Public web · not a guessed ChatGPT quote

The public-web dossier and rank for a local professional.

Type a name, city, and profession. We search the open web for “best [profession] in [city]”, read directories and the person’s site, and return a city rank card — plus whether they read expensive. We will not tell you what they charge.

Wedding photographersDentistsLawyers PlumbersRealtorsAnyone local & searchable

Load the Austin demo $29 audit · $29–39/mo monitor

How it works

Three fields. Live pages. A rank you can audit.

1. You type

Name, city, profession, optional website. That is the whole brief.

2. We search

Four queries: best-in-city, near-city, name, reviews. Then the website if you gave one. DuckDuckGo / Bing HTML via a worker when deployed — no paid key.

3. You get a dossier

Appearance, who showed up instead, five dimensions, a city rank card, five ways to climb. On-screen. Print if you want — we are not selling a PDF.

What we score

Five dimensions. Missing stays missing.

Quality

Published ratings, review volume, awards, press, portfolio, credentials. If a page did not state a number, we leave it blank.

Price signal

Expensive / Average / Affordable / No signal. Inferred from review language, or classified against peers then the dollar amount is thrown away. Thin data → No signal. Never a fake “expensive” for flavor.

Satisfaction

Review themes, recency, complaint patterns. Not a star we made up.

Recommendations

Who cites them: directories, “best of” lists, press. If they are absent from the listicle that ranks, we name that URL.

Visibility

The original question: do they appear for “best [profession] in [city]”? Count of mentions. Not “you rank #3”.

City rank card

Subject vs 4–8 others from the same search. Weights on the page. If we lack three dimensions, the row says insufficient data.

Real example — not a composite

Caroline Robert, Austin wedding photographer, 18 Aug 2026

We ran the same queries a couple would type. Her own site appeared on a “best wedding photographer Austin” search. Angela King Photography, Ruét Photo, Tess Leslie Photography, Grayson Reese, and Leah Muse Photography appeared as named competitors. She is not listed on the Carats + Cake Austin page or Wedding Pioneer’s “17 best” article. Price signal: No signal — one review mentioned budget; that is too few to classify, and her wedding starting price is not published on her site.

Sources include carolinerobertphoto.com, WeddingWire, Zola, The Knot, tesslesliephotography.com, weddingpioneer.com, caratsandcake.com. Full table in the app.

Open the demo dossier

Honest v0

Web search and directories: yes. ChatGPT / Perplexity: not checked live — we will not invent a quote. Live browser search is blocked by CORS; the Run button calls a Cloudflare Worker when workerUrl is set, otherwise use the demo. No ads. No sponsored rank.

Price

Pay for the dossier. Not for ads.

$29 one-time audit
$29–39/mo monitor the same queries

Payments are activating. Leave an email or WhatsApp — we do not run display ads against this rank card.

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