AI visibility for roofers means being named when someone asks ChatGPT, Claude, Gemini, Perplexity, or Grok for a reliable roofer, a storm damage contractor, or a specific roofing specialty in their metro. Retrieval favors structured service areas, licensing and insurance declarations, and authoritative regional citations — not generic 'best roofer' content.

AI visibility for dentists means models quote accurate hours, accepted insurance, new-patient status, and specialty services when someone asks for a family, pediatric, cosmetic, or emergency dentist. Accuracy matters as much as inclusion — stale directory data is the most common failure mode we see in this category.

AI visibility for plumbers means being named for the exact intent — emergency, commercial, drain cleaning, water heater install — rather than a generic 'plumber near me' list. Availability windows and specialty declarations are the signals AI engines use to distinguish 24/7 operators from daytime-only shops.

AI visibility for painters means being cited for the specific surface and intent — interior repaint, cabinet refinishing, exterior prep, commercial — in the metro and neighborhoods you actually serve. Portfolio imagery rarely retrieves; structured specialty declarations do.

AI visibility for restaurants means being named for cuisine, neighborhood, and occasion queries — not just 'best restaurant in {city}'. Menu schema, reservation and dietary declarations, and accurate hours are the signals AI engines use to match recommendations to intent.

AI visibility for med spas means being cited for treatment intent (first-time Botox, filler, laser) with provider credentials that models can quote. This category is dominated by chains with richer editorial and structured-data presence; independents win by declaring provider credentials and treatment-specific expertise explicitly.

AI visibility for law firms is brutally competitive. Personal injury and family law are dominated by statewide firms that saturated legal directories a decade ago. Boutique firms win by structuring attorney-level credentials, practice-area specificity, and jurisdiction declarations — the signals AI engines weight over raw advertising spend.

AI visibility for electricians means being cited for specialty intent — panel upgrade, EV charger install, commercial, emergency — not just 'electrician near me'. Licensing, bonding, and specialty declarations drive which operator AI engines recommend for a specific job.

AI visibility for HVAC operators means being cited for the specific install or service intent — heat pump, furnace, mini-split, commercial — in the regional climate zone you actually serve. National chains dominate generic queries; regional specialists win by declaring brand expertise, rebate knowledge, and climate-specific experience.

AI visibility for landscapers and landscape designers means being cited for design, install, and maintenance intents separately — plus seasonal intents like irrigation, lawn care, and hardscape. Specialty declarations and regional plant-zone context differentiate operators in this category.

AI visibility for auto repair shops means being cited for make, specialty, and intent — European specialist, transmission, hybrid/EV service, mobile mechanic. Certifications (ASE, manufacturer) and specialty declarations drive which shop AI engines recommend for a specific vehicle or repair.

AI visibility for real estate agents and small brokerages means being cited for neighborhood, price-point, and buyer/seller intent separately. Agent-level schema and neighborhood-specific content displace Zillow-style aggregators on the narrower queries where agents have true expertise.