# How AI sees Lightning Mechanical Service: HVAC in New York, NY AI Visibility Index. HVAC in New York, NY. Week of Friday, July 17, 2026. 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. ## At a glance - Visibility rank: #15 in New York, NY HVAC - Share of voice: 1.2% - Depth score: 56/100 (weakest on pricing) ## 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. ### Offerings & services: Good 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 & booking: Good "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. ### Pricing: Fabricated "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 & qualification: Good "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 different: Partial "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. ## Others in New York, NY HVAC - American HVAC Corp: 19.4% share of voice, depth 55 - Airnizer HVAC: 5.7% share of voice, depth 48 - Dezier Air LLC: 2.2% share of voice, depth 67 - Figlia & Sons Inc: 2.2% share of voice, depth 64 ## Frequently asked questions ### Does AI recommend Lightning Mechanical Service in New York, NY? Lightning Mechanical Service is recommended by 2 of the four assistants and ranks #15 for share of voice among New York, NY HVAC businesses, at 1.2% share of voice. ### Can AI answer what Lightning Mechanical Service charges? Its depth score is 56/100, weakest on pricing. On the service call, the assistants quoted $150 to $300, so a customer comparing them gets a fabricated figure. --- Rankings reflect the output of third-party AI assistants (ChatGPT, Gemini, Perplexity, and Google AI Mode) on the dates measured. They are an observed, sourced measurement of how those assistants describe and rank each business, not an endorsement, certification, or rating by Courtyard. AI output changes over time and may be incomplete or inaccurate. Business names and descriptions are taken from the AI responses themselves. Measured across ChatGPT, Gemini, Perplexity, and Google AI Mode. Snapshot captured Fri Jul 17, 2026. An index by Courtyard.