Buyers asking AI for a McKenna dealer around Huntington Beach hear McKenna Cars in 2 of 6 answers.
13 things to fix, 3 of them costing the store buyers today. 8 fixed once in the first week, 5 worked every month.
- AI assistants leave the store out. We asked ChatGPT and Google Gemini 3 questions a McKenna shopper in Huntington Beach would ask. McKenna Cars was named in 2 of 6 answers. Instead they named The Norwalk McKenna. evidence
- On Google Maps the store is missing for "mckenna service". Across 25 points around Huntington Beach, the store appears in the map box at 0. Where it doesn't, McKenna BMW Service Center or McKenna Volkswagen Cerritos Service Center shows instead. evidence
- The homepage is heavy on a phone. On a phone the homepage is 13.7 MB and 45 requests. Most buyers are on a phone, on a mobile network, and Google measures this. evidence
- Asked what is on the lot right now, the assistants can't see the inventory. On the "in stock right now" questions the store was named 1 of 4 times. evidence
- AI quotes other sites about the store, not the store. When the assistants back up an answer with a link, they point to mckennavwcerritos.com, cargurus.com and mckennapreownedcenter.com and to the store's own website only 13 of 91 times. A dealer's site that AI doesn't quote is a dealer AI describes second-hand. evidence
- Bing barely knows the store, and Bing is what ChatGPT reads. ChatGPT and Microsoft Copilot search through Bing. There the store is in the top 10 for 0 of 10 searches, and searching its own name puts the site outside the top 20. evidence
- Reviews go unanswered. 1 one- and two-star review stands unanswered. Shoppers read the answers; so do the AI assistants. evidence
- Few new reviews. 0 new Google reviews in the last 30 days; the newest is 41 days old. evidence
- The Google Business Profile is incomplete. The profile is what Google Maps and the AI assistants read first. Today the Q&A section is empty, no description and only 7 photos. evidence
- The phone number on the site is not the one on Google. Engines match a business by name, address and phone. Two phones read as two businesses. evidence
- Not on Apple Maps in the results. Every iPhone opens Apple Maps by default; the store's Apple listing did not show for its name. evidence
- The homepage title does not say the city. The title is the first line Google shows and reads. It does not mention Huntington Beach. evidence
- No pages for the cities the store sells to. Buyers in the towns around Huntington Beach search with their own town's name. The site has no page for them. evidence
At a glance.
Green reads well for the store,
amber is mixed,
red is a gap. Every cell links to the evidence.
Full history
3 questions a real shopper would type, put to
ChatGPT 2/3, Google Gemini 0/3,
each with live web search on. Where the store was not named, the assistant recommended
competitors by name.
Verbatim answers below
The question that ends in a visit. An assistant can only answer it from
inventory pages it is able to read - the vehicle pages, their schema and the sitemap
checked in section 9.
Availability questions in the table below
The rest went to review aggregators, forums and competing dealerships. Those
pages, not the dealer's, are what the models read and repeat back to a buyer.
Full source count below
Top three at 22 of them, outside the first twenty at 0.
Grid below
Top three at 0 of them, outside the first twenty at 25.
Grid below
3 do not rank in the top 30 at all.
Google showed an AI Overview on 4 of these searches and cited this store on
1 of them.
Keyword table below
A vendor-hosted dealer platform. Templates, schema, robots.txt and llms.txt change through the vendor's admin or a support ticket; there is no server access. Most vendors expose a custom-HTML / script slot and let the dealer edit page copy, titles and meta.
Platform, hosting and the third-party stack below
Price 54822.0 USD,
availability InStock, VIN present,
mileage missing
One vehicle page read, section 9
3.2 stars from 9 reviews.
Reviewers talk about: BMW (2), customer care (2), phone (2).
Full profile below
Authority arriving at a dead end.
mckennabmw.com 2758, mckennapreownedcenter.com 7, mckennavwcerritos.com 1215, mckennaporsche.com 721
for comparison.
Competitor table below
1 · What the AI assistants tell a buyer
|
ChatGPT
2/3
named · gpt-5.6-sol
|
Google Gemini
0/3
named · gemini-3.5-flash
|
| Buyer question | ChatGPT | Google Gemini |
|---|
| I live in Huntington Beach, CA. Which McKenna dealership should I buy a new car from? Give me a short ranked list with reasons. |
named | not named |
| Does any McKenna dealer near Huntington Beach, CA actually have a new SUV in stock right now - on the lot, not "in transit"? I want to test drive one this weekend. Who should I call, and roughly what are they asking? availability |
named | not named |
| Looking for a used McKenna SUV under $30,000 with under 60,000 miles near Huntington Beach, CA. Which dealers have one in stock right now? I want actual listings, not just dealer names. availability |
not named | not named |
"Named" means the dealership appears anywhere in the answer, including as a
runner-up. It is the loosest possible test and it is the one being reported.
Recommended instead
McKenna dealerships the assistants named in the answers where this store was absent.
| Dealership | Answers |
|---|
| The Norwalk McKenna | 1 |
The answers, verbatim
Untouched excerpts - this is what a shopper sees. Showing
6 of 6 answers, questions the store lost first.
This store and competitors named instead are marked in the text.
Looking for a used McKenna SUV under $30,000 with under 60,000 miles near Huntington Beach, CA. Which dealers have one in stock right now? I want actual listings, not just dealer names.
ChatGPT · gpt-5.6-sol
not named
Assuming you mean SUVs sold by a McKenna dealership—McKenna is a dealer group, not a vehicle make—I found these current qualifying listings: McKenna BMW — Norwalk, CA 1. 2022 Kia Telluride LX AWD - Price: $25,416 displayed “Your Price” - Mileage: 55,318 - Exterior/interior: Everlasting Silver / Black - VIN: 5XYP2DHC0NG275464 - Stock: 520694T - Qualifies: Yes—under $30,000 and 60,000 miles. 2. 2022 BMW X3 xDrive30i AWD - Price: $28,116 displayed “Your Price” - Mileage: 41,840 - Exterior/interior: Phytonic Blue Metallic / Cognac - VIN: 5UX53DP05N9J03698 - Stock: 520563T - Qualifies: Yes—under $30,000 and 60,000 miles. Borderline listing - 2023 BMW X3 sDrive30i - 32,733 miles - Advertised base/original price: $29,994 - Displayed “Your Price”: $30,116 - VIN: 5UX43DP00P9R48277 - Stock: 520531P I excluded this from the strict list because its displayed final dealer price is above $30,000. Inventory pages can lag actual sales, so ask the dealer to verify the stock number and out-the-door price before driving to Norwalk. Based on the current inventory page, McKenna BMW is the McKenna dealer with confirmed matching SUVs available near Huntington Beach.
Sources the model used: mckennabmw.com
Google Gemini · gemini-3.5-flash
not named
Several pre-owned SUV listings meeting your criteria are in stock at McKenna dealership locations near Huntington Beach, CA. These specific used SUVs—priced under $30,000, with under 60,000 miles, and currently in stock—are listed by the dealer: 1. McKenna Audi (Norwalk, CA) *Located roughly 20 miles north of Huntington Beach.* * 2018 Audi Q7 Prestige * Price: $22,117 * Mileage: 57,574 miles * Specs: Orca Black Metallic exterior, black interior, automatic transmission, 3.0T V6 engine, 3-row seating. * Stock : 325046P * 2022 Audi Q3 S-Line Premium * Price: $21,917 * Mileage: 45,333 miles * Specs: Chronos Gray exterior, black leather interior, automatic transmission, quattro AWD. * Stock : 325027T 2. McKenna Volkswagen Cerritos (Cerritos, CA) *Located roughly 18 miles north of Huntington Beach (inside the Cerritos Auto Square).* * 2023 Volkswagen ID.4 Pro (AWD) * Price: $21,580 * Mileage: 22,005 miles * Specs: Tourmaline Blue Metallic exterior, Gray w/ Brown Bolsters interior, all-wheel-drive electric motor. * Stock : C34594PZ * 2023 Volkswagen ID.4 Pro (RWD) * Price: $21,207 * Mileage: 50,193 miles * Specs: Deep Black exterior, Gray w/ Brown Bolsters interior, rear-wheel-drive electric motor. * Stock : C30281P Note on McKenna Subaru (Huntington Beach, CA): If you previously shopped at McKenna Subaru on Beach Blvd in Huntington Beach, please note that McKenna Subaru was recently
Sources the model used: mckennacars.com, mckennavwcerritos.com, cargurus.com, mckennapreownedcenter.com, mckennaaudi.com, autotrader.com, autostoday.com, tricorauto.com, indeed.com
I live in Huntington Beach, CA. Which McKenna dealership should I buy a new car from? Give me a short ranked list with reasons.
Google Gemini · gemini-3.5-flash
not named
Because you live in Huntington Beach, your choice of a McKenna dealership will depend on whether proximity or brand preference is your priority. Importantly, there are no longer any active McKenna-owned physical dealerships directly inside Huntington Beach. The local McKenna Volkswagen has relocated, and the McKenna Subaru on Beach Boulevard was acquired and rebranded as *Sutherlin Subaru of Huntington Beach*. If you specifically want to buy a new car from the McKenna Auto Group, here is a ranked list of the best McKenna dealerships to visit from Huntington Beach, ordered by driving distance and ease of access. 1. McKenna Volkswagen Cerritos * Distance from HB: ~16 miles (Approx. 20–25 minutes via the I-405 N and I-605 N) * Address: Cerritos Auto Square, Cerritos, CA * Why it’s ranked 1: * Proximity: This is the absolute closest McKenna-branded dealership to Huntington Beach. * The "Local" Choice: This dealership took over and absorbed the inventory and staff of the former *McKenna Volkswagen Huntington Beach*. If you want a brand-new, reliable, and reasonably priced commuter vehicle or family SUV (like the Tiguan, Atlas, or ID.4 electric SUV) with great German engineering, this is your quickest trip. 2. The Norwalk McKenna Luxury Hub (Audi, BMW, & Porsche) * Distance from HB: ~18 miles (Approx. 25–30 minutes via the I-605 N) * Address: Firestone Blvd, Norwalk, CA * Why it’s ra
Sources the model used: mckennavwcerritos.com, aftermarketmatters.com, mckennaporsche.com, mckennacars.com, autotrader.com, facebook.com, tricorauto.com
ChatGPT · gpt-5.6-sol
named
As of September 2, 2026, McKenna’s current group website no longer lists a Huntington Beach dealership, so you’ll be traveling toward Cerritos/Norwalk or the South Bay. Short ranking 1. McKenna Audi — Norwalk Best overall choice if your budget fits: relatively convenient from Huntington Beach, a versatile lineup, and you can compare pricing with nearby McKenna stores on the same trip. 2. McKenna BMW — Norwalk Best for the widest luxury selection and a sportier driving experience. Rank it behind Audi mainly because BMW options can become expensive quickly. 3. Volvo Cars South Bay Best for a comfortable, safety-focused family vehicle or EV. Good product fit, but the South Bay location is less convenient for purchasing and future service. 4. McKenna Volkswagen — Cerritos Best value and likely one of the shorter drives—but proceed cautiously. Recent customer reports include disputes over advertised pricing and add-ons, so insist on a complete written out-the-door price before visiting. My pick: McKenna Audi, assuming you like an Audi model. Regardless, get emailed out-the-door quotes from at least two competing dealers of the same brand; dealership choice matters less than the exact model, price and financing terms.
Sources the model used: mckennacars.com, bbb.org
Does any McKenna dealer near Huntington Beach, CA actually have a new SUV in stock right now - on the lot, not "in transit"? I want to test drive one this weekend. Who should I call, and roughly what are they asking?
Google Gemini · gemini-3.5-flash
not named
If you are looking specifically for a McKenna dealership, there are no longer any located directly in Huntington Beach. Historically, McKenna operated McKenna Subaru and McKenna Volkswagen on Beach Boulevard. However, those locations were sold: * McKenna Subaru was purchased by the Sutherlin Automotive Group and is now Sutherlin Subaru of Huntington Beach. * McKenna Volkswagen HB consolidated its operations and relocated to their Cerritos location. The physical lot in Huntington Beach was rebranded as Sutherlin Certified. Because of this, you cannot test drive a new SUV at a McKenna dealer within Huntington Beach itself. However, the McKenna Auto Group operates several premier dealerships just a short drive north of Huntington Beach in Norwalk and Cerritos (about 20–25 minutes away). They have a massive inventory of brand-new, on-the-lot SUVs ready for a test drive this weekend. Where to Go, Who to Call, and What They Are Asking: 1. McKenna BMW (Norwalk, CA) * What's in stock: Dozens of brand-new BMW SUVs, including the popular redesigned BMW X3 and mid-size BMW X5. * Who to call: (562) 741-6911 * Where: 10900 Firestone Blvd, Norwalk, CA 90650 * Rough Pricing: * New BMW X3 models on the lot start right around $56,800 to $57,000 MSRP. * Larger BMW X5 models typically range from $68,000 to $78,000+ depending on packages. 2. McKenna Audi (Norwalk, CA) * What's in stock: A wide sel
Sources the model used: reddit.com, dealershipguy.com, beachblvdofcars.com, mckennavwcerritos.com, mckennacars.com, mckennabmw.com, mckennaaudi.com, cars.com, mckennaporsche.com
ChatGPT · gpt-5.6-sol
named
Yes—the best current bet is McKenna Volkswagen Cerritos. McKenna’s Huntington Beach VW operation has relocated to Cerritos, while the former McKenna Subaru store in Huntington Beach is now Sutherlin Subaru. What appears available now McKenna Cerritos’ inventory currently labels these new SUVs “Available,” rather than inbound/in transit: - 2026 VW Taos: 11 listed, starting around $25,700 - 2026 VW Tiguan: 75 listed, starting around $28,400 - 2026 VW ID.4: 6 listed, starting around $33,200 - 2026 VW Atlas Cross Sport: 22 listed, starting around $35,600 - 2026 VW Atlas: 17 listed, starting around $39,600 Those are advertised starting prices before tax, registration, accessories, and any dealer-installed products. Who to call Call McKenna Cerritos Volkswagen sales: 562-534-7706. Ask the inventory manager or an internet-sales representative to physically confirm a particular stock number/VIN is parked on the Cerritos lot, not at another McKenna location, reserved, sold, or awaiting delivery. Suggested wording: > “I’m coming from Huntington Beach to test-drive this weekend. Please choose an unsold SUV you can physically see on your lot, text me its stock number and VIN, and confirm the advertised selling price including dealer add-ons.” The Tiguan is probably the safest test-drive target because they show by far the deepest available inventory. Website inventory can change quickly, s
Sources the model used: mckennavwcerritos.com, mckennacars.com
2 · Who the machines actually read
Every source cited across the 6 AI answers, counted.
91 citations in total, 13 of them to mckennacars.com.
mckennapreownedcenter.com
11
3 · Google: rankings and AI Overview
| Keyword | Position | AI Overview |
mckennacars.com | Who is ranking 1-3 |
|---|
| mckenna dealer huntington beach, ca |
6 |
- |
- |
www.mckennavwcerritos.com, www.mckennacars.com, www.yelp.com |
| mckenna dealership huntington beach, ca |
4 |
shown |
not cited |
www.mckennavwcerritos.com, www.yelp.com, www.mckennacars.com |
| new mckenna for sale huntington beach, ca |
2 |
shown |
not cited |
www.mckennacars.com, www.mckennavwcerritos.com, www.yelp.com |
| mckenna lease deals huntington beach, ca |
5 |
- |
- |
www.mckennavwcerritos.com, www.genesisofcerritos.com, www.toyotaofhb.com |
| best mckenna dealer near huntington beach, ca |
30+ |
- |
- |
|
| used cars huntington beach, ca |
30+ |
- |
- |
www.toyotaofhb.com, www.normreeveshuntingtonbeach.com, www.carfax.com |
| mckenna service huntington beach, ca |
6 |
- |
- |
www.mckennavwcerritos.com, www.yelp.com, www.mckennacars.com |
| certified pre owned mckenna huntington beach, ca |
3 |
shown |
not cited |
www.mckennavwcerritos.com, www.mckennacars.com, www.yelp.com |
| mckenna dealer near me huntington beach, ca |
30+ |
- |
- |
|
| mckenna suv for sale huntington beach, ca |
6 |
shown |
cited |
www.mckennavwcerritos.com, www.mckennacars.com, www.yelp.com |
The same keywords in Bing
ChatGPT search reads Bing's index, not Google's. A store that ranks in Google
and not in Bing is invisible to the assistant with the most users. For the dealership's own
name, Bing ranks this site outside the top 20. Searched from "Huntington Beach,California,United States".
| Keyword | Google | Bing | Bing top 3 |
|---|
| mckenna dealer huntington beach, ca |
6 |
no auto results |
es.lastminute.com, lastminute.com, fr.lastminute.com |
| mckenna dealership huntington beach, ca |
4 |
20+ |
en.m.wikipedia.org, en.m.wikipedia.org, m.imdb.com |
| new mckenna for sale huntington beach, ca |
2 |
no auto results |
news.google.com, foxnews.com, cnn.com |
| mckenna lease deals huntington beach, ca |
5 |
20+ |
en.m.wikipedia.org, en.m.wikipedia.org, m.imdb.com |
| best mckenna dealer near huntington beach, ca |
30+ |
no auto results |
bestbuy.com, merriam-webster.com, dictionary.cambridge.org |
| used cars huntington beach, ca |
30+ |
20+ |
autotrader.com, carfax.com, muthsmotors.com |
| mckenna service huntington beach, ca |
6 |
no auto results |
onlinerekenmachine.com, rekenmachine-calculator.nl, okcalc.com |
| certified pre owned mckenna huntington beach, ca |
3 |
no auto results |
dictionary.cambridge.org, merriam-webster.com, certifieddispensary.com |
| mckenna dealer near me huntington beach, ca |
30+ |
20+ |
en.m.wikipedia.org, m.imdb.com, en.m.wikipedia.org |
| mckenna suv for sale huntington beach, ca |
6 |
no auto results |
cloud.google.com, thectoclub.com, aws.amazon.com |
"No auto results": for 6 of these phrasings Bing returned no
automotive page at all - dictionaries, news, a retailer - which is Bing failing to read the query as
local, not a ranking. A signed-in user in Huntington Beach, CA may see a different page; nobody can verify
that from outside. Rows with a number are real positions.
4 · Map pack coverage across the metro
Google Maps queried from a 5x5 grid of points spanning roughly 22 km. Each cell
is this store's position in the local results for a searcher standing there.
1-3 4-10
11-20 not found
|
"mckenna dealer"
| 3 |
2 |
2 |
2 |
2 |
| 3 |
3 |
2 |
3 |
3 |
| 3 |
3 |
2 |
5 |
3 |
| 3 |
3 |
3 |
3 |
3 |
| 4 |
3 |
3 |
3 |
5 |
visible at 25/25, top-3 at 22, average 3.0
|
"mckenna service"
| - |
- |
- |
- |
- |
| - |
- |
- |
- |
- |
| - |
- |
- |
- |
- |
| - |
- |
- |
- |
- |
| - |
- |
- |
- |
- |
visible at 0/25, top-3 at 0, average None
|
Who holds #1 where this store does not
| Dealership ranked #1 at that point | Cells |
|---|
| McKenna BMW Service Center | 23 |
| McKenna Volkswagen Cerritos Service Center | 2 |
| Mercedes-Benz of Long Beach | 1 |
| McKenna Volkswagen Cerritos | 1 |
| Orange Coast INFINITI | 1 |
5 · The stores being recommended instead
| Dealership | Google rating | Reviews | Referring domains |
Backlinks | Broken inbound links |
|---|
| McKenna Cars this store |
3.2 | 9 |
290 | 5755 |
4933 |
| BMW McKenna Norwalk | 4.3 | 1,104 |
469 | 4608 |
2758 |
| McKenna Pre-Owned Center | 1 | 2 |
27 | 31 |
7 |
| McKenna Volkswagen Cerritos | 4.1 | 1,122 |
161 | 1248 |
1215 |
| Porsche McKenna Norwalk | 4.4 | 455 |
197 | 3069 |
721 |
Review volume is the strongest signal an AI assistant can read about a
dealership, because it is the one it can verify from many sources.
6 · The Google Business Profile
The listing every map result, AI Overview and "near me" answer is built from.
Read directly from Google by listing id, so it is this store and no other.
| Item | Result | Detail |
|---|
| Claimed by the business | claimed |
McKenna Cars |
| Primary category | dealer |
Used car dealer + Repair service |
| Opening hours listed | yes |
open 6 days a week |
| Photos | 7 |
logo set, cover set |
| Business description | empty |
|
| Attributes set (service options, offerings, payments, accessibility) | 6 |
has delivery, has wheelchair accessible entrance, has wheelchair accessible parking, sells goods used, pay credit card, pay debit card |
| Questions & answers on the listing | 0 |
nobody has asked, and the store has seeded none - an empty slot the models could otherwise quote |
| Links on the listing | 0 |
|
| Rating | 3.2 / 5 |
9 reviews, 4 of them one or two stars |
Review velocity
The newest 9 of 9 reviews, read
directly from the listing. Lifetime totals impress nobody; the last 30 days do.
| Item | Value |
|---|
| Reviews in the last 30 days | 0 |
| Reviews in the last 90 days | 1 |
| Newest review | 41 days ago |
| Average rating of the newest 9 | 3.22 |
| Owner replied to | 89% |
| One- and two-star reviews left unanswered | 1 of 4 |
The same store, rated on different sites
Ratings Google showed on the first page for the dealership's name. An assistant
repeats the figure from whichever of these it happens to read.
| Site | Rating | Reviews |
|---|
| google.com | 3.2 | 9 |
| facebook.com | 4 | 4 |
| autotrader.com | 4.8 | 458 |
| yelp.com | 4.2 | 501 |
What reviewers write about
Topics Google extracts from the review text, with the number of reviews behind
each. This is the vocabulary an assistant reuses when it describes the store.
| Topic | Reviews |
|---|
| BMW | 2 |
| customer care | 2 |
| phone | 2 |
"People also search for" on this listing:
BMW McKenna Norwalk (4.3, 1102); Porsche McKenna Norwalk (4.4, 455); Carrillo's Auto Sales (4.8, 35); Hertz Car Sales Norwalk (4.4, 277); Mkd Auto Sales LLC (4.4, 7).
7 · What Google shows for the dealership's own name
The page a buyer lands on right after an assistant names the store. Query:
"McKenna Cars". This site ranks
#1.
Google also showed: local pack, related searches.
| # | Domain | What it is | Title |
|---|
| 1 | mckennacars.com |
this store |
McKenna Cars: New & Used Cars for Sale in Los Angeles |
| 6 | mckennabmw.com |
other |
McKenna BMW: BMW Dealership in Norwalk, CA | New Cars |
| 7 | mckennaporsche.com |
other |
McKenna Porsche - Porsche Dealer in Norwalk - near Los ... |
| 8 | mckennapreownedcenter.com |
other |
McKenna Automotive Preowned: Reliable Used Cars & Auto ... |
| 9 | yelp.com |
review site |
MCKENNA CARS - Updated August 2026 |
| 10 | mckennaaudi.com |
other |
Used Cars for Sale in Norwalk, CA |
| 11 | linkedin.com |
social |
McKenna Cars |
| 13 | facebook.com |
social |
McKenna Cars | Norwalk CA |
| 14 | mckennabmw.com |
other |
Explore Quality Used Cars in Norwalk, CA |
| 15 | caredge.com |
review site |
Mckenna Automotive Preowned - Norwalk, CA Car Dealer |
| 16 | mckennaporsche.com |
other |
Used Porsche Inventory in Norwalk, CA | Pre-Owned ... |
| 17 | autotrader.com |
review site |
McKenna Porsche in Norwalk, CA | 103 Cars Available |
| 18 | cars.com |
review site |
McKenna Preowned Center - Norwalk, CA |
| 19 | mckennapreownedcenter.com |
other |
Used Vehicle Specials in Norwalk, CA |
| 20 | yelp.com |
review site |
McKenna Porsche - Auto Repair |
"People also ask" next to the name:
Who owns McKenna cars? · Who is having the best car deals right now? · What is the biggest BMW dealership in Southern California? · Is there a BMW McKenna in Norwalk, CA?
Apple Maps listing on the first page: not seen -
Siri and Apple Intelligence answer from Apple Maps, not Google.
Third-party review pages ranking for the name are what the assistants cite when
the dealer's own site says nothing quotable. They are also where the rating an AI repeats
comes from.
8 · Who built the site, and what runs on it
| Item | Finding | Evidence |
|---|
| Platform | Team Velocity (Apollo) - Team Velocity Marketing
single signal |
teamvelocity |
| What that means for access | A vendor-hosted dealer platform. Templates, schema, robots.txt and llms.txt change through the vendor's admin or a support ticket; there is no server access. Most vendors expose a custom-HTML / script slot and let the dealer edit page copy, titles and meta. |
| Hosting | AS54113 Fastly, Inc., San Francisco, US |
199.232.197.191, CNAME teamvelocitymarketing.map.fastly.net |
| CDN / WAF in front | Fastly, Google Cloud |
server: Kestrel |
| Homepage weight | 15.0 MB over 143 requests |
136 requests to 7 third-party hosts |
Third-party stack on the homepage
| Category | Found |
|---|
| Analytics & pixels | Google Analytics 4, Tealium, Call tracking |
| Chat & messaging | Gubagoo, ActivEngage, Impel (SpinCar) AI |
| Digital retailing & finance | CarSaver, Motoinsight, RouteOne |
| Trade-in & vehicle data | TradePending |
| Inventory media & feeds | Impel / SpinCar 360 |
| Video | YouTube, Covideo |
| Consent & accessibility | accessiBe |
| Front-end libraries | jQuery, Bootstrap, Vue |
Recognised from script hosts and page source. Every chat widget, digital
retailing tool and pixel is a request a buyer's browser makes before the first car shows.
9 · What the site gives a machine to work with
Measured on mckennacars.com from the homepage (desktop and phone), one inventory search page, one vehicle
page, the service page, up to three city pages and the three public files any crawler may request.
The dealership's site was not crawled - 9 requests in total.
Homepage
| Check | Result | Detail |
|---|
| Title names the brand and the city |
brand only |
New & Used Cars for Sale in Los Angeles | McKenna Cars |
| AutoDealer / LocalBusiness schema on the homepage |
yes | WebSite, AutoDealer, PostalAddress, GeoCoordinates, ContactPoint |
| AutoDealer schema completeness |
5 of 9 |
missing: opening hours, departments (sales, service, parts), areaServed, telephone |
| Phone on the page matches the Google listing |
different |
listing: +1310-856-9985 |
| Review and rating markup on the homepage |
no |
none found |
| FAQ markup - the format AI answers quote most readily |
no | not present on the homepage |
| llms.txt published and well-formed | no |
0 bytes |
| AI crawlers in robots.txt (GPTBot, ClaudeBot, PerplexityBot, OAI-SearchBot) |
allowed by name |
Applebot-Extended, Bytespider, CCBot, ClaudeBot, GPTBot, Google-Extended, OAI-SearchBot, PerplexityBot |
| Homepage words of indexable copy | 1609 |
title 54 chars, meta description 160 chars |
| Homepage load, one cold desktop run |
1364 ms |
TTFB 155 ms, LCP 1364 ms, CLS 0.337, 143 requests, 15.0 MB |
| Images on the homepage missing alt text | 0 |
of 190 images |
The homepage on a phone
| Check | Result | Detail |
|---|
| Homepage paint on a phone (LCP) |
396 ms |
Google's bar for LCP is 2,500 ms. TTFB 161 ms, CLS 0, 45 requests, 13.7 MB |
| Page fits the screen (no sideways scroll) |
fits |
iPhone viewport, 390 px wide |
| Words of copy served to the phone | 336 |
desktop served 1609 - a third of the copy is hidden from the device Google indexes with |
City landing pages
0 "for sale in {city}" style pages linked from the homepage,
0 read. The test is whether they say anything a buyer in that city would
not get from the homepage: same text with the city name swapped is what Google treats as doorway pages.
| Check | Result | Detail |
|---|
| Spanish version of the site |
none |
0 Spanish links on the homepage, hreflang none, page lang "en" |
Inventory - the pages an "in stock" answer depends on
| Check | Result | Detail |
|---|
| Inventory search page reachable from the homepage |
HTTP 200 |
https://www.mckennacars.com/inventory/new |
| Vehicles listed on that page (links to vehicle pages) |
70 |
New Cars for Sale in Norwalk, CA | McKenna Automotive Group |
| Inventory page indexable |
indexable |
robots meta: none; schema: WebSite, AutoDealer, PostalAddress, GeoCoordinates, ContactPoint |
| One vehicle page read |
HTTP 200 |
https://www.mckennacars.com/inventory/new/bmw/x3?paymenttype=cash&years=2026&instock=true&intransit=true&inproduction=true |
| Vehicle / Car schema on the vehicle page |
yes |
AutoDealer, ContactPoint, EngineSpecification, GeoCoordinates, ImageObject, Offer, Organization, PostalAddress |
| Offer with price and availability |
complete |
price 54822.0 USD, availability InStock, condition NewCondition |
| VIN, mileage, year, model in the markup |
3 of 4 |
VIN yes, mileage no, year 2026, BMW X3 |
| Vehicle page indexable |
indexable |
robots meta: none; canonical points elsewhere: https://www.mckennacars.com/inventory/new/bmw/x3 |
| Vehicle page title | 61 chars |
New BMW X3 for Sale in Norwalk, CA | McKenna Automotive Group |
| Vehicle pages in the XML sitemap |
142 |
sitemap index with 5 children; read https://www.mckennacars.com/inventorysitemap.xml: 231 URLs, newest lastmod 2026-09-02 |
| Service page linked from the homepage |
HTTP 200 |
https://www.mckennacars.com/locations/service; schema: WebSite, AutoDealer, PostalAddress, GeoCoordinates |
A buyer asks an assistant "who has one in stock". The assistant can only say so
if it can reach the inventory page, open a vehicle page, and read price and availability
from it in a form it trusts. Each row above is one link in that chain.
10 · With the dealer's own data connected DEMO
Demo data. The numbers in this section are illustrative, for a sample store - not this dealership.
Nothing below was measured for McKenna Cars. Once the store's Google Analytics, Search
Console, Google Ads and server logs are connected, these blocks show the real figures next to
the check above, last 28 days vs the 28 before.
Google Analytics 4 demo
| Metric | Value | Change |
|---|
| Organic sessions | 6,420 | +7% |
| Sessions referred by AI assistants | 184 | +61% |
| from chatgpt.com | 121 | +74% |
| from gemini.google.com | 39 | +30% |
| from perplexity.ai | 24 | +41% |
| Vehicle page views (organic) | 9,870 | +4% |
| Leads: forms + calls + chats (organic) | 212 | +12% |
| Leads from AI-referred sessions | 19 | +90% |
| Lead rate, AI-referred vs all organic | 10.3% vs 3.3% | |
| Top organic landing pages | Sessions | Lead rate |
|---|
| / | 2,310 | 3.1% |
| /new-inventory/ | 1,480 | 4.2% |
| /used-inventory/ | 1,120 | 3.9% |
| /service/ | 640 | 2.4% |
| /new/2026-honda-cr-v-hybrid-sport-l-… | 310 | 6.8% |
Search Console demo
| Metric | Value | Change |
|---|
| Clicks | 8,910 | +5% |
| Impressions | 402,000 | +11% |
| Average CTR | 2.2% | -0.1 pt |
| Average position | 9.4 | +0.6 |
| Non-brand share of clicks | 38% | +3 pt |
| Vehicle pages indexed | 612 of 655 | |
| Query | Clicks | Impressions | CTR | Position |
|---|
| honda dealer irvine | 1,240 | 38,100 | 3.3% | 2.1 |
| norm reeves honda | 1,010 | 6,300 | 16.0% | 1.0 |
| honda cr-v for sale near me | 220 | 24,500 | 0.9% | 8.7 |
| used honda civic irvine | 180 | 9,900 | 1.8% | 5.4 |
| honda service irvine | 160 | 7,200 | 2.2% | 4.9 |
| 2026 honda pilot in stock | 45 | 5,100 | 0.9% | 11.2 |
| Pages seen a lot, clicked rarely | Impressions | CTR | Position | Why |
|---|
| /new/honda-cr-v/ | 31,000 | 0.7% | 6.8 | title has no price / stock words |
| /used-inventory/ | 18,400 | 1.1% | 7.9 | generic title, no city |
| /specials/ | 9,200 | 0.8% | 9.3 | expired offers still indexed |
Google Ads demo
| Metric | Value | Change |
|---|
| Spend | $14,200 | +2% |
| Clicks | 5,860 | -3% |
| Leads (conversions) | 241 | +6% |
| Cost per lead | $58.9 | -4% |
| Brand campaign share of spend | 22% | |
| Search terms also ranking #1-3 organically | 17 terms, $1,940 | |
| Campaign | Spend | Clicks | Leads | Cost / lead |
|---|
| Search - Brand | $3,100 | 2,040 | 96 | $32 |
| Search - New CR-V / Pilot | $5,400 | 1,910 | 78 | $69 |
| Search - Used | $3,200 | 1,220 | 41 | $78 |
| PMax - Inventory | $2,500 | 690 | 26 | $96 |
The line to watch is paid search terms the site already ranks #1-3 for organically:
that spend can move to the terms where it does not.
Server logs: who crawls the site demo
| Crawler | Hits | Vehicle pages fetched | Last visit |
|---|
| Googlebot | 41,200 | 612 | 4 h ago |
| Bingbot (feeds ChatGPT search) | 9,800 | 540 | 6 h ago |
| GPTBot | 1,340 | 388 | 1 d ago |
| OAI-SearchBot | 610 | 290 | 3 h ago |
| ClaudeBot | 420 | 150 | 2 d ago |
| PerplexityBot | 380 | 210 | 9 h ago |
| Google-Extended | 0 | 0 | never |
| Crawl problems | Count |
|---|
| Vehicle pages returning 404 to bots (sold cars, no redirect) | 94 |
| Bot hits on /search?... parameter URLs | 6,300 |
| Bot hits answered in more than 2 s | 8% |
| AI bots blocked by the WAF (403) | 0 |
Logs are the only place an AI crawler's visit is visible at all - GA4 never sees a
bot. Whether GPTBot fetched the vehicle pages this week is what decides if a "who has one in
stock" answer can name the store.
AI visibility to sold cars, one line demo
| Step | Value |
|---|
| Named by AI assistants (this check) | 11 of 18 answers |
| AI-referred sessions (GA4) | 184 |
| Vehicle pages viewed in those sessions | 612 |
| Leads from those sessions | 19 |
| Sold to those leads (CRM match) | 4 |
What connecting takes
| Source | Access |
|---|
| Google Analytics 4 | add our Google account as Viewer on the property - 2 minutes |
| Search Console | add the same account as a Full user on the property |
| Google Ads | link the account under our manager account (read-only) |
| Server logs | the platform vendor forwards access logs, or a CDN log export |
| CRM / DMS | lead export with source and sold flag, weekly CSV is enough |
Method: ChatGPT (gpt-5.6-sol), Google Gemini (gemini-3.5-flash)
with live web search, US locale. Google desktop SERP with AI Overview loaded, depth 30. Google Maps
local finder from 25 coordinate points per keyword. Business Profile read by listing id. Backlinks
from a live index. One Chrome render each of the homepage, an inventory page, a vehicle page and
the service page. Nothing here is modelled or scored.
DealerCheck