PromptingLogic
Resources

Everything you need to understand
AI search visibility.

Reference material, plain-English definitions, checklists, and a curated reading list. All free, no signup. Bookmark this page.

01 · Reference

GEO & AI search glossary.

GEO (Generative Engine Optimization)

The practice of making a business findable and citable by AI-powered search engines like ChatGPT, Google AI Overviews, Perplexity, and Gemini.

AI Overview

Google's AI-generated summary that appears above the traditional blue-link results on commercial searches.

Schema Markup

Structured data embedded in a webpage (in JSON-LD or microdata format) that tells search engines and AI models what kind of entity the page represents.

LocalBusiness Schema

A specific schema type that declares a business's name, address, phone, hours, categories, and service area. The foundational local AI signal.

FAQPage Schema

Schema that wraps a question-and-answer structure, which AI models preferentially cite because it matches their output format.

llms.txt

A new convention (similar to robots.txt) that tells AI crawlers how to parse and cite your site. Adoption is early but growing.

Entity

In AI search, a canonical concept the model recognizes: a specific person, place, or business. Your goal is for your business to be a high-confidence entity.

Citation

A mention of your business in a trusted source (news, directory, Wikipedia). Citations are the "references" AI engines use to confirm you exist and are credible.

NAP Consistency

Name, Address, and Phone appearing identically across your website, GBP, and every directory. Inconsistency is the single most common low-confidence signal.

Google Business Profile (GBP)

Formerly Google My Business. The free listing that controls how your business appears in Google Maps, Google Search, and most AI local recommendations.

AI Visibility Score

A measure of how often your business appears in AI-generated answers for queries your customers use. Prompting Logic's core metric.

Generative Answer Engine

Any AI product that returns a synthesized answer rather than a list of links. ChatGPT Search, Perplexity, Google AI Overviews, and Gemini are all examples.

02 · Playbook

25-point AI visibility checklist.

Run this against your own business. Every item is a discrete, verifiable fix. If you can tick 20+ of these, you are ahead of 95% of your local competitors.

Technical foundation
  • LocalBusiness schema on home page
  • Service schema on each service page
  • FAQPage schema on a dedicated FAQ page
  • Review/AggregateRating schema on testimonials
  • Breadcrumb schema on all nested pages
  • XML sitemap submitted to Google Search Console
  • llms.txt file at site root
  • All pages load in under 3 seconds on mobile
Content architecture
  • FAQ page with 10+ real customer questions
  • Dedicated page per service you offer
  • Dedicated page per city/region you serve
  • Testimonials page with 10+ reviews and schema
  • Clear pricing or "starting at" on service pages
Google Business Profile
  • Primary category correct and specific
  • All relevant secondary categories added
  • Hours, phone, website verified
  • 20+ photos, refreshed monthly
  • Q&A section populated with owner answers
  • Weekly GBP posts (or every 2 weeks minimum)
  • 50+ Google reviews, averaging 4.5+ stars
Authority & citations
  • NAP identical across website, GBP, Yelp, Houzz, Bing Places
  • Listed on 5+ industry-specific directories
  • Backlinks from 3+ local news or industry publications
  • One published blog post per month minimum
  • Appears in ChatGPT answer for at least one core query
03 · Copy/paste

Schema cheatsheet.

The three schema types every home, design, and decor business should install. Paste these into your site’s <head> (or have your developer do it), edit the values for your business, and validate with Google’s Rich Results Test.

LocalBusiness (paste into <head>)
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "LocalBusiness",
  "name": "Your Business Name",
  "image": "https://yourdomain.com/logo.jpg",
  "telephone": "+1-919-555-0100",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "123 Main St",
    "addressLocality": "Raleigh",
    "addressRegion": "NC",
    "postalCode": "27601",
    "addressCountry": "US"
  },
  "url": "https://yourdomain.com",
  "priceRange": "$$",
  "openingHours": "Mo-Fr 09:00-17:00"
}
</script>
FAQPage (for a dedicated /faq page)
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "FAQPage",
  "mainEntity": [{
    "@type": "Question",
    "name": "How long does a typical project take?",
    "acceptedAnswer": {
      "@type": "Answer",
      "text": "Most engagements run 6 to 12 weeks..."
    }
  }]
}
</script>
Service (one per service page)
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Service",
  "serviceType": "Kitchen Remodeling",
  "provider": { "@type": "LocalBusiness", "name": "Your Business" },
  "areaServed": { "@type": "City", "name": "Raleigh" }
}
</script>

Always validate at Google’s Rich Results Test before deploying.

04 · Playbook

Google Business Profile optimization guide.

GBP is the strongest free local AI signal you can control. Ten concrete steps, in order. Most can be done in an afternoon.

  1. 01
    Claim and verify your profile if you haven’t already (search your business on Google Maps).
  2. 02
    Set your primary category as the most specific match (e.g. "Interior Designer" not "Design Agency").
  3. 03
    Add every relevant secondary category. Three to five is ideal.
  4. 04
    Complete every service in the Services section with a short description and price when possible.
  5. 05
    Upload at least 20 high-quality photos: exterior, interior, team, finished work, process shots.
  6. 06
    Fill out the Q&A section yourself. Seed it with the 5 questions customers most often ask.
  7. 07
    Post weekly (or every 2 weeks). Projects, behind-the-scenes, seasonal tips, offers.
  8. 08
    Respond to every review within 48 hours. Polite, specific, thanking them by name.
  9. 09
    Request reviews from recent happy clients. Aim for 2–4 new reviews per month.
  10. 10
    Check your Insights monthly. Note which queries are finding you and double down on them.
05 · Curated

Industry reading list.

The external sources I actually trust and check regularly. Everything on this list is free and authoritative.

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