L
Lightning Mechanical Service
#15
Visibility rank in New York, NY HVAC · ▼ 6 this week
1.2%
Share of voice
56
Depth score · how well AI can help a buyer · ▲ 1 in depth rank this week
Share of voice over time
Weekly, last 3 weeks · vs the New York, NY HVAC leader
Lightning Mechanical Service · 1.2%American HVAC Corp (leader) · 19.4%
AI recommends Lightning Mechanical Service #15 in New York, NY HVAC (2 of the four assistants name it, at 1.2% share of voice), and understands it well enough to carry a customer toward a booking, scoring 56 on depth.
Summary
- Across the questions New York, NY customers ask AI about HVAC, Lightning Mechanical Service is recommended by 2 of 4 assistants and ranks #15 by share of voice.
- Gemini and Google AI Mode consistently name it. ChatGPT and Perplexity do not surface it.
- Its depth score is held back by pricing: on the service call, the assistants quoted $150 to $300, so a customer comparing prices gets a fabricated figure.
How each assistant sees Lightning Mechanical Service
ChatGPT
Not named
mentions this business
Gemini
Recommends
Named in 4 of 72 prompts · names and recommends this business
Perplexity
Not named
mentions this business
Google AI Mode
Recommends
Named in 12 of 72 prompts · names and recommends this business
Customer questions it was named in
- I need emergency furnace repair tonight in New York, NY. Who offers 24/7 service?
- My heat is out in New York, NY and it's freezing. Who does same-day HVAC repair?
- Who can come out for an urgent AC repair right away in New York, NY?
- I just moved to New York, NY and need an HVAC company. Who should I call?
Depth: the buyer's journey with AI
Where AI can carry a Lightning Mechanical Service customer from a first question toward a booking, and where it can't. Five buyer questions, graded on what the assistants actually said.
goodOfferings
goodAvailability
fabricatedPricing
goodFit
partialDifferentiation
Offerings & servicesGood
Customer asks: "What does Lightning Mechanical Service do?"
“Lightning Mechanical Service (also known as Lightning Mechanical LLC), which services the New York City metropolitan area and northern East Coast, is a full-service commercial and residential HVAC contractor. They…”
Answerable for the common cases a customer asks about.
Availability & bookingGood
"Can I book Lightning Mechanical Service this week? Are they taking new customers?"
“Yes, Lightning Mechanical LLC is actively operating and accepting new customers for commercial and residential HVAC services in the New York City Metro area. They offer 24/7 emergency service and can be reached at (973)…”
AI describes availability but can't confirm a bookable time, so the customer still has to call.
PricingFabricated
"What does Lightning Mechanical Service charge for a service call?"
“Based on available information for 2026, Lightning Mechanical Service specializes in HVAC installation, repair, and maintenance for both residential and commercial properties in the New York City metro area, focusing on…”
Asked about the service call, the assistants quoted anywhere from $150 to $300. A customer comparing prices gets a number AI made up.
Fit & qualificationGood
"Can Lightning Mechanical Service handle what I need?"
“Yes, Lightning Mechanical Service can service heat pumps and specializes in both residential and commercial HVAC systems, including light commercial. They are a full-service HVAC company that provides repair,…”
Answerable for the common cases a customer asks about.
What makes them differentPartial
"Why choose Lightning Mechanical Service over the others?"
“Lightning Mechanical Service, serving the NYC metro area, stands out from other HVAC companies due to its specialization in high-end commercial systems and factory-trained, cross-trained technicians. As of 2026, they…”
AI's answers here are uneven across the assistants.
Depth from the tightened scoring run: pricing weighted for cross-assistant consistency, differentiation judged for concreteness.