ORBT Labs
AI-citation audit · Lake Forest, CA

AI-citation audit in Lake Forest.

See what ChatGPT, Claude, and Perplexity say about your Lake Forest business right now. Free as a self-serve 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

Lake Forest's quiet light-industrial firms are the ones AI overlooks.

Lake Forest is tech, light industrial, family retail, wellness, and the trades — a working town where a lot of capable firms sit in business parks the models have never heard of. A buyer asks Claude for a contract assembler near Foothill Ranch. A homeowner asks ChatGPT for an HVAC or electrical contractor near Baker Ranch. A startup asks Perplexity who builds hardware-adjacent software in the area. The competence is real; it just lives in PDFs and photos no model can read. The audit closes that loop: I run the prompts a real buyer types, against every model that matters, and hand back a plain snapshot of what is said about you and what is said about your category without you in it.

There is a free self-serve version of the tool on this site. Run it on your company. Most Lake Forest owners do it once, see one model knows them and three do not, then ask how to fix the gap. That is the paid engagement. I take the same audit, deepen the prompt set to fit your real buyer — a B2B procurement search reads nothing like a homeowner hunting a contractor — file the structural fixes against your site, and re-run the panel at day 30, 60, and 90.

A note on scope. My sister studio XALA handles AI-citation work for clinics, dental practices, and real estate brokerages. If you are one of those, I hand you off. Everything else — tech, light industrial, trades, family retail, wellness — runs 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 Lake Forest 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 contract assembler near Foothill Ranch. Twenty years of electronics assembly for local OEMs, total silence from Perplexity on the supplier-search queries that feed their pipeline. The free tool returns nothing. We write a capability page per process, add Service schema that names the certifications and run sizes, and seed a primary-source supplier directory. By day 90 the firm shows up in Claude and Perplexity for two of three target query shapes.

A trades contractor near Baker Ranch. A loyal residential book, ranked nowhere AI reads, skipped by ChatGPT on "licensed electrician near Lake Forest." I rewrite the service pages to name the verifiable license, the service area, and the job types, add LocalBusiness schema, and seed two regional listings. The day-60 panel names them in two of four models for the contractor query.

A small hardware-software firm in Portola Hills. A few engineers building firmware and tooling for local manufacturers, no AI footprint for "embedded software near Lake Forest." We rewrite the home page to lead with verifiable project types and the stack, add Organization schema with named founders, and land them on an industry listing. By day 60 ChatGPT and Gemini cite the firm by name.

04 — Honest scope

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 the site has structural issues that block AI crawlers entirely, I name them in the report and either fix the load-bearing pieces inside scope or scope a separate rebuild. The free tool tells you most of what you need before you pay a dollar — that is the point.

The studio is in San Diego. Lake Forest is about seventy-five minutes up the freeway, so the first conversation can be in person near Foothill Ranch if that is easiest. Most of the work runs remote.

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

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