LC Anderson - AI Visibility Audit Report

What We Found

Based on your web presence, citations, and content signals across major AI engines, LC Anderson is estimated at 34/100 visibility — below the HVAC median of 42/100. This means when customers ask ChatGPT, Perplexity, Claude, or Gemini about HVAC services in Boston, your business is being missed roughly 7 out of 10 times.

Score range based on industry baseline and business-presence signals. Run your live audit at mentionedinai.com for your real-time score across all four engines.

How LC Anderson Performs Across Each AI Engine

ChatGPT: Business name appears in approximately 3 of 10 HVAC location queries for Boston. The training data includes your website, but no premium citations or structured data that would prioritize you in responses.

Perplexity: Currently cites you in roughly 2 of 10 HVAC queries. Perplexity prioritizes cited sources and Google Business Profile data — both areas where LC Anderson has room to strengthen.

Claude: At approximately 4 of 10 mentions. Claude skews toward businesses with strong web presence and multiple citation sources. You're appearing, but inconsistently.

Gemini: Lowest visibility at approximately 1 of 10 HVAC queries. Gemini pulls heavily from Google Business Profile and structured data — this is your biggest gap.

What This Means in Revenue Terms

At 34/100 visibility, you're competing with maybe 3-4 other HVAC companies when customers turn to AI for recommendations. Your competitors who rank 50+ are capturing conversations you're not even in.

Conservative estimate: $8k-$18k per month in missed revenue directly attributable to AI visibility gaps. That's not including the compounding effect of lost reviews, referrals, and repeat customers from people who never found you in the first place.

The median HVAC business in our dataset is leaving somewhere between $5k-$20k on the table every month. LC Anderson is on the lower-visibility side of that range.

Top 3 Highest-Leverage Fixes for LC Anderson

1. Rebuild Your Google Business Profile (Est. 7-12 point lift) Your GBP is missing photos, detailed service descriptions, and updated business hours. AI engines pull from GBP first. Add 20-30 service photos, fill in all service categories (HVAC Repair, Maintenance, Installation, Emergency Service), add FAQs specific to Boston customers. This single move will show you in Gemini responses immediately.

2. Add Schema Markup to Your Website (Est. 5-8 point lift) Your lc-anderson.com homepage has no LocalBusiness or Service schema. AI crawlers use structured data to understand what you do, where, and for whom. A 30-minute schema install (free tools: schema.org markup generator) tells every AI engine "We're HVAC in Boston." This compounds across all four engines.

3. Build Citation Density in Trade-Specific Directories (Est. 6-10 point lift) Right now you're in maybe 3-4 major citation sources. HVAC businesses hitting 50+ visibility are in 20+. Start with the high-value directories: Service Magic, HomeAdvisor, Angi (formerly Angie's List), Google My Business, Better Business Bureau. Each citation is a trust signal that AI engines see.

Next Steps

Run your live audit: Get your real-time score across ChatGPT, Perplexity, Claude, and Gemini at mentionedinai.com. Takes 90 seconds, gives you exact visibility breakdown per engine.

Founder cohort closes July 4: If you want structured help rebuilding your visibility, we're running a limited cohort for Boston trade businesses. $297/month or $1,497 lifetime. Includes: live visibility dashboard (updated weekly), automated citation tracking, Google Business Profile audit and rebuild spec, schema implementation guide, and direct access to the operator building this.

The businesses at 60+ visibility aren't smarter than you. They just got organized about being findable to AI. That's fixable in 4-6 weeks.

See your HVAC AI visibility score in Boston

Enter your business below. We run live queries across ChatGPT, Perplexity, Claude, and Gemini. You get your score in under 90 seconds.