This page is a worked example (a leaf). The canonical for how we audit is How we audit. Scripts pull the data. A cheap model drafts. Only the real judgment runs on the expensive model. Here’s the whole machine — so you can run it too. By Dennis Yu · BlitzMetrics · Built with a Claude agent, June 2026 Here’s …

Car buyers research the dealership — and increasingly the owner or GM — before they ever walk in. They Google the name and judge the reputation in seconds. A Google Knowledge Panel, the box that appears when someone searches your name or dealership, is how Google signals that you’re an established, trusted operation. Auto retail is high-ticket and reputation-sensitive, with …

Before anyone hires a lawyer, they search the lawyer’s name. What Google shows in that moment — a clean, authoritative profile or a confusing scatter of namesakes — shapes whether they call. A Google Knowledge Panel, the box that appears when someone searches you, is how Google vouches that you’re an established, credible attorney. Lawyers can benchmark these signals with …

In real estate, people don’t choose a brokerage — they choose you. Before a seller signs, they Google your name. A Google Knowledge Panel — the box that appears when someone searches you — is how Google confirms you’re an established, trusted agent worth their biggest transaction. Real estate is the most personal-brand-driven trade of all, which makes a Knowledge …

Pressure washing sells on dramatic before-and-afters — and on trust that you won’t damage the house. Homeowners Google “[city] pressure washing” and pick who looks established. A Google Knowledge Panel — the box that appears when someone searches your name or company — is how Google marks you as the real local pro. Pressure washing is high-volume, visual, and easy …

Letting a crew into your home for a week is a trust decision. Homeowners Google “[city] painter,” scan for who looks legit, and call. A Google Knowledge Panel — the box that appears when someone searches your name or company — is how Google signals that you’re the established, trusted painting pro. Painting is visual, reputation-driven, and competitive, which makes …

A new driveway or patio is a several-thousand-dollar decision, so homeowners research hard. They Google “[city] concrete contractor” and look for who’s clearly established. A Google Knowledge Panel — the box that appears when someone searches your name or company — is Google vouching that you’re the trusted local pro. Concrete is high-ticket, project-based, and intensely visual, which makes proof …

When a homeowner wants their yard handled, they Google “[city] landscaper” and judge — in seconds — who looks established and trustworthy. A Google Knowledge Panel, the box that appears when someone searches your name or company, is how Google tells them you’re the real local operator, not a guy with a truck. Landscaping is visual, seasonal, and built on …

A burst pipe doesn’t wait. The homeowner Googles “[city] plumber,” scans for who looks real and reachable, and calls. A Google Knowledge Panel — the box that shows up when someone searches your name or company — is how Google marks you as the trusted, established local plumber instead of an unknown. Plumbing is emergency-driven and license-sensitive, which makes Google’s …

It’s 100 degrees, the AC just died, and a homeowner is Googling “[city] AC repair” while sweating. They’ll call the company that looks the most trustworthy in the first few seconds. A Google Knowledge Panel — the box that appears when someone searches your name or company — is how Google signals that you’re the established local pro, not a …

When a homeowner has water coming through the ceiling, they Google “[city] roofer” and start dialing. In those ten seconds, they’re deciding who looks legit. A Google Knowledge Panel — the box that appears on the right when someone searches your name or your company — is how Google tells them you’re the established, trusted choice instead of one more …