Case Study

How a New Domain Landed #1 in Google's AI Overview

Client
HVAC/R AI Pro (hvacrai.com), Cowboy G Industries LLC
Engagement
Content architecture and SEO, pre-launch through month five
Period
April 2026 to present
By
Wesley Hopkins, Digital Visibility Architect, Crawled
3,841
Impressions
93
Clicks
75
Queries ranking
6th
Head term, organic
1st
In Google's AI Overview

Google Search Console, five months from launch. Captured September 13, 2026.

The situation

HVAC/R AI Pro is an AI diagnostic tool for HVAC and refrigeration technicians. Point a phone at an equipment nameplate, get the unit identified, then work the problem with structured troubleshooting guidance, airflow tools, and estimate support.

The product had already been live for months when I came in, but it had no site built around it: no domain history, no links, no authority, no content. I built the content architecture alongside the founder to give an already-working product the search presence it never had.

The competitive picture was not favorable. Search results for every relevant term were held by two groups: Apple and Google Play app listings, and "best HVAC apps" roundups published by field service software companies with dedicated content teams. Established technician apps like Bluon and measureQuick had years of authority and large installed user bases.

A brand new domain does not usually break into that.

What I built

I developed the page architecture and wrote the content for the site's topical cluster, structured as a hub with supporting pages around each of the product's real workflows:

Each page was mapped to a specific query cluster before it was written, with internal linking designed so the pages reinforce each other instead of competing.

The editorial rule I set was that the pages had to be honest about what the product does not do. The Equipment Scanner page states plainly where nameplate capture fails: faded plates, bad angles, partial reads. Technicians are a skeptical audience who catch overstatement immediately, and pages that acknowledge limits earn more trust than pages that don't.

Troubleshooting page
Airflow calculator page
Duct sizing calculator page
Refrigeration tools page
Estimate app page
Figure 1. The topical cluster as built.

The blog: field guides that feed the pillar pages

Once the pillar pages were live, I built out a blog of field guides under the same architecture: each post answers one specific diagnostic question a technician would actually type into Google, then links back into the pillar page that covers the broader workflow. The blog doesn't compete with the cluster for rankings, it feeds it, adding the long-tail, question-shaped queries that AI Overviews and featured snippets pull from most often.

Every post follows the same editorial rule as the pillar pages: work the diagnostic logic a technician would actually use in the field, then connect it to a specific tool rather than a generic pitch.

Results

All figures are from the client's Google Search Console property, captured September 13, 2026. Nothing is estimated or drawn from third-party tools.

Five months from launch

MetricValue
Total impressions3,841
Total clicks93
Average CTR2.4%
Queries the site now appears for75
First recorded impressionApril 25, 2026
Search Console site-wide performance
Figure 2. Impressions and average position from launch. The flat line at left is a domain with no search presence at all.

Page-one placement on the head term

/hvac-troubleshooting-app now holds page one for "hvac troubleshooting app." In a signed-out, neutral US search it appears sixth organically, above measureQuick's App Store listing and above ServiceTitan's "14 Best HVAC Apps" roundup.

Live Google SERP for hvac troubleshooting app
Figure 3. Live result, September 13, 2026, signed out, United States. Full page in Appendix A.
Search Console, hvac troubleshooting app filtered to the page
Figure 4. Search Console, "hvac troubleshooting app" filtered to the page. The climb at the right edge is the move from roughly position 21 to position 9.

That improvement was recorded on September 8, 2026, before the optimization work described below. I include it because it is in the data, not because I am claiming it.

The strongest query on the site

"hvac ai app" holds average position 5.1 with an 8% click-through rate, the best-converting term the site ranks for.

Search Console, hvac ai app
Figure 5. Search Console, "hvac ai app." Average position 5.1 at an 8% click-through rate.

Named first in Google's AI Overview

For "hvac ai app," Google's AI Overview opens by defining HVAC/R AI Pro, cites hvacrai.com as a source, and lists the product first under "Top HVAC AI Apps and Tools," ahead of BuildOps and Bluon.

This matters more than a blue link. AI Overviews and AI-mode answers are where a growing share of this audience will look, and being the cited source rather than a competitor's mention is the difference between being the answer and being absent from it.

Google AI Overview for hvac ai app
Figure 6. Google AI Overview, September 13, 2026. Full page in Appendix B.

Cluster performance

Search Console top pages
Figure 7. Eight of the site's top ten pages by impressions are pages from the cluster.
Search Console top queries
Figure 8. The query footprint the cluster now covers.
Wesley Hopkins
Digital Visibility Architect, Crawled
crawledseo.com

Appendix A

Full SERP: "hvac troubleshooting app"

Complete page one, September 13, 2026, signed out, United States. The hvacrai.com result appears sixth organically.

Full Google results page for hvac troubleshooting app

Appendix B

Full SERP: "hvac ai app"

Complete page one including the AI Overview, September 13, 2026, signed out, United States. HVAC/R AI Pro is named first under "Top HVAC AI Apps and Tools."

Full Google results page for hvac ai app including AI Overview
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