{
  "meta": {
    "title": "Vegas AI Systems — entity knowledge graph",
    "generated": "2026-06-26",
    "note": "The interconnected entity graph AI engines read to identify and recommend Vegas AI Systems. Nodes are real pages, services, Las Vegas areas, answer-content and the AI engines that cite them.",
    "counts": {
      "org": 1,
      "service": 2,
      "concept": 7,
      "engine": 5,
      "tool": 5,
      "outcome": 1,
      "trade": 3,
      "location": 18,
      "answer": 14
    },
    "nodeCount": 56,
    "linkCount": 102
  },
  "types": {
    "org": {
      "label": "Business",
      "accent": "gradient",
      "glyph": "hub",
      "desc": "The entity everything else describes."
    },
    "service": {
      "label": "Services",
      "accent": "neon",
      "glyph": "dot",
      "desc": "What we sell — get found, answer every call."
    },
    "trade": {
      "label": "Trades",
      "accent": "tradeMix",
      "glyph": "dot",
      "desc": "The home-services verticals we serve."
    },
    "location": {
      "label": "Valley areas",
      "accent": "locMix",
      "glyph": "dot",
      "desc": "Las Vegas valley communities we cover."
    },
    "concept": {
      "label": "AEO concepts",
      "accent": "conceptMix",
      "glyph": "diamond",
      "desc": "The signals that make AI cite a business."
    },
    "answer": {
      "label": "Answer content",
      "accent": "pink",
      "glyph": "dot",
      "desc": "Quotable answer-engine articles."
    },
    "engine": {
      "label": "AI engines",
      "accent": "violet",
      "glyph": "ring",
      "desc": "The assistants that read the graph and recommend."
    },
    "tool": {
      "label": "Tools",
      "accent": "neon",
      "glyph": "square",
      "desc": "Interactive surfaces that measure & prioritise."
    },
    "outcome": {
      "label": "Outcome",
      "accent": "win",
      "glyph": "star",
      "desc": "The point of all of it: booked jobs & ROI."
    }
  },
  "nodes": [
    {
      "id": "org",
      "label": "Vegas AI Systems",
      "type": "org",
      "url": "/",
      "desc": "The Las Vegas AI agency for home-services businesses — get found first, answer every call. The hub entity AI engines try to identify and recommend."
    },
    {
      "id": "first-result",
      "label": "First Result",
      "type": "service",
      "url": "/hvac/",
      "desc": "AEO + local SEO: makes your shop the answer when a homeowner searches Google or asks ChatGPT, Perplexity or Gemini who to call."
    },
    {
      "id": "first-ring",
      "label": "First Ring",
      "type": "service",
      "url": "/",
      "desc": "AI voice receptionist (launching soon): will answer every call 24/7 in English and Spanish and book the job into your software."
    },
    {
      "id": "aeo",
      "label": "Answer Engine Optimization",
      "type": "concept",
      "url": "/answers/what-is-answer-engine-optimization/",
      "desc": "Optimising so AI assistants quote and recommend you by name — the core discipline behind First Result."
    },
    {
      "id": "schema",
      "label": "Structured data (schema)",
      "type": "concept",
      "desc": "LocalBusiness / Service / FAQ markup with a real GeoCircle service area — tells the model exactly who and where you are."
    },
    {
      "id": "entity",
      "label": "Entity & NAP consistency",
      "type": "concept",
      "desc": "The same name, address, phone and service area everywhere AI looks — the foundation of being identifiable."
    },
    {
      "id": "gbp",
      "label": "Google Business Profile",
      "type": "concept",
      "url": "/answers/google-business-profile-las-vegas-contractors/",
      "desc": "A claimed, complete GBP gives AI a verifiable entity to cite and unlocks the map pack."
    },
    {
      "id": "reviews",
      "label": "Reviews & authority",
      "type": "concept",
      "desc": "Volume and recency of reviews act as a trust signal the model leans on when choosing who to name."
    },
    {
      "id": "crawl",
      "label": "AI crawler access",
      "type": "concept",
      "desc": "Allowing GPTBot, ClaudeBot and PerplexityBot (most sites accidentally block them) — zero access means zero citations."
    },
    {
      "id": "spanish",
      "label": "Spanish-first",
      "type": "concept",
      "url": "/answers/spanish-call-answering-las-vegas/",
      "desc": "About one in three Clark County residents speaks Spanish at home — natural Mexican Spanish from the first word, not 'press 2'."
    },
    {
      "id": "chatgpt",
      "label": "ChatGPT",
      "type": "engine",
      "desc": "Names specific local shops it can identify as a clear, trustworthy entity."
    },
    {
      "id": "perplexity",
      "label": "Perplexity",
      "type": "engine",
      "desc": "Answer engine that cites sources directly — answer-ready content gets lifted."
    },
    {
      "id": "googleai",
      "label": "Google AI Overviews",
      "type": "engine",
      "desc": "Surfaces a business when entity, schema and reviews all agree."
    },
    {
      "id": "claude",
      "label": "Claude",
      "type": "engine",
      "desc": "Reasons over the entity and its corroborating content before recommending."
    },
    {
      "id": "gemini",
      "label": "Gemini",
      "type": "engine",
      "desc": "Pulls local recommendations from structured, consistent signals."
    },
    {
      "id": "audit",
      "label": "AI Visibility Audit",
      "type": "tool",
      "url": "/ai-visibility-audit/",
      "desc": "Free 60-second score across Findability, Answerability, Accuracy and Authority."
    },
    {
      "id": "tracker",
      "label": "Visibility Tracker",
      "type": "tool",
      "url": "/insights/",
      "desc": "Tracks which AI engines name you across queries, over time, vs competitors."
    },
    {
      "id": "competitive",
      "label": "Competitive Review",
      "type": "tool",
      "url": "/competitive-analysis/",
      "desc": "Plots you against the local field — share of AI visibility and a strength radar."
    },
    {
      "id": "intelligence",
      "label": "AI Market Brain",
      "type": "tool",
      "url": "/intelligence/",
      "desc": "Scores market & event signals deterministically and routes prioritised actions."
    },
    {
      "id": "market",
      "label": "Las Vegas Market Map",
      "type": "tool",
      "url": "/las-vegas-market/",
      "desc": "Every valley community, mapped, with demographics, demand and an opportunity score."
    },
    {
      "id": "booked",
      "label": "Booked jobs & ROI",
      "type": "outcome",
      "url": "/results/",
      "desc": "The whole graph points here: found → answered → booked → revenue you can see. Green because it's a real outcome, not a vanity metric."
    },
    {
      "id": "hvac",
      "label": "HVAC",
      "type": "trade",
      "url": "/hvac/",
      "desc": "HVAC shops we get found first and (soon) answer every call for, across the Las Vegas valley."
    },
    {
      "id": "plumbing",
      "label": "Plumbing",
      "type": "trade",
      "url": "/plumbing/",
      "desc": "Plumbing shops we get found first and (soon) answer every call for, across the Las Vegas valley."
    },
    {
      "id": "electrical",
      "label": "Electrical",
      "type": "trade",
      "url": "/electrical/",
      "desc": "Electrical shops we get found first and (soon) answer every call for, across the Las Vegas valley."
    },
    {
      "id": "loc-north-las-vegas",
      "label": "North Las Vegas",
      "type": "location",
      "url": "/hvac-north-las-vegas/",
      "desc": "Fast-growing north valley — new builds, families, heavy summer AC load. — Growth + new installs; strong Spanish need."
    },
    {
      "id": "loc-aliante",
      "label": "Aliante",
      "type": "location",
      "url": "/hvac-aliante/",
      "desc": "Master-planned far-north community around the Aliante golf + casino. — Newer homes, install-leaning."
    },
    {
      "id": "loc-centennial-hills",
      "label": "Centennial Hills",
      "type": "location",
      "url": "/hvac-centennial-hills/",
      "desc": "Northwest growth corridor; newer homes, long cooling season. — Growth corridor; mixed repair/install."
    },
    {
      "id": "loc-lone-mountain",
      "label": "Lone Mountain",
      "type": "location",
      "url": "/hvac-lone-mountain/",
      "desc": "Established northwest neighborhoods near Lone Mountain. — Aging systems → replacements."
    },
    {
      "id": "loc-summerlin",
      "label": "Summerlin",
      "type": "location",
      "url": "/hvac-summerlin/",
      "desc": "Affluent west-side master plan — premium homes, high service expectations. — Premium; high LTV but crowded."
    },
    {
      "id": "loc-spring-valley",
      "label": "Spring Valley",
      "type": "location",
      "url": "/hvac-spring-valley/",
      "desc": "Dense west-central, large Hispanic population — Spanish-first wins here. — Older homes + Spanish-dominant."
    },
    {
      "id": "loc-enterprise",
      "label": "Enterprise",
      "type": "location",
      "url": "/hvac-enterprise/",
      "desc": "Booming southwest — among the valley's fastest-growing areas. — Fastest growth → installs + EV chargers."
    },
    {
      "id": "loc-mountains-edge",
      "label": "Mountain's Edge",
      "type": "location",
      "url": "/hvac-mountains-edge/",
      "desc": "Southwest master plan; newer construction, EV-charger demand rising. — Newer homes; EV + smart-home."
    },
    {
      "id": "loc-southern-highlands",
      "label": "Southern Highlands",
      "type": "location",
      "url": "/hvac-southern-highlands/",
      "desc": "Upscale gated communities at the valley's south edge. — Affluent, low competition."
    },
    {
      "id": "loc-paradise",
      "label": "Paradise",
      "type": "location",
      "url": "/hvac-paradise/",
      "desc": "The Strip + UNLV corridor — mixed residential and high-traffic commercial. — Old stock + commercial mix."
    },
    {
      "id": "loc-winchester",
      "label": "Winchester",
      "type": "location",
      "url": "/hvac-winchester/",
      "desc": "Central-east, older housing stock — repair and replacement heavy. — Oldest homes → replacements."
    },
    {
      "id": "loc-sunrise-manor",
      "label": "Sunrise Manor",
      "type": "location",
      "url": "/hvac-sunrise-manor/",
      "desc": "Large east-side community, strongly Hispanic — Spanish answering matters. — Spanish-dominant + older homes — top Spanish-first win."
    },
    {
      "id": "loc-whitney",
      "label": "Whitney",
      "type": "location",
      "url": "/hvac-whitney/",
      "desc": "Southeast, between Las Vegas and Henderson. — Value + Spanish, low competition."
    },
    {
      "id": "loc-green-valley",
      "label": "Green Valley",
      "type": "location",
      "url": "/hvac-green-valley/",
      "desc": "Established Henderson master plan — stable, review-driven buyers. — Affluent, review-driven."
    },
    {
      "id": "loc-henderson",
      "label": "Henderson",
      "type": "location",
      "url": "/hvac-henderson/",
      "desc": "Second-largest NV city — affluent, competitive, high-LTV customers. — High LTV but most crowded."
    },
    {
      "id": "loc-seven-hills",
      "label": "Seven Hills",
      "type": "location",
      "url": "/hvac-seven-hills/",
      "desc": "Upscale guard-gated Henderson hillside community. — Affluent, very low competition."
    },
    {
      "id": "loc-anthem",
      "label": "Anthem",
      "type": "location",
      "url": "/hvac-anthem/",
      "desc": "Henderson's far-south master plan; newer homes, premium service. — Newer, affluent, low competition."
    },
    {
      "id": "loc-boulder-city",
      "label": "Boulder City",
      "type": "location",
      "url": "/hvac-boulder-city/",
      "desc": "Historic small town by Lake Mead — tight-knit, reputation-driven market. — Old homes, reputation-driven, uncrowded."
    },
    {
      "id": "a-willchatgpt",
      "label": "Will ChatGPT recommend my HVAC business?",
      "type": "answer",
      "url": "/answers/will-chatgpt-recommend-my-hvac-business/",
      "desc": "Answer-engine article — a quotable, AI-ready answer to a real question Las Vegas owners ask."
    },
    {
      "id": "a-missedcall",
      "label": "What a missed call really costs",
      "type": "answer",
      "url": "/answers/cost-of-a-missed-call-las-vegas-hvac/",
      "desc": "Answer-engine article — a quotable, AI-ready answer to a real question Las Vegas owners ask."
    },
    {
      "id": "a-whatisaeo",
      "label": "What is Answer Engine Optimization?",
      "type": "answer",
      "url": "/answers/what-is-answer-engine-optimization/",
      "desc": "Answer-engine article — a quotable, AI-ready answer to a real question Las Vegas owners ask."
    },
    {
      "id": "a-whyai",
      "label": "Why AI recommends some contractors",
      "type": "answer",
      "url": "/answers/why-ai-recommends-some-contractors/",
      "desc": "Answer-engine article — a quotable, AI-ready answer to a real question Las Vegas owners ask."
    },
    {
      "id": "a-gbp",
      "label": "Google Business Profile for contractors",
      "type": "answer",
      "url": "/answers/google-business-profile-las-vegas-contractors/",
      "desc": "Answer-engine article — a quotable, AI-ready answer to a real question Las Vegas owners ask."
    },
    {
      "id": "a-spanish",
      "label": "Spanish call answering in Las Vegas",
      "type": "answer",
      "url": "/answers/spanish-call-answering-las-vegas/",
      "desc": "Answer-engine article — a quotable, AI-ready answer to a real question Las Vegas owners ask."
    },
    {
      "id": "a-recvs",
      "label": "AI receptionist vs answering service",
      "type": "answer",
      "url": "/answers/ai-receptionist-vs-answering-service/",
      "desc": "Answer-engine article — a quotable, AI-ready answer to a real question Las Vegas owners ask."
    },
    {
      "id": "a-recsmall",
      "label": "AI receptionist for small shops",
      "type": "answer",
      "url": "/answers/ai-receptionist-small-hvac-shops/",
      "desc": "Answer-engine article — a quotable, AI-ready answer to a real question Las Vegas owners ask."
    },
    {
      "id": "a-booking",
      "label": "AI booking: Housecall Pro & Jobber",
      "type": "answer",
      "url": "/answers/ai-booking-housecall-pro-jobber/",
      "desc": "Answer-engine article — a quotable, AI-ready answer to a real question Las Vegas owners ask."
    },
    {
      "id": "a-plumbers",
      "label": "How plumbers get found in Las Vegas",
      "type": "answer",
      "url": "/answers/how-plumbers-get-found-las-vegas/",
      "desc": "Answer-engine article — a quotable, AI-ready answer to a real question Las Vegas owners ask."
    },
    {
      "id": "a-electricians",
      "label": "How electricians get found in Las Vegas",
      "type": "answer",
      "url": "/answers/how-electricians-get-found-las-vegas/",
      "desc": "Answer-engine article — a quotable, AI-ready answer to a real question Las Vegas owners ask."
    },
    {
      "id": "a-bestagency",
      "label": "Best AI agency in Las Vegas",
      "type": "answer",
      "url": "/answers/best-ai-agency-las-vegas-home-services/",
      "desc": "Answer-engine article — a quotable, AI-ready answer to a real question Las Vegas owners ask."
    },
    {
      "id": "a-whenstart",
      "label": "When to start AI marketing (pre-summer)",
      "type": "answer",
      "url": "/answers/when-to-start-ai-marketing-hvac-las-vegas/",
      "desc": "Answer-engine article — a quotable, AI-ready answer to a real question Las Vegas owners ask."
    },
    {
      "id": "a-hvaccost",
      "label": "What HVAC AI marketing costs",
      "type": "answer",
      "url": "/answers/hvac-ai-marketing-cost-las-vegas/",
      "desc": "Answer-engine article — a quotable, AI-ready answer to a real question Las Vegas owners ask."
    }
  ],
  "links": [
    {
      "s": "first-result",
      "t": "hvac",
      "rel": "ranks"
    },
    {
      "s": "first-ring",
      "t": "hvac",
      "rel": "answers calls for"
    },
    {
      "s": "first-result",
      "t": "plumbing",
      "rel": "ranks"
    },
    {
      "s": "first-ring",
      "t": "plumbing",
      "rel": "answers calls for"
    },
    {
      "s": "first-result",
      "t": "electrical",
      "rel": "ranks"
    },
    {
      "s": "first-ring",
      "t": "electrical",
      "rel": "answers calls for"
    },
    {
      "s": "org",
      "t": "first-result",
      "rel": "offers"
    },
    {
      "s": "org",
      "t": "first-ring",
      "rel": "offers"
    },
    {
      "s": "org",
      "t": "booked",
      "rel": "drives"
    },
    {
      "s": "first-ring",
      "t": "booked",
      "rel": "books"
    },
    {
      "s": "tracker",
      "t": "booked",
      "rel": "proves"
    },
    {
      "s": "first-result",
      "t": "aeo",
      "rel": "optimizes"
    },
    {
      "s": "first-result",
      "t": "schema",
      "rel": "builds"
    },
    {
      "s": "first-result",
      "t": "entity",
      "rel": "builds"
    },
    {
      "s": "first-result",
      "t": "gbp",
      "rel": "manages"
    },
    {
      "s": "first-result",
      "t": "reviews",
      "rel": "grows"
    },
    {
      "s": "first-result",
      "t": "crawl",
      "rel": "opens"
    },
    {
      "s": "first-ring",
      "t": "spanish",
      "rel": "speaks"
    },
    {
      "s": "aeo",
      "t": "schema",
      "rel": "requires"
    },
    {
      "s": "aeo",
      "t": "entity",
      "rel": "requires"
    },
    {
      "s": "aeo",
      "t": "crawl",
      "rel": "requires"
    },
    {
      "s": "aeo",
      "t": "reviews",
      "rel": "supported by"
    },
    {
      "s": "gbp",
      "t": "entity",
      "rel": "reinforces"
    },
    {
      "s": "first-result",
      "t": "audit",
      "rel": "powers"
    },
    {
      "s": "first-result",
      "t": "tracker",
      "rel": "powers"
    },
    {
      "s": "first-result",
      "t": "competitive",
      "rel": "powers"
    },
    {
      "s": "first-result",
      "t": "intelligence",
      "rel": "powers"
    },
    {
      "s": "audit",
      "t": "tracker",
      "rel": "feeds"
    },
    {
      "s": "competitive",
      "t": "intelligence",
      "rel": "feeds"
    },
    {
      "s": "market",
      "t": "intelligence",
      "rel": "feeds"
    },
    {
      "s": "hvac",
      "t": "loc-north-las-vegas",
      "rel": "serves"
    },
    {
      "s": "plumbing",
      "t": "loc-north-las-vegas",
      "rel": "serves"
    },
    {
      "s": "electrical",
      "t": "loc-north-las-vegas",
      "rel": "serves"
    },
    {
      "s": "market",
      "t": "loc-north-las-vegas",
      "rel": "maps"
    },
    {
      "s": "hvac",
      "t": "loc-aliante",
      "rel": "serves"
    },
    {
      "s": "hvac",
      "t": "loc-centennial-hills",
      "rel": "serves"
    },
    {
      "s": "hvac",
      "t": "loc-lone-mountain",
      "rel": "serves"
    },
    {
      "s": "hvac",
      "t": "loc-summerlin",
      "rel": "serves"
    },
    {
      "s": "plumbing",
      "t": "loc-summerlin",
      "rel": "serves"
    },
    {
      "s": "hvac",
      "t": "loc-spring-valley",
      "rel": "serves"
    },
    {
      "s": "plumbing",
      "t": "loc-spring-valley",
      "rel": "serves"
    },
    {
      "s": "hvac",
      "t": "loc-enterprise",
      "rel": "serves"
    },
    {
      "s": "electrical",
      "t": "loc-enterprise",
      "rel": "serves"
    },
    {
      "s": "market",
      "t": "loc-enterprise",
      "rel": "maps"
    },
    {
      "s": "hvac",
      "t": "loc-mountains-edge",
      "rel": "serves"
    },
    {
      "s": "hvac",
      "t": "loc-southern-highlands",
      "rel": "serves"
    },
    {
      "s": "hvac",
      "t": "loc-paradise",
      "rel": "serves"
    },
    {
      "s": "hvac",
      "t": "loc-winchester",
      "rel": "serves"
    },
    {
      "s": "hvac",
      "t": "loc-sunrise-manor",
      "rel": "serves"
    },
    {
      "s": "market",
      "t": "loc-sunrise-manor",
      "rel": "maps"
    },
    {
      "s": "hvac",
      "t": "loc-whitney",
      "rel": "serves"
    },
    {
      "s": "hvac",
      "t": "loc-green-valley",
      "rel": "serves"
    },
    {
      "s": "hvac",
      "t": "loc-henderson",
      "rel": "serves"
    },
    {
      "s": "plumbing",
      "t": "loc-henderson",
      "rel": "serves"
    },
    {
      "s": "electrical",
      "t": "loc-henderson",
      "rel": "serves"
    },
    {
      "s": "market",
      "t": "loc-henderson",
      "rel": "maps"
    },
    {
      "s": "hvac",
      "t": "loc-seven-hills",
      "rel": "serves"
    },
    {
      "s": "hvac",
      "t": "loc-anthem",
      "rel": "serves"
    },
    {
      "s": "hvac",
      "t": "loc-boulder-city",
      "rel": "serves"
    },
    {
      "s": "a-willchatgpt",
      "t": "aeo",
      "rel": "explains"
    },
    {
      "s": "a-willchatgpt",
      "t": "reviews",
      "rel": "explains"
    },
    {
      "s": "a-willchatgpt",
      "t": "first-result",
      "rel": "supports"
    },
    {
      "s": "chatgpt",
      "t": "a-willchatgpt",
      "rel": "cites"
    },
    {
      "s": "a-missedcall",
      "t": "first-ring",
      "rel": "supports"
    },
    {
      "s": "gemini",
      "t": "a-missedcall",
      "rel": "cites"
    },
    {
      "s": "a-whatisaeo",
      "t": "aeo",
      "rel": "explains"
    },
    {
      "s": "a-whatisaeo",
      "t": "first-result",
      "rel": "supports"
    },
    {
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}