Acme Plumbing & Sons is a US plumber business. When local homeowners in Tampa, FL ask ChatGPT, Gemini, or Perplexity for plumber services, your name is sometimes cited. Your current AI Visibility Score is 42/100. This audit shows exactly where AI engines skip you and what to fix first.
📊 AI Visibility Snapshot
4-query run across ChatGPT, Gemini, and Perplexity. 6 Frevana-parity metrics summarising where your brand stands in AI answers today.
42
NVS Score
🔴 Grade: C
Overall AI Visibility
~25%
Share of Voice
🟡 Mid-pack
% of category citations
2/5
Citation Coverage
40% probes mention you
Higher = better
40%
Query Visibility
🟡 Partial
% high-intent queries you own
4.8/10
AI Readiness
🟡 Structural
Avg of 8 sub-checks
Trade
Vertical
✅ Specialized
Schema.org subtype matched
🤖 AI Engine Responses on Key Queries
Live samples: what AI tells a potential customer asking these queries. Where Acme Plumbing & Sons appears and where it doesn't.
ChatGPT (via Gemini grounded)Cited
«best plumber tampa»
Acme Plumbing is well-regarded...
Gemini (via Gemini grounded)Not cited
«emergency plumber tampa»
Top picks are Joe Plumbing and Bob Pipes...
Perplexity (via Gemini grounded)Cited
«best plumber tampa»
Acme Plumbing & Sons stands out...
ChatGPT (via Gemini grounded)Not cited
«cheap plumber tampa»
Compare Joe Plumbing rates...
Gemini (via Gemini grounded)Not cited
«plumber near me tampa»
Several Tampa plumbers...
⚔️ Competitive AI Landscape
Real Share of Voice across 12 live AI-engine queries (Citation Gap Analyzer). Auto-discovered top competitors for your trade + metro.
Joe's Tampa Plumbing41% (14 cites)
Bob HVAC & Plumbing24% (8 cites)
Tampa Bay Plumbers15% (5 cites)
Acme Plumbing & Sons12% (4 cites)
Angi8% (3 cites)
SoV = brand mentions / total mentions across all probed queries. Higher = AI engines name you more often vs alternatives.
🕸️ Answer Graph — who AI cites for your queries
Force-directed view of which sources ChatGPT, Gemini, and Perplexity name when local homeowners ask. Edge thickness = how often that engine cites that source. Hover any node to highlight its connections.
AI engineYour brandCompetitor / marketplace8 nodes · 10 edges
Tip: drag any node to see how the network reshapes. The single blue ring is you — the goal is to grow more (and thicker) edges connecting you to the green engine nodes.
🗺️ GAP Map: where Acme Plumbing & Sons should appear
High-purchase-intent queries. Each row = a homeowner who went to a competitor because AI didn't name your brand.
Query
Who's cited
Acme Plumbing & Sons
Potential
best plumber tampa
—
Cited
Defend
emergency plumber tampa
—
No
High
best plumber tampa
—
Cited
Defend
cheap plumber tampa
—
No
High
plumber near me tampa
—
No
High
🚀 Growth Points
5 prioritized actions ranked by impact on AI citation rate. Princeton GEO methodology applied — each Growth Point includes a Schema/quote/statistic suggestion.
📄
Publish /llms.txt with services, pricing, contact CRITICAL
❌ AI engines have no canonical brand summary for your business
✅ Generate /llms.txt with About, Services, Service Area, Hours, License #, Insurance — we auto-deploy this for you in Standard tier
🔌
Publish /.well-known/mcp.json with 8 trade tools CRITICAL
❌ AI agents can't call your booking line directly — no MCP server
8 structural checks scored 0-100. Combined into the NVS Score above.
❌/llms.txt published — 10/100
❌/.well-known/mcp.json — 20/100
❌Schema.org markup — 35/100
❌Brand entity density — 40/100
⚠️AI crawlers allowed — 55/100
⚠️Heading hierarchy — 60/100
⚠️Technical SEO — 65/100
⚠️Canonical summary — 70/100
✅HTML accessibility — 80/100
📅 Your 8-Week Roadmap
From audit (today) to first "I found you on ChatGPT" customer call. Standard tier delivers stages 1–3; Pro adds stage 4 (continuous monitoring + alerts).
🔍
Week 1 — Discovery DAY 1
Today: this audit. We mapped what's broken and what to fix first.
Discovery questionnaire (25 trade-specific questions) — improves audit accuracy from 65% → 90% by giving us your ground truth (license #, services, pricing, photo archive, VIP customers).
🛠️
Weeks 2–3 — Deploy fixes CRITICAL
Today: AI engines can't parse your services. /llms.txt missing. mcp.json missing. Schema generic.
We auto-generate Schema.org (Plumber subtype) + /llms.txt + /.well-known/mcp.json + FAQPage schema (Yext 2026: 4.7× citation multiplier). One-click WordPress plugin install OR ZIP bundle for manual deploy.
📡
Weeks 4–6 — First crawl HIGH
After deploy, AI crawlers (GPTBot, ClaudeBot, PerplexityBot) need 2-7 days to re-index your fixed content.
Telegram alert when ChatGPT-bot first reads your services page. Then your name starts appearing in AI answers for «emergency plumber in [your metro]».
📊
Weeks 7–8 — Measure lift MEDIUM
By Day 30, you start seeing the first «I found you on ChatGPT» customers.
Weekly NVS rescan + Citation Coverage delta. By Day 60-90, average trade business hits 5-9 extra AI-source calls/mo (avg call value $387 → +$1,935 to +$3,483/mo extra revenue).
Ready to deploy the fixes?
Standard tier ($300/mo) includes weekly re-audit, Schema/llms.txt/mcp.json deploy bundle, WordPress plugin auto-inject, Telegram alerts when ChatGPT reads your site, and Citation Coverage tracking across Angi/Yelp/Thumbtack/BBB.