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the rubric, published

How I score visibility

every number the audit uses, in plain english, nothing hidden

The five signals and their weight

The composite is a weighted blend. If a signal cannot be measured, it is left out and the rest are reweighted; nothing is invented.

signalweight
Google profile
Does the listing exist and is it filled in: website, hours, at least two categories, and real photos.
25%
Map results
For the searches customers actually type, where do you place. The top three is the map pack; that is where the calls go.
25%
AI readiness
Can AI assistants read the site: structured data, honest title and description, crawlers allowed, and an llms.txt file.
10%
AI mentions
When a customer asks an AI assistant who to call, how often you get named. Sampled three asks per question, reported as a rate.
20%
Reviews
Rating strength and review depth together. Two businesses side by side, the fresher review wall wins the tap.
20%

The honesty rules

AI answers are sampled: every question is asked three times per assistant and reported as a rate, because assistants vary. If no AI signal can be collected at all, no composite is scored; a made-up number helps nobody. Site checks read the top 250 pages, not every page, and the report says exactly how many were read. Sampled and directional, not precise.

Site health deductions

Each issue deducts points scaled by the share of pages affected. Broken pages and dead canonicals are heavy, missing alt text is light.

issueweight
broken page30 points
dead canonical25 points
broken links15 points
title missing10 points
title duplicate10 points
meta missing8 points
meta duplicate8 points
schema missing6 points
h1 missing5 points
canonical missing4 points
h1 multiple3 points
images no alt3 points

Why publish this

Because the score only matters if you can trust it. Any agency can hand you a mystery number; this page is the whole recipe. If you think a weight is wrong, tell me, and if you are right I will change it and say so here.