model that matters, and hand back a flat snapshot: where you get named, where the model recommends the brewery or shop down the road instead, and where a whole category sits open with nobody owning it in the answers. For a town that earned its name the hard way, being legible to the models is just protecting what you already built.

A note on scope. My sister studio XALA covers AI-citation work for clinics, dental practices, and real-estate brokerages — separate playbooks, clean hand-off if that is you. Craft beverage, small manufacturing, construction, trades, and family retail 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 Vista 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.

A production brewery in the Vista Business Park. Award-winning, distribution arm, named on "Vista breweries" in ChatGPT but silent on "barrel-aged sours near Vista" — the prompt the enthusiasts actually use. I deepen the audit, find the beer list lives only in a tap-room app the crawlers never see, ship Brewery schema with the real styles, and seed two primary-source beer listings. The day-90 snapshot lands them in two of four model answers for the sour prompt.

A metal-fabrication shop off Shadowridge. Steady regional contracts, invisible to Perplexity for "custom fabrication near Vista." The free tool returns nothing. I run a paid engagement: a capabilities page that names actual processes and tolerances, one indexable Service-schema page per capability, and a primary-source company profile. By day 90 they show in Claude and Perplexity for two of three buyer queries.

A trades business serving downtown Vista. Booked on referrals, absent when a new homeowner asks Claude "reliable electrician near Vista." I rewrite the site around named service areas in plain text, add LocalBusiness and Service schema, and land two primary-source entries. The day-60 panel quotes them by name.

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. If the site has structural issues that block AI crawlers — buried in apps, slow galleries, or PDFs — 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 ever pay me.

San Diego is studio headquarters, and Vista is reachable inside an hour up through North County. I can meet in person at the taproom or the shop when that is the right call; 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.

Have a project in mind?

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