# InnoBotZ, full content for agents

> Done-for-you AI search visibility service for US HVAC companies with 5 to 40 employees. InnoBotZ gets an HVAC company named when customers ask ChatGPT, Gemini, Perplexity or Google AI who to call, and turns those calls into booked jobs. One HVAC company per service area.

This file holds the plain-text version of every blog post in one fetch. The short index is at https://innobotz.com/llms.txt
Each post is also available as markdown at https://innobotz.com/blog/<slug>/index.md, and the HTML page returns markdown when requested with the header "Accept: text/markdown".

Site: https://innobotz.com
Author and editorial responsibility for all content: Levi Kotka, founder. https://innobotz.com/about/
AI disclosure: blog drafts are written with AI assistance, and every fact, number and source is checked and approved by Levi Kotka before publishing. https://innobotz.com/ai-transparency/
Last updated: 2026-10-13
Posts in this file: 7



======================================================================

# How to get more HVAC jobs in 2026: the five numbers that decide it

> More jobs comes from five numbers: answer rate, booking rate, cost per booked job, lifetime value and shortlist share. 2026 benchmarks for all five, with sources, and the order to fix them in.

URL: https://innobotz.com/blog/how-to-get-more-hvac-jobs/
Published: 13 October 2026 - Reviewed by: Levi Kotka, founder, InnoBotZ
AI disclosure: First draft written with AI assistance. Every fact, number and source checked and approved by Levi Kotka, who holds editorial responsibility. See https://innobotz.com/ai-transparency/

## Short answer

Five numbers decide an HVAC company's job count: call answer rate, booking rate on answered calls, cost per booked job, customer lifetime value and AI shortlist share. The top quartile answers 91% of calls and books 62 to 70%. The average answers 68% and books 38 to 45%. Fix those two first. They are free.

## Key facts

The five numbers that decide an HVAC company's job count, with 2026 benchmarks:

1. Inbound call answer rate. Industry average 68%, top quartile 91% or better, bottom quartile 51% or below (Web Tonic 2026 HVAC reporting benchmarks, drawing on a 2026 benchmark of 1,200 contractors).
2. Booking rate on answered calls. Industry average 38 to 45%, top quartile 62 to 70%, bottom quartile 25 to 32%. Below 35% indicates a phone problem rather than a marketing problem.
3. Cost per booked job. $168 to $190 on Google Local Service Ads, about $260 on Thumbtack, $300 to $400 on Google Ads search, about $542 on Angi, $50 to $150 on organic and Google Business Profile, under $50 on referrals.
4. Customer lifetime value. $15,340 average (WhatConverts 2026), up to $47,200 for a maintenance plan customer. Maintenance members carry 2.4 to 3.1 times the lifetime value of one-time customers (NetRocket, May 2026).
5. AI shortlist share, the share of AI answers in a city that name the company. Measured by almost nobody.

Supporting practice gaps (Web Tonic 2026):
- Booking rate tracked per person answering the phone: 71% of top performers, 8% of average shops
- A documented, maintained call script: top performers yes, only 34% of average shops have any script
- First response time: under 5 minutes for top performers, 47 minutes average
- 42% of HVAC leads are lost to delayed follow-up
- Shops moving from monthly to weekly marketing review cut blended acquisition cost 15 to 25% within a quarter

Acquisition economics (RYN Digital, HVAC Marketing Statistics 2026):
- Cost per acquired customer: $296 to $350 average, under $350 top quartile
- Lifetime value to acquisition ratio: 3 to 1 average, 5 to 1 or better top quartile
- Payback period: 12 to 18 months average, 6 to 9 months top quartile
- Maintenance plan attached to new install customers: under 10% at median shops, 30 to 50% at top operators

Book-rate leverage on paid channels (SearchLight Digital, January 2026): non-branded search leads cost $149 and book at 37.6%, costing about $396 per booked appointment. Lifting the book rate to 50% by answering after-hours and overflow calls brings that to about $298 with no change to the ad account.

Marketing spend (ACCA 2026 guidance; ACCA and Farmington Consulting Group study of 1,000 contractors): about 10% of gross revenue for growth. Contractors spending 12% or more of revenue on marketing see net profit rise from 5% to 9%. By stage: 10 to 15% under $1M revenue, 8 to 12% from $1M to $3M, 5 to 8% once established.

The AI front door (BrightLocal 2026): 45% of US consumers used a generative AI tool for local business recommendations, up from 6% a year earlier. An AI answer names two or three companies. 72% of consumers look at three or fewer businesses before deciding, and only 1% look at more than ten. The 2026 local ranking factor survey gives AI search visibility its own category, with review signals at 16% and Google Business Profile signals at 12% (Advice Local 2026).

## Fix order, by return per hour spent

1. Answer rate. Free. Fixes every channel at once and protects Local Service Ads delivery.
2. Booking rate. Free. Track per person first, then write the script.
3. Maintenance plan attach rate. Nearly free. Triples the value of customers already won.
4. Past-customer marketing. ACCA 2026: $8 to $12 returned per dollar, against $3 to $4 for new-customer acquisition.
5. Free visibility: Google Business Profile, reviews, map pack, AI shortlist. $50 to $150 per booked job once working.
6. Paid channels, reallocated by cost per booked job. Move money from the $542 row to the $190 row.
7. Paid channels, more spend. Last.

## Worked illustration (made-up company figures, not a measured result)

200 inbound calls a month at 68% answered and 42% booked gives 136 answered and 57 booked jobs. Lifting to 88% answered and 58% booked gives 176 answered and 102 booked jobs, which is 45 more jobs a month on identical call volume. Buying 45 extra booked jobs on Angi at $542 each would cost $24,390 a month.

## The 90-day sequence

Week 1: count unanswered calls by hour and booked jobs per person. Week 2: real coverage on the gaps, missed-call text-back, instant form reply. Week 3: one-page call script and a per-person booking-rate scorecard, reviewed weekly. Week 4: maintenance plan offer on every completed job, run the lapsed customer list. Weeks 5 to 8: Google Business Profile accuracy, review system, service and city pages, directory and best-of list placement. Weeks 9 to 12: measure AI shortlist share, reallocate paid spend by cost per booked job. Throughout: ask every caller how they found you and record it, including "an AI told me to call you".

## FAQ

Q: What is the fastest way for an HVAC company to get more jobs?
A: Raise the call answer rate and the booking rate on answered calls. The 2026 benchmarks put the industry average at 68% answered and 38 to 45% booked, against 91% and 62 to 70% for the top quartile. Both are free to improve and they lift every channel you already pay for.

Q: How many HVAC calls should be answered by a person?
A: The top quartile answers 91% or more of inbound calls. The industry average is 68% and the bottom quartile is 51% or below. On Google Local Service Ads a low answer rate also reduces how often your ads are shown, so the cost is paid twice.

Q: What is a good booking rate for HVAC inbound calls?
A: 40 to 60% of qualified inbound calls, with the top quartile at 62 to 70%. Anything under 35% points to a phone problem rather than a marketing problem. Only 8% of average shops track booking rate per person answering the phone, against 71% of top performers.

Q: Should an HVAC company spend more on ads to get more jobs?
A: Only after the phone is fixed. ACCA recommends about 10% of gross revenue for growth, and contractors spending 12% or more see net profit rise from 5% to 9%. But spending more at a 30% booking rate just buys more leads to lose.

Q: What is an HVAC customer worth?
A: The average HVAC customer is worth $15,340 across the relationship according to WhatConverts 2026 data, and a customer on a maintenance plan can reach $47,200. Top operators attach a maintenance plan to 30 to 50% of new install customers, while median shops attach under 10%.

## Sources

1. Web Tonic, Dashboards and Reporting in the Heating and Ventilation Industry: 2026 Statistics Roundup, for answer rate, booking rate, response time, scorecard and review-cadence benchmarks, drawing on a 2026 benchmark of 1,200 contractors.
2. RYN Digital, HVAC Marketing Statistics 2026, for cost per customer by channel, lifetime value, acquisition cost, payback period and maintenance attach rates.
3. PipelineOn, HVAC Leads Guide: Cost Per Job in 2026, citing SearchLight Digital 2026 (816 contractors, 8,077 campaigns, $14.9M spend) and BlueGrid Media 2026.
4. SearchLight Digital, Local Services Ads cost per lead benchmark, February 2026 data (888 contractors, 1,774 campaigns, $6.72M spend), and HVAC Google Ads cost per lead benchmark, January 2026 data.
5. Astra Results Marketing, Angi vs Thumbtack vs Google LSAs for HVAC: A 2026 ROI Breakdown, June 2026.
6. WhatConverts 2026 data on HVAC customer lifetime value.
7. NetRocket, HVAC marketing benchmark report, May 2026, for maintenance member lifetime value multiples.
8. Air Conditioning Contractors of America, 2026 marketing budget allocation guidance, and the ACCA and Farmington Consulting Group Contractor of the Future study of 1,000 contractors.
9. BrightLocal, Local Consumer Review Survey 2026 (n=1,002 US adults) and Consumer Search Behavior 2026.
10. Advice Local, The 2026 Local Search Ranking Factors on Maps, Organic and AI, for the AI search visibility factor weights.
11. Forbes data on missed after-hours calls, cited by small business groups.

## About InnoBotZ

InnoBotZ is a done-for-you AI search visibility service for US HVAC companies with 5 to 40 employees. It gets an HVAC company named when customers ask ChatGPT, Gemini, Perplexity or Google AI who to call, and turns those calls into booked jobs. One HVAC company per service area.

Free AI Shortlist Audit, no access needed, results in 48 hours: https://innobotz.com/audit/


======================================================================

# How ChatGPT, Google AI Mode, Perplexity and Gemini pick an HVAC company

> Four AI assistants read four different source lists before naming a local HVAC company. 2026 citation data for all four engines, measured across roughly 30,000 answers, plus the fix order for an HVAC owner.

URL: https://innobotz.com/blog/how-ai-picks-hvac-company/
Published: 13 October 2026 · Reviewed by: Levi Kotka, founder, InnoBotZ
AI disclosure: First draft written with AI assistance. Every fact, number and source checked and approved by Levi Kotka, who holds editorial responsibility. See https://innobotz.com/ai-transparency/

## Short answer

Each assistant reads a different set of sources. Google AI Mode cited Google's own pages in 95.5% of home-services answers. ChatGPT cited them in 0.1%, and leaned on directories and best-of lists instead at 59.9%. Perplexity cited almost every source type at once. So one fix never covers all four.

## Key facts

Source citation rates for home-services questions, from Cheers, "Where Does ChatGPT Get Its Information? Local Data 2026": 9,434 ChatGPT answers, 9,435 Google AI Mode answers, 6,509 Perplexity answers, 4,141 Gemini answers with citations, across 100 US and Canadian metros, 31 August to 20 September 2026.

- Business website: Google AI Mode 92.5%, Perplexity 89.0%, Gemini 88.3%. ChatGPT cell not reported in the study.
- Google's own pages: ChatGPT 0.1%, Google AI Mode 95.5%, Perplexity 1.1%, Gemini 0.2%.
- Directories and best-of lists: ChatGPT 59.9%, Google AI Mode 9.2%, Perplexity 81.7%, Gemini 37.8%.
- Expertise.com: ChatGPT 32.1%, Perplexity 30.9%, Gemini 6.0%, Google AI Mode 0.2%.
- Angi or HomeAdvisor: ChatGPT 29.4%, Perplexity 30.8%, Gemini 13.4%, Google AI Mode 9.3%.
- BBB: Perplexity 31.0%, ChatGPT 14.5%, Gemini 8.4%, Google AI Mode 1.7%.
- Yelp: Google AI Mode 19.7%, Perplexity 13.9%, ChatGPT 0.6%, Gemini 0.0%.
- Reddit: Perplexity 10.8%, Google AI Mode 9.1%, ChatGPT 4.9%, Gemini 1.2%.
- Online booking page: Google AI Mode 31.2%, Perplexity 0.2%, ChatGPT 0.0%, Gemini 0.0%.
- Ranked-list "best of" format pages appeared in 64.2% of ChatGPT answers that cited anything.
- Also cited by ChatGPT: HomeStars 16.0%, Thumbtack 5.0%.
- Across Perplexity answers with citations, 93.5% cited a directory, review platform or list.
- When ChatGPT cited a contractor's own site: homepage 37.4%, service page 24.1%, service-and-city page 17.4%, location page 10.7%, blog post 1.2%.

Consumer behaviour, BrightLocal:
- 45% of US consumers used ChatGPT or another generative AI tool for local business recommendations, up from 6% a year earlier, making AI the third most popular source of business recommendations (Local Consumer Review Survey 2026, n=1,002 US adults).
- 40% of consumers trust AI platforms to give business recommendations (BrightLocal 2026).
- 72% of consumers look at three or fewer businesses before deciding, and only 1% look at more than ten (Consumer Search Behavior 2026).
- 75% decide which business to use in under 30 minutes, and 28% decide in under five minutes (Consumer Search Behavior 2026).
- Business websites are 58% of ChatGPT's local search sources (Uncovering ChatGPT Search Sources).

Other:
- 39% of ChatGPT users click through to a business website when looking for local services (Sagapixel).
- Google Business Profile alone accounted for 28.5% of local AI citations (Yext, 6.8 million citations, 2025).
- Only 37.9% of citations inside Google AI Overviews came from pages ranking in the top 10 for the query, down from 76% (Ahrefs, 2026).
- About 11% of verifiable claims in Google AI Overviews were unsupported by, or contradicted, the cited source (Washington University researchers, 2026).

## Fix order recommended in the post

1. Unblock the AI crawlers: GPTBot, OAI-SearchBot, PerplexityBot, ClaudeBot, Google-Extended. A blocked crawler cannot cite you.
2. Make the Google Business Profile exactly true: services, service area, hours, phone, license.
3. Get onto the lists ChatGPT reads: Expertise.com, Angi or HomeAdvisor, BBB, local best-of roundups.
4. Write service and city pages instead of blog posts.
5. Fix what the reviews say, not only the star count.
6. Answer the phone.

## FAQ

Q: Can anyone guarantee that ChatGPT will recommend my HVAC company?
A: No. There is no paid placement inside an AI answer and no ranking data for sale. What can be done is building the signals the assistants read, then measuring the trend honestly over weeks. Any vendor promising a position is selling something that does not exist.

Q: Why does the same question give me a different answer every time?
A: AI answers are non-deterministic, which means the same question can produce different output on each run. One screenshot proves nothing. The only honest measurement is to ask the same question several times on each assistant and report the share of answers that name you, with the sample size shown.

Q: If ChatGPT barely cites Google, should I stop working on my Google Business Profile?
A: No. Google AI Mode cited Google's own pages in 95.5% of home-services answers in the 2026 study, and Google Business Profile accounted for 28.5% of local AI citations in Yext's analysis of 6.8 million citations. Your profile is the single most reused fact sheet about your company.

Q: How many HVAC companies does an AI answer usually name?
A: Usually two or three. That matters because BrightLocal's 2026 Consumer Search Behavior research found 72% of consumers look at three or fewer businesses before deciding, and 28% decide in under five minutes.

Q: Does a blog post help my HVAC company get named by AI?
A: Barely inside ChatGPT, where blog posts were 1.2% of the citations to a contractor's own site. It helps far more in Google AI Mode, Perplexity and Gemini, which cited business websites in 92.5%, 89.0% and 88.3% of their answers. Service and city pages beat blog posts in every engine.

## Sources

1. Cheers, "Where Does ChatGPT Get Its Information? Local Data 2026".
2. BrightLocal, "Local Consumer Review Survey 2026", n=1,002 US adults.
3. BrightLocal, "Consumer Search Behavior 2026".
4. BrightLocal, "Uncovering ChatGPT Search Sources".
5. Yext, analysis of 6.8 million AI citations, 2025.
6. Ahrefs, 2026 analysis of citation sources inside Google AI Overviews.
7. Sagapixel, "How Users Find and Choose Local Services Using ChatGPT".
8. Washington University researchers, accuracy check of verifiable claims in Google AI Overviews, 2026.

## About InnoBotZ

InnoBotZ is a done-for-you AI search visibility service for US HVAC companies with 5 to 40 employees. It gets an HVAC company named when customers ask ChatGPT, Gemini, Perplexity or Google AI who to call, and turns those calls into booked jobs. One HVAC company per service area.

Free AI Shortlist Audit, no access needed, results in 48 hours: https://innobotz.com/audit/


======================================================================

# Your phone is the cheapest marketing you own: 68% answered, 42% booked

> The average HVAC shop answers 68% of calls and books 42% of those. The top quartile answers 91% and books 62 to 70%. Only 8% of average shops track booking rate per person. Here is the scorecard that closes the gap.

URL: https://innobotz.com/blog/hvac-answer-rate-booking-rate/
Published: 13 October 2026 - Reviewed by: Levi Kotka, founder, InnoBotZ
AI disclosure: First draft written with AI assistance. Every fact, number and source checked and approved by Levi Kotka, who holds editorial responsibility. See https://innobotz.com/ai-transparency/

## Short answer

The average HVAC shop answers 68% of inbound calls and books 38 to 45% of those answered. The top quartile answers 91% or more and books 62 to 70%. On identical call volume that gap is close to double the booked jobs, and closing it costs nothing but coverage, a script and a weekly scorecard.

## Key facts

HVAC phone benchmarks, 2026 (Web Tonic, Dashboards and Reporting in the Heating and Ventilation Industry, drawing on a 2026 benchmark of 1,200 contractors):

| KPI | Top 25% | Industry average | Bottom 25% |
- Inbound call answer rate: 91% or better / 68% / 51% or below
- Booking rate on answered calls: 62 to 70% / 38 to 45% / 25 to 32%
- First response time: under 5 minutes / 47 minutes / 2 hours or more
- Booking rate tracked per person answering: 71% of companies / 8% of companies / not tracked
- Documented call script: yes, maintained / 34% have any script / none

Multiplying the two rates: top quartile converts about 60% of all ringing calls into booked jobs, average about 28%, bottom quartile about 14%. Top quartile books roughly twice as many jobs as average from identical call volume.

Other figures:
- 42% of HVAC leads are lost to delayed follow-up (Web Tonic 2026)
- A booking rate below 35% on qualified inbound calls indicates a phone problem, not a marketing problem
- 23% of home service leads never receive any response at all (US Tech Automations, 2026)
- 34% of leads reply to the first automated message with a question (Podium)
- Phone calls convert at 46% across home services, with 37% closing on the first call, against 7.8% for all channels averaged and 7.33% for Google and Microsoft search ads (EstateHub 2026, via RYN Digital)
- Nearly 40% of small businesses lose sales because they miss calls after hours (Forbes)
- Missed calls cost about 5.6% of revenue for a $2 million HVAC company (Origami estimate)

The paid-channel feedback loop:
- Local Service Ads: $51 per lead, 44% book rate, about $116 per booked appointment, the cheapest paid channel measured (SearchLight Digital, February 2026)
- A low answer rate reduces how often Local Service Ads are shown, so a missed call costs the job and then the impressions
- Non-branded search: $149 per lead at a 37.6% book rate is about $396 per booked appointment. Lifting the book rate to 50% brings it to about $298 with no change to the ad account.

Review cadence (Web Tonic 2026): a working dashboard holds seven KPIs. 73% of home service owners review monthly or less, which is three weeks of bleed before action. Moving to weekly review cuts blended acquisition cost 15 to 25% within a quarter. Cost per lead can swing 40% over three days, so daily reaction is destructive.

## Worked illustration (made-up company figures, not a measured result)

200 inbound calls a month:
- Bottom quartile, 51% answered and 28% booked: 29 booked jobs
- Industry average, 68% answered and 42% booked: 57 booked jobs
- Top quartile, 91% answered and 66% booked: 120 booked jobs

Average to top quartile is 63 extra booked jobs a month on the same 200 calls. Buying 63 extra booked jobs through Angi at about $542 each would cost roughly $34,000 a month; through Local Service Ads at $116 to $190 per booked job, $7,300 to $12,000 a month.

## The seven-line weekly scorecard

1. Calls that rang
2. Calls answered by a person, as a percentage, split by hour of day
3. Booked appointments as a percentage of answered calls
4. Booking rate per person answering the phone
5. Median time to first human contact, median not average
6. Leads with no response at all, benchmarked against 23%
7. How the caller found you, including "an AI told me to call you"

## The fixes, in order

1. Count first: unanswered calls by hour, booked jobs per person.
2. Cover the gaps found: rotating on-call phone, answering service, or an AI voice receptionist. Not voicemail.
3. Missed-call text-back within seconds, with a human watching replies.
4. Instant text and email reply to every web form inside a minute, plus an alert to a person.
5. Write the one-page call script. 66% of shops have none.
6. Track per-person booking rate weekly. 92% of average shops do not.
7. Attach the maintenance plan on the call.

None of these require a new CRM, a website rebuild, or new software for the office manager.

## FAQ

Q: What is a good call answer rate for an HVAC company?
A: 91% or better puts you in the top quartile. The 2026 industry average is 68% and the bottom quartile is 51% or below. On Google Local Service Ads a low answer rate also reduces how often your ads are shown, so a missed call costs you twice.

Q: What is a good booking rate for HVAC inbound calls?
A: 40 to 60% of qualified inbound calls is healthy, with the top quartile at 62 to 70% and the average at 38 to 45%. Below 35% points to a phone problem rather than a marketing problem.

Q: Why should booking rate be tracked per person?
A: Because the spread between two people in the same office is usually larger than the spread between companies, and you cannot coach a number you do not keep. 71% of top performers track it per person. Only 8% of average shops do.

Q: How often should an HVAC owner review these numbers?
A: Weekly. 73% of home service owners review monthly or less, and shops moving to weekly review cut blended acquisition cost 15 to 25% within a quarter. Daily is too often, because cost per lead can swing 40% over three days.

Q: Is it cheaper to fix the phone or buy more leads?
A: The phone, by a wide margin. Going from average to top quartile on answer and booking rate produces roughly double the booked jobs from the same call volume. Buying that many extra jobs through Angi at about $542 each would cost tens of thousands a month.

## Sources

1. Web Tonic, Dashboards and Reporting in the Heating and Ventilation Industry: 2026 Statistics Roundup, drawing on a 2026 benchmark of 1,200 contractors, for answer rate, booking rate, response time, script and scorecard figures.
2. SearchLight Digital, Local Services Ads cost per lead benchmark, February 2026 data (888 contractors, 1,774 campaigns, $6.72M spend), and HVAC Google Ads cost per lead benchmark, January 2026 data.
3. EstateHub, 2026 home services lead conversion benchmarks, via RYN Digital, for the 46% phone conversion figure.
4. US Tech Automations, Home Services Lead Response, 2026, for the 23% of leads receiving no response.
5. Podium, on 34% of leads replying to the first automated message with a question.
6. Forbes data on missed after-hours calls, cited by small business groups.
7. Origami, estimate of missed-call revenue loss for a $2 million HVAC company.
8. BrightLocal, Local Consumer Review Survey 2026 (n=1,002 US adults) and Consumer Search Behavior 2026.
9. Cheers, Where Does ChatGPT Get Its Information? Local Data 2026, for the 31.2% booking-page link rate in Google AI Mode.
10. Sagapixel, How Users Find and Choose Local Services Using ChatGPT.

## About InnoBotZ

InnoBotZ is a done-for-you AI search visibility service for US HVAC companies with 5 to 40 employees. It gets an HVAC company named when customers ask ChatGPT, Gemini, Perplexity or Google AI who to call, and turns those calls into booked jobs. One HVAC company per service area.

Free AI Shortlist Audit, no access needed, results in 48 hours: https://innobotz.com/audit/


======================================================================

# What an HVAC lead actually costs in 2026, channel by channel

> HVAC blended cost per lead is $104 to $153 in 2026. Branded search $34, Local Service Ads $51, Performance Max $72, non-branded search $149. With book rates, cost per booked appointment and the sample sizes behind each figure.

URL: https://innobotz.com/blog/hvac-cost-per-lead-2026/
Published: 13 October 2026 - Reviewed by: Levi Kotka, founder, InnoBotZ
AI disclosure: First draft written with AI assistance. Every fact, number and source checked and approved by Levi Kotka, who holds editorial responsibility. See https://innobotz.com/ai-transparency/

## Short answer

Blended HVAC cost per lead in 2026 runs $104 to $153, with top operators under $90. By campaign type: branded search $34, Local Service Ads $51, Performance Max $72, non-branded search $149. Book rates differ so much that the cheapest lead is not the cheapest appointment.

## Key facts

Headline HVAC acquisition economics, 2026 (RYN Digital, HVAC Marketing Statistics 2026):
- Cost per lead, blended: $104 to $153 average, under $90 top quartile
- Cost per acquired customer: $296 to $350 average, under $350 top quartile
- Customer lifetime value: $15,340 average, $20,000 and up top quartile
- Lifetime value to acquisition ratio: 3 to 1 average, 5 to 1 or better top quartile
- Marketing as share of revenue: 7 to 10% average, 8 to 12% top quartile
- Payback period: 12 to 18 months average, 6 to 9 months top quartile

By campaign type (SearchLight Digital, January 2026 search data from 816 contractors, 8,077 campaigns, $14.9M spend; February 2026 LSA data from 888 contractors, 1,774 campaigns, $6.72M spend):
- Branded search: $34 per lead, 55.3% book rate, about $61 per booked appointment
- Local Service Ads: $51 per lead, 44.0% book rate, about $116 per booked appointment
- Performance Max: $72 per lead, 32.2% book rate, about $224 per booked appointment
- Non-branded search: $149 per lead, 37.6% book rate, about $396 per booked appointment
- Lifting the non-branded book rate to 50% brings the booked appointment to about $298 with no change to the ad account

By service line, HVAC-only non-branded (SearchLight, January 2026):
- General HVAC: $198 per lead
- AC repair: $231 per lead
- Heating repair: $144 per lead
- AC repair leads cost about 60% more than heating repair leads
- SearchLight February 2026: plumbing leads $57 at a 44.5% book rate and 6.85x closed ROAS, HVAC average ticket $2,110

Cost per click:
- HVAC CPC median $15.50, mean $20.12, across 176 US cities (MB Adv Agency, 2026)
- HVAC CPL in the same city-level data: median $107.50, mean $109.59
- "HVAC near me" keywords $15 to $45 per click in most US markets (SubcontractorHub, July 2026)
- All-industry Google Ads CPL $70.11, up 5.13% from $66.69 (WordStream, 2025 data)
- 63% of residential contractors reported thriving or growing (ServiceTitan, 2025, 1,000-plus contractors)

Seasonality:
- March 2026 cost per lead: $66.12, a shoulder-season month (PlumberSEO)
- Cost per lead drops 20 to 40% in the shoulder months of March and September (PipelineOn)
- Typical cost per lead swing over three days: 40% (Web Tonic 2026)
- Winter versus summer lead volume differs by about 40%
- 76% of HVAC searches happen on mobile, mobile search rises about 32% in peak season, and call extensions cut cost per lead by 34% (Web Tonic 2026)

Channels with no cost per lead (RYN Digital 2026): referrals from past customers under $50 per booked customer, organic search and Google Business Profile $50 to $150 with a 6 to 9 month build.

Review cadence (Web Tonic 2026, benchmark of 1,200 contractors): 73% of home service owners review marketing numbers monthly or less. Moving to weekly review cuts blended acquisition cost 15 to 25% within a quarter.

## Why published HVAC lead costs disagree

Four causes: the lead type quoted (branded $34 versus non-branded AC repair $231), what counts as a lead (a tracked call or form, not a platform notification), trade mixing (HVAC blended with plumbing pulls the figure down), and market spread (a 176-city data set hides roughly a 3x gap between cheapest and most expensive metro). Published HVAC lifetime value figures disagree by more than 5x, so compute your own: total revenue since acquisition from every customer won 24 months ago, divided by the count.

## Four rules for using these benchmarks

1. Compare channels on cost per booked job, never cost per lead.
2. Report each trade and each service line on its own line.
3. Review weekly, not monthly.
4. Compute your own lifetime value rather than using a published figure.

## FAQ

Q: What is a good cost per lead for HVAC in 2026?
A: Blended cost per lead runs $104 to $153, with top operators under $90. By campaign type, branded search is $34, Local Service Ads $51, Performance Max $72 and non-branded search $149. Anything under $90 blended is strong.

Q: Why is my cost per customer so much higher than my cost per lead?
A: Because not every lead books. At a 30% close rate a $104 lead becomes roughly a $347 customer, before you add the payroll of whoever answers the phone, software and agency fees. The gap between the two numbers is your close rate.

Q: Which HVAC campaign type gives the cheapest booked appointment?
A: Branded search, at about $61 per booked appointment on a $34 lead booking at 55.3%. Local Service Ads follow at about $116. Performance Max costs about $224 despite a cheaper lead, because its book rate is only 32.2%.

Q: Why do AC repair leads cost more than heating repair leads?
A: Competition and seasonality. SearchLight's January 2026 HVAC-only non-branded figures put AC repair at $231 per lead against heating repair at $144, which is about 60% more. A cooling-heavy market will always show a worse blended number.

Q: When is the cheapest time to buy HVAC leads?
A: The shoulder seasons. PlumberSEO recorded $66.12 per lead in March 2026, and PipelineOn reports cost per lead dropping 20 to 40% in March and September. Those are the right months for maintenance plan and tune-up campaigns.

## Sources

1. RYN Digital, HVAC Marketing Statistics 2026.
2. SearchLight Digital, HVAC Google Ads cost per lead benchmark, January 2026 data (816 contractors, 8,077 campaigns, $14.9M spend), and Local Services Ads cost per lead benchmark, February 2026 data (888 contractors, 1,774 campaigns, $6.72M spend).
3. Sure Shot Systems, HVAC Marketing Benchmarks: 2026 Stats by Channel, which compiles the SearchLight, MB Adv Agency, LocaliQ, WordStream and ServiceTitan figures with their sample sizes.
4. MB Adv Agency, HVAC PPC statistics, 2026, covering 176 US cities.
5. WordStream, Google Ads benchmarks, 2025 data (16,446 US campaigns), updated 2026.
6. ServiceTitan, Residential Services Report, March 2025, 1,000-plus residential contractors.
7. PlumberSEO, HVAC cost per lead by month, March 2026 figure of $66.12.
8. PipelineOn, HVAC Maintenance Plan Marketing, on the 20 to 40% shoulder-season drop.
9. Web Tonic, Dashboards and Reporting in the Heating and Ventilation Industry: 2026 Statistics Roundup, drawing on a 2026 benchmark of 1,200 contractors.
10. SubcontractorHub, HVAC Marketing Guide 2026, July 2026.
11. BrightLocal, Local Consumer Review Survey 2026, n=1,002 US adults.

## About InnoBotZ

InnoBotZ is a done-for-you AI search visibility service for US HVAC companies with 5 to 40 employees. It gets an HVAC company named when customers ask ChatGPT, Gemini, Perplexity or Google AI who to call, and turns those calls into booked jobs. One HVAC company per service area.

Free AI Shortlist Audit, no access needed, results in 48 hours: https://innobotz.com/audit/


======================================================================

# The directories AI actually cites for HVAC, ranked by how often

> Expertise.com appeared in 32.1% of ChatGPT home-services answers. Yelp appeared in 0.6%. The full ranked list of the directories and best-of lists each AI assistant reads, and the order to work in.

URL: https://innobotz.com/blog/directories-ai-cites-hvac/
Published: 13 October 2026 - Reviewed by: Levi Kotka, founder, InnoBotZ
AI disclosure: First draft written with AI assistance. Every fact, number and source checked and approved by Levi Kotka, who holds editorial responsibility. See https://innobotz.com/ai-transparency/

## Short answer

Across 9,434 ChatGPT home-services answers in 2026, Expertise.com appeared in 32.1%, Angi or HomeAdvisor in 29.4%, HomeStars in 16.0%, BBB in 14.5%, Thumbtack in 5.0%, Reddit in 4.9% and Yelp in only 0.6%. Ranked best-of lists appeared in 64.2% of cited answers.

## Key facts

Ranked by share of ChatGPT answers, from Cheers, "Where Does ChatGPT Get Its Information? Local Data 2026" (9,434 ChatGPT answers to home-services questions, 100 US and Canadian metros, 31 August to 20 September 2026):
- Ranked "best of" list pages, any publisher: 64.2% of cited answers
- Directories and best-of lists all together: 59.9%
- Expertise.com: 32.1%
- Angi or HomeAdvisor: 29.4%
- HomeStars: 16.0%
- BBB: 14.5%
- Thumbtack: 5.0%
- Reddit: 4.9%
- Yelp: 0.6%
- A Google page: 0.1%
- An online booking page: 0.0%

The same sources across all four engines (ChatGPT / Google AI Mode / Perplexity / Gemini):
- Directories and best-of lists: 59.9% / 9.2% / 81.7% / 37.8%
- Expertise.com: 32.1% / 0.2% / 30.9% / 6.0%
- Angi or HomeAdvisor: 29.4% / 9.3% / 30.8% / 13.4%
- BBB: 14.5% / 1.7% / 31.0% / 8.4%
- Yelp: 0.6% / 19.7% / 13.9% / 0.0%
- Reddit: 4.9% / 9.1% / 10.8% / 1.2%
- A Google page: 0.1% / 95.5% / 1.1% / 0.2%

Sample sizes: 9,434 ChatGPT, 9,435 Google AI Mode, 6,509 Perplexity, 4,141 Gemini answers that carried citations. Across Perplexity answers with citations, 93.5% cited a directory, review platform or list.

Yelp, the apparent contradiction:
- Cited in the text of 0.6% of ChatGPT answers, which is 52 answers out of 9,434
- 34% of the rated business cards on ChatGPT's map linked to a Yelp business page in a capture from 18 to 22 September 2026
- Yelp and OpenAI announced a data partnership on 23 July 2026, under which Yelp licenses ratings, reviews, photos and business information to OpenAI
- Yelp's own guidelines tell businesses not to solicit Yelp reviews

Angi, both a cost and a citation:
- Cited in 29.4% of ChatGPT answers, 30.8% of Perplexity answers, 13.4% of Gemini answers
- 5WPR's Home Services and Improvement AI Visibility Index 2026 named Angi the most-cited brand for "find a contractor" and "hire a pro" questions
- Measured 2026 cost per booked HVAC job: Angi about $542, Thumbtack about $250, Google Local Service Ads $168 to $190 (PipelineOn 2026; Astra Results Marketing June 2026)
- An accurate Angi listing is free. Angi leads are not.

Other:
- Google Business Profile alone accounted for 28.5% of local AI citations (Yext, 6.8 million citations, 2025)
- 96% of consumers say it is important for a local business to actively manage its online presence, and 33% call it essential (BrightLocal Consumer Search Behavior 2026)

## Claim, correct, pursue: three different jobs

- Claim: take ownership of a listing that already exists, often auto-created years ago. Minutes each.
- Correct: make name, address, phone, hours, services and service area identical everywhere. Hours once, then monitored.
- Pursue: get added to lists and roundups that do not have you yet. Ongoing, every month.

## The short list worth the effort for a US HVAC company

1. Google Business Profile
2. Expertise.com
3. Angi or HomeAdvisor, profile accuracy with lead spend optional
4. BBB
5. Yelp
6. Bing Places and Apple Business Connect
7. The state license lookup
8. The equipment brand's dealer locator
9. The local best-of lists in the metro, pursued monthly

## What to do this week

1. Ask ChatGPT, Google AI Mode, Perplexity and Gemini who to call for AC repair in your city, several times each because answers change run to run, and write down every source shown.
2. Open each source and check whether you are listed and whether the facts are right.
3. Claim anything unclaimed.
4. Fix every mismatch in name, address, phone, hours and services.
5. Pick two best-of lists you are missing from and contact the publishers with verifiable facts.

## FAQ

Q: Which directory should an HVAC company claim first for AI visibility?
A: Google Business Profile first, because Google AI Mode cited Google's own pages in 95.5% of home-services answers and Yext measured Google Business Profile at 28.5% of all local AI citations. After that, Expertise.com and Angi or HomeAdvisor, which ChatGPT cited in 32.1% and 29.4% of answers.

Q: Do I have to buy Angi leads to get cited by ChatGPT?
A: No. The citation comes from your listing page existing and being accurate, not from buying leads. You can keep a correct, claimed Angi profile without paying for shared leads. Angi leads cost HVAC contractors roughly $542 per booked job, the most expensive paid channel measured in 2026.

Q: Is Yelp worth anything for AI visibility in 2026?
A: Yes, but not where you would look. Yelp was cited in the text of only 0.6% of ChatGPT home-services answers, yet 34% of the rated business cards on ChatGPT's map linked to a Yelp page in a September 2026 capture, and Google AI Mode cited Yelp in 19.7% of answers.

Q: What is a best-of list and how do I get on one?
A: A best-of list is a ranked page like "the 10 best HVAC companies in your city", published by a local paper, a blog or a directory. Ranked-list pages appeared in 64.2% of ChatGPT answers that cited anything. You get on one by finding the lists that already rank for your city and contacting the publisher with verifiable facts.

Q: How many directories does an HVAC company actually need?
A: Accuracy on a short list beats presence on a long one. Google Business Profile, Bing Places, Apple Business Connect, Yelp, Angi or HomeAdvisor, BBB, Expertise.com, your state license lookup and your equipment brand's dealer locator cover almost every citation pattern measured in 2026.

## Sources

1. Cheers, "Where Does ChatGPT Get Its Information? Local Data 2026". 9,434 ChatGPT, 9,435 Google AI Mode, 6,509 Perplexity and 4,141 Gemini answers to home-services questions across 100 US and Canadian metros, 31 August to 20 September 2026. Includes the 18 to 22 September 2026 capture of ChatGPT map cards.
2. Yelp and OpenAI data partnership announcement, 23 July 2026.
3. 5WPR, "Home Services and Improvement AI Visibility Index 2026".
4. Yext, analysis of 6.8 million AI citations, 2025.
5. BrightLocal, "Consumer Search Behavior 2026".
6. PipelineOn, "HVAC Leads Guide: Cost Per Job in 2026", citing SearchLight Digital 2026 (816 contractors, $14.9M spend) and BlueGrid Media 2026.
7. Astra Results Marketing, "Angi vs Thumbtack vs Google LSAs for HVAC: A 2026 ROI Breakdown", June 2026.

## About InnoBotZ

InnoBotZ is a done-for-you AI search visibility service for US HVAC companies with 5 to 40 employees. It gets an HVAC company named when customers ask ChatGPT, Gemini, Perplexity or Google AI who to call, and turns those calls into booked jobs. One HVAC company per service area.

Free AI Shortlist Audit, no access needed, results in 48 hours: https://innobotz.com/audit/


======================================================================

# Which page of your website AI quotes, and which one it ignores

> When ChatGPT cited a contractor's own website it took the homepage 37.4% of the time, a service page 24.1%, a service and city page 17.4%, a location page 10.7% and a blog post 1.2%. Here is what to build instead.

URL: https://innobotz.com/blog/which-page-ai-quotes/
Published: 13 October 2026 - Reviewed by: Levi Kotka, founder, InnoBotZ
AI disclosure: First draft written with AI assistance. Every fact, number and source checked and approved by Levi Kotka, who holds editorial responsibility. See https://innobotz.com/ai-transparency/

## Short answer

When ChatGPT cited a contractor's own website it took the homepage 37.4% of the time, a service page 24.1%, a page naming a service and a city 17.4%, a location page 10.7% and a blog post 1.2%. Google AI Mode cited a business website in 92.5% of answers. Build service and city pages.

## Key facts

Which page of a contractor's own website ChatGPT cited, from Cheers, "Where Does ChatGPT Get Its Information? Local Data 2026" (9,434 ChatGPT answers, 100 US and Canadian metros, 31 August to 20 September 2026):
- Homepage: 37.4%
- Service page: 24.1%
- Service plus city page: 17.4%
- Location page: 10.7%
- Blog post: 1.2%

How often each engine cited a business website at all:
- Google AI Mode: 92.5%
- Perplexity: 89.0%
- Gemini: 88.3% of answers that carried citations
- ChatGPT: business websites are 58% of its local search sources (BrightLocal, "Uncovering ChatGPT Search Sources"), with business mentions 27% and directories 15%
- Google AI Mode linked an online booking page in 31.2% of answers

Measured visibility lift per change to a page, from Aggarwal et al., GEO: Generative Engine Optimization, KDD 2024 (tested on Perplexity):
- Cite sources: +40%
- Add statistics: +37%
- Add quotations: +30%
- Authoritative tone: +25%
- Improve clarity: +20%
- Keyword stuffing: minus 10%
- Low-ranking sites gained up to 115% from citations

llms.txt evidence as of 2026:
- 97% of valid llms.txt files across 137,210 domains received zero requests in May 2026 (Ahrefs). Of the 3% that got any request, 96% came from bots, mostly SEO audit tools.
- No major AI provider has publicly confirmed reading llms.txt at answer time. Google's John Mueller called it "purely speculative for now".
- Profound reported Microsoft and OpenAI crawlers do fetch llms.txt and llms-full.txt. Chrome Lighthouse includes an agentic-browsing audit that checks for it.

## Three reasons AI cannot read a site

1. robots.txt blocks GPTBot, OAI-SearchBot, PerplexityBot, ClaudeBot, Claude-SearchBot, Google-Extended, Applebot or Bingbot. A blocked crawler cannot cite you.
2. A firewall or bot-protection rule challenges the crawler, so it sees a challenge page instead of the services.
3. The services, hours or phone number only exist after JavaScript runs, so the crawler sees an empty shell.

## Page checklist from the post

- States what you do, where, and when, in plain served HTML
- Phone number as text, not inside an image
- Every town written out in words, not a map image or dropdown
- The answer to the page's own question inside the first 60 words
- Headings phrased as the questions a customer asks
- A visible last-updated date
- A named author or owner
- One fact no competitor could copy
- A working booking link
- AI crawlers allowed in robots.txt and through the firewall

## FAQ

Q: Should I stop blogging if blog posts only get 1.2% of citations?
A: No, but reorder the work. Blog posts were 1.2% of the citations to a contractor's own site in ChatGPT, while service pages were 24.1% and service plus city pages 17.4%. Build the service and city pages first. Keep the blog for original data that earns mentions from other sites.

Q: How many service and city pages should an HVAC company build?
A: Start with your top five towns crossed with your two highest-ticket jobs, so around ten pages. Each needs something specific and true that a template could not produce. Generating hundreds of near-identical pages is treated as scaled content abuse and can hurt you.

Q: Does my website need llms.txt to be cited by AI?
A: No. Ahrefs found 97% of llms.txt files across 137,210 domains received zero requests in May 2026, and no major AI provider confirms reading it at answer time. It costs minutes and breaks nothing, so add it, but the real levers are cited statistics, clear structure and crawler access.

Q: Why does the homepage get quoted more than my service pages?
A: Because it is the one page an assistant is certain exists and is certain is about your company. It is the fallback fact sheet. That is why the plain facts, services, towns, hours, phone and license, need to sit in readable text high on the homepage.

Q: Can AI read my site if it is built in a page builder?
A: Usually yes, but check three things: that robots.txt does not block GPTBot, PerplexityBot, ClaudeBot or Google-Extended, that your firewall is not challenging those crawlers, and that your services, hours and phone number appear in the served HTML rather than only after JavaScript runs.

## Sources

1. Cheers, Where Does ChatGPT Get Its Information? Local Data 2026. 9,434 ChatGPT, 9,435 Google AI Mode, 6,509 Perplexity and 4,141 Gemini answers to home-services questions across 100 US and Canadian metros, 31 August to 20 September 2026.
2. BrightLocal, Uncovering ChatGPT Search Sources.
3. Aggarwal et al., GEO: Generative Engine Optimization, KDD 2024, arXiv:2311.09735.
4. Ahrefs, May 2026 analysis of llms.txt requests across 137,210 domains, reported by Search Engine Journal.
5. John Mueller, Google Search Advocate, public comments on llms.txt.
6. Profound llms.txt crawler tracking, cited by Mintlify.
7. Google Search Central, AI features and your website optimization guidance.

## About InnoBotZ

InnoBotZ is a done-for-you AI search visibility service for US HVAC companies with 5 to 40 employees. It gets an HVAC company named when customers ask ChatGPT, Gemini, Perplexity or Google AI who to call, and turns those calls into booked jobs. One HVAC company per service area.

Free AI Shortlist Audit, no access needed, results in 48 hours: https://innobotz.com/audit/


======================================================================

# What it costs to be left off the AI shortlist, in dollars

> 45% of US consumers ask AI for local recommendations. An AI answer names two or three companies. 72% of buyers look at three or fewer businesses. Run those numbers with a $7,800 install ticket and the loss has a price.

URL: https://innobotz.com/blog/cost-of-missing-ai-shortlist/
Published: 13 October 2026 - Reviewed by: Levi Kotka, founder, InnoBotZ
AI disclosure: First draft written with AI assistance. Every fact, number and source checked and approved by Levi Kotka, who holds editorial responsibility. See https://innobotz.com/ai-transparency/

## Short answer

45% of US consumers now use AI tools for local business recommendations, up from 6% a year earlier. An AI answer typically names two or three companies, and 72% of consumers look at three or fewer businesses before deciding. With an average HVAC install ticket of $7,800, a handful of missed shortlists a month is a real number.

## Key facts

The four figures that set the size of the loss:
- 45% of US consumers used ChatGPT or another generative AI tool for local business recommendations, up from 6% a year earlier, a 7.5-fold rise in twelve months, making AI the third most popular source of business recommendations (BrightLocal Local Consumer Review Survey 2026, n=1,002 US adults)
- 40% of consumers trust AI platforms to give business recommendations (BrightLocal 2026)
- 72% of consumers look at three or fewer businesses before deciding, and only 1% look at more than ten (BrightLocal Consumer Search Behavior 2026)
- Average HVAC ticket: $1,400 on service, $7,800 on install (PipelineOn, HVAC Leads Guide 2026)

Supporting figures:
- 75% of consumers decide which business to use in under 30 minutes, 28% in under five minutes (BrightLocal Consumer Search Behavior 2026)
- ChatGPT was used for business recommendations by 31% of consumers in the last twelve months (BrightLocal 2026)
- Consumers over 60 are at 24% (BrightLocal 2026)
- 39% of ChatGPT users click through to a business website when looking for local services (Sagapixel)
- AI Overviews appear in 68% of local searches against 39% for local packs (Search Engine Journal 2026)
- Only 37.9% of citations inside Google AI Overviews came from pages ranking in the top 10 for the query, down from 76% (Ahrefs 2026)

Cost per booked HVAC job, 2026: Google Local Service Ads $168 to $190, Thumbtack $250 to $260, Angi $542 (PipelineOn 2026; Astra Results Marketing June 2026).

Why Google still matters: Google AI Mode cited Google's own pages in 95.5% of home-services answers (Cheers 2026), and Google Business Profile alone was 28.5% of local AI citations (Yext, 6.8 million citations, 2025).

## The formula

A = jobs booked per month from all sources (your number)
B = share of local buyers starting with AI (45%, or your own market estimate)
C = your Shortlist Share, the share of AI answers for your city that name you (must be measured, not guessed)
D = your gross profit on an install (your number, not the ticket price)

Jobs in play through AI = A x B. The gap = (1 - C) x (A x B). Money exposure = gap x D.

Caveat stated in the post: an AI answer names two or three companies, so not every job in the gap would have come to you even if named. The figure describes the size of the pool you are excluded from, not money already lost.

## How to measure Shortlist Share honestly

1. Use real customer questions, not keywords. "My AC is blowing warm air, who do I call in [town]" rather than "best HVAC [town]".
2. Repeat every question several times on each assistant, because answers are non-deterministic. Report the share with the sample size, for example named in 3 of 15 answers.
3. Track the week-over-week trend, not any single run.
4. Record who gets named instead, and which sources those answers cited. That list is the work order.

No one can guarantee a position inside an AI answer. Any vendor promising one is selling something that does not exist.

## FAQ

Q: How do I know if AI is costing my HVAC company jobs?
A: You cannot see it in your own systems, because the customer never contacted you. The only way is to measure directly: ask real customer questions for your city on each assistant, several runs each, and record how often you are named versus your competitors.

Q: What is Shortlist Share?
A: The percentage of AI answers for your trade and your city that name your company. Because AI answers change from run to run, it only means something when measured across repeated runs with the sample size shown, for example named in 3 of 15 answers.

Q: Is 45% of consumers using AI really credible?
A: It comes from BrightLocal's Local Consumer Review Survey 2026, run on a representative panel of 1,002 US adults, which recorded 45% using ChatGPT or another generative AI tool for local business recommendations, up from 6% in the prior year's survey. ChatGPT alone was used by 31%.

Q: If I fix this, will I definitely get more jobs?
A: Nobody can promise that, and an AI answer names only two or three companies even when you are on it. What the work does is make you eligible for a pool of decisions you are currently excluded from, and almost all of it also improves Google Maps and ordinary search.

Q: Should I stop spending on Google Ads and lead services?
A: Not on the strength of this. Google Local Service Ads were the cheapest measured HVAC channel in 2026 at roughly $168 to $190 per booked job. The point of comparison is that owners pay $542 per booked job on Angi while leaving free citation work undone.

## Sources

1. BrightLocal, Local Consumer Review Survey 2026. Representative panel of 1,002 US adults.
2. BrightLocal, Consumer Search Behavior 2026.
3. PipelineOn, HVAC Leads Guide: Cost Per Job in 2026, citing SearchLight Digital 2026 (816 contractors, $14.9M spend) and BlueGrid Media 2026.
4. Astra Results Marketing, Angi vs Thumbtack vs Google LSAs for HVAC: A 2026 ROI Breakdown, June 2026.
5. Cheers, Where Does ChatGPT Get Its Information? Local Data 2026. 9,434 ChatGPT, 9,435 Google AI Mode, 6,509 Perplexity and 4,141 Gemini answers across 100 US and Canadian metros, 31 August to 20 September 2026.
6. Search Engine Journal, 2026, on AI Overview presence in local searches.
7. Ahrefs, 2026 analysis of citation sources inside Google AI Overviews.
8. Yext, analysis of 6.8 million AI citations, 2025.
9. Sagapixel, How Users Find and Choose Local Services Using ChatGPT.

## About InnoBotZ

InnoBotZ is a done-for-you AI search visibility service for US HVAC companies with 5 to 40 employees. It gets an HVAC company named when customers ask ChatGPT, Gemini, Perplexity or Google AI who to call, and turns those calls into booked jobs. One HVAC company per service area.

Free AI Shortlist Audit, no access needed, results in 48 hours: https://innobotz.com/audit/