Buyers asking AI for a Audi dealer around Los Angeles hear McKenna Audi in 1 of 6 answers.
10 things to fix, 1 of them costing the store buyers today. 7 fixed once in the first week, 3 worked every month.
- AI assistants leave the store out. We asked ChatGPT and Google Gemini 3 questions a Audi shopper in Los Angeles would ask. McKenna Audi was named in 1 of 6 answers. Instead they named Santa Monica Audi, Los Angeles-area Audi and Nation's Largest Volume Audi. 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 audibeverlyhills.com, caredge.com and audidtla.com and to the store's own website only 0 of 82 times. A dealer's site that AI doesn't quote is a dealer AI describes second-hand. evidence
- The store is off Google's first page for buying searches. For 10 of 10 searches a buyer makes, such as "audi dealer los angeles, ca", "audi dealership los angeles, ca" and "new audi for sale los angeles, ca", the store is not in the top 10. Google's own AI answer shows on 4 of these searches and cites the store on 2. 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
- Vehicle pages don't carry the data engines read. Each car's page should state the price, whether it is on the lot and the VIN in the code Google and the assistants read. Today it is missing. 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 Google Business Profile is incomplete. The profile is what Google Maps and the AI assistants read first. Today the Q&A section is empty. evidence
- The homepage title does not say the city. The title is the first line Google shows and reads. It does not mention Los Angeles. evidence
- No pages for the cities the store sells to. Buyers in the towns around Los Angeles 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 1/3, 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 25 of them, outside the first twenty at 0.
Grid below
Top three at 21 of them, outside the first twenty at 0.
Grid below
6 do not rank in the top 30 at all.
Google showed an AI Overview on 4 of these searches and cited this store on
2 of them.
Keyword table below
The platform was not recognised from the homepage. Access has to be established with the dealer before promising any technical change.
Platform, hosting and the third-party stack below
Without price and availability in machine-readable form, an assistant answering
"who has one in stock" has to guess from page text or skip the store.
One vehicle page read, section 9
4.5 stars from 858 reviews.
Reviewers talk about: leasing a car (30), courteous staff (27), sales rep (27), loaner car (10), wait time (8).
Full profile below
Authority arriving at a dead end.
audilongbeach.com 17, audinorthoc.com 4
for comparison.
Competitor table below
1 · What the AI assistants tell a buyer
|
ChatGPT
1/3
named · gpt-5.6-sol
|
Google Gemini
0/3
named · gemini-3.5-flash
|
| Buyer question | ChatGPT | Google Gemini |
|---|
| I live in Los Angeles. Which Audi dealership should I buy a new car from? Give me a short ranked list with reasons. |
not named | not named |
| Does any Audi dealer near Los Angeles, CA actually have a new Q5 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 |
not named | not named |
| Looking for a used Audi Q5 under $30,000 with under 60,000 miles near Los Angeles, CA. Which dealers have one in stock right now? I want actual listings, not just dealer names. availability |
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.
These are custom questions, not the default set - re-running this
check keeps them.
Recommended instead
Audi dealerships the assistants named in the answers where this store was absent.
| Dealership | Answers |
|---|
| Santa Monica Audi | 1 |
| Los Angeles-area Audi | 1 |
| Nation's Largest Volume Audi | 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.
I live in Los Angeles. Which Audi dealership should I buy a new car from? Give me a short ranked list with reasons.
ChatGPT · gpt-5.6-sol
not named
My shortlist 1. Santa Monica Audi — best overall for pricing transparency Recent verified out-the-door data gave it 100/100, with no forced add-ons detected and pricing close to advertised figures. Best first stop if you’re on the Westside. 2. Audi Pasadena — best reputation/inventory balance Strong consumer-review history—about 4.1 stars across 1,400 Yelp reviews—plus a sizable listed inventory. Particularly convenient for Northeast and East LA. 3. Audi Beverly Hills — best for selection and central location Large inventory and generally strong Yelp rating, but recent DealerRater feedback includes complaints about advertised-price transparency. Consider it if it has your exact configuration, but insist on a signed itemized quote before visiting. Bottom line: Start with Santa Monica Audi, then email Pasadena and Beverly Hills the same build/VIN and ask each for an itemized out-the-door price. Buy from whoever gives the cleanest written offer—not necessarily the closest dealership.
Sources the model used: caredge.com, yelp.com
Google Gemini · gemini-3.5-flash
not named
Finding the right dealership in Los Angeles is often less about finding the closest building and more about finding a dealer that offers transparent pricing (no surprise add-ons or market adjustments) and solid inventory. Using real-time consumer reports (including the *CarEdge Dealer Transparency Index*, which grades dealerships based on real, verified out-of-the-door worksheets rather than easily manipulated online reviews), here is a ranked list of the best Audi dealerships in the Greater Los Angeles area: 1. Audi Van Nuys (Grade: A / 91 out of 100) * Location: Sherman Oaks (San Fernando Valley) * Why it’s ranked 1: Audi Van Nuys is highly rated for upfront, honest pricing. According to verified buyer transaction data, they rarely push the dreaded "mandatory" dealer add-ons. * The Pros: Only about 25% of their quotes feature non-negotiable dealer add-ons (compared to some dealerships where it is closer to 80% or 90%). Their final out-of-the-door pricing is incredibly consistent with their online advertised prices. * Doc Fee: They charge a highly reasonable documentation fee (averaging around $43, well below the California state average of $110). 2. Audi Beverly Hills (Grade: A / 100 out of 100) * Location: Beverly Hills * Why it’s ranked 2: Part of the Fletcher Jones Group, this is historically one of the highest-volume Audi dealerships in the United States. Because of their
Sources the model used: caredge.com, audivannuys.com, carfax.com, cars.com, audibeverlyhills.com, audiservicela.com, audisantamonica.com, reddit.com, dealerrater.com
Does any Audi dealer near Los Angeles, CA actually have a new Q5 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?
ChatGPT · gpt-5.6-sol
not named
Yes—several Los Angeles-area Audi dealers currently list new 2026 Q5s as “At dealer” or “Available Now,” rather than in transit. For a test drive this weekend, September 5–6, 2026, these are the strongest leads: 1. Audi Pacific — Torrance Call: 424-492-2209 Address: 20460 Hawthorne Blvd., Torrance Their Q5 inventory page is specifically filtered to “Available now” and shows roughly 30 Q5-family vehicles. Examples: - Q5 Premium Plus, stock T2033962: $53,659 - Q5 Premium Plus, stock T2011382: $54,538 - Another Premium Plus, stock T2062588: $57,855 Those advertised figures include a stated $2,500 customer credit where applicable; taxes, registration, and other charges are extra. 2. Audi Pasadena Call: 626-779-7121 This appears to have the broadest selection. Numerous 2026 Q5s are explicitly marked “At dealer.” Examples: - Q5 Premium, stock 14260237: $51,901 - Q5 Premium Plus, stock 14260235 / 14260262 / 14260278: $54,631 - Q5 Premium Plus, stock 14260196: $54,957 - Higher-option Premium Plus models: approximately $58,400–$60,600 Advertised selling prices generally reflect dealer discounts and a listed $2,500 customer credit, so confirm that you qualify. 3. Audi Downtown LA Call: 213-493-0258 They also show multiple 2026 Q5s marked “At dealer,” including: - Q5 Premium, stock A6030904: $56,835 - Q5 Premium, stock A6043592: $57,095 - Q5 Premium, stock A6028154: $57,515 - Q5 Premium P
Sources the model used: audipacific.com, audipasadena.com, audidtla.com
Google Gemini · gemini-3.5-flash
not named
Yes, there are several Audi dealerships in and directly around Los Angeles that currently have new Audi Q5 models in stock on their lots (not "in transit") and available for a test drive this weekend. Below are the closest options to LA with exact details on what they have on the lot, what they are asking, and who you should call: 1. Audi Downtown LA (Closest to Central LA) They have multiple brand-new Q5 models physically on the lot and ready to drive. * What they have: Mostly Premium and Premium Plus trims. * What they are asking: * Standard Q5 Premium/Premium Plus models generally range from $57,000 to $61,000 MSRP. * They also have Q5 Sportbacks (the sloped-back coupe style) sitting on the lot, such as a 2026 Q5 Sportback Premium Plus listed at $62,480. * Who to call: * Phone: (213) 493-0258 * Address: 1900 S. Figueroa St, Los Angeles, CA 90007 2. Audi Beverly Hills (Nation's Largest Volume Audi Dealer) They consistently keep a massive physical inventory on hand and currently have dozens of new Q5s sitting on their lot. * What they have: A wide variety of colors and option packages in both the traditional SUV and Sportback body styles. * What they are asking: * Entry-level Q5 Premium models starting around $54,720 to $57,135. * Mid-tier Q5 Premium Plus models (often equipped with the Black Optic package or Warm Weather packages) asking between $58,000 and $62,000. * Sportba
Sources the model used: audibeverlyhills.com, audisantamonica.com, audidtla.com, autotrader.com, audiofbeverlyhills.com, lacarguy.com, cars.com, audipacific.com, edmunds.com
Looking for a used Audi Q5 under $30,000 with under 60,000 miles near Los Angeles, CA. Which dealers have one in stock right now? I want actual listings, not just dealer names.
Google Gemini · gemini-3.5-flash
not named
Several dealerships in the Los Angeles area have used Audi Q5 models in stock that meet your criteria of being under $30,000 with under 60,000 miles. 1. Audi Downtown LA (Los Angeles, CA) * Vehicle: 2023 Audi Q5 Premium 40 TFSI quattro S tronic * Price: $27,396 (Final Price with doc fee: $27,481) * Mileage: 31,695 miles * Key Details: Brilliant Black exterior, Rock Gray interior. Comes equipped with the Convenience Package, Panoramic Moonroof, Heated Seats, and active safety features (Active Lane Assist, Blind Spot Assist). * Stock : ZA3113239P 2. Audi South Coast (Santa Ana, CA – *Just south of LA*) * Vehicle: 2021 Audi Q5 45 Premium quattro SUV * Price: $22,973 * Mileage: 19,065 miles * Key Details: Exceptionally low miles (over 37,000 miles below market average). It features a clean CARFAX, black leather interior, and quattro AWD. *(Note: The dealer recently flagged this unit as undergoing its final safety and reconditioning inspection, so it's a fresh arrival).* 3. Audi Beverly Hills (Beverly Hills, CA) * Vehicle: 2023 Audi Q5 Premium 40 TFSI quattro * Price: $24,868 * Mileage: Under 60,000 miles *(Fletcher Jones "One Price" vehicle)* * Key Details: Features include a Panoramic Sunroof, Adaptive Cruise Control, Leather Seats, and Apple CarPlay/Android Auto. * Vehicle: 2023 Audi Q5 S line Premium * Price: $25,968 * Mileage: Under 60,000 miles * Key Details: Upgrade to the sp
Sources the model used: audidtla.com, audisouthcoast.com, audibeverlyhills.com, carmax.com
ChatGPT · gpt-5.6-sol
named
I found these specific Audi Q5 listings currently displayed near Los Angeles that meet your limits of under $30,000 and under 60,000 miles. Inventory and prices can change quickly, so confirm availability using the VIN before driving over. Dealer · Actual listing · Price · Mileage · VIN STG Auto Group of Bellflower · 2022 Audi Q5 55 S line Premium · $23,878 · 46,518 · `WA1G2AFY4N2091954` STG Auto Group of Bellflower · 2021 Audi Q5 45 Premium · $20,788 · 56,070 · `WA1AAAFY0M2014375` STG Auto Group of Bellflower · 2021 Audi Q5 Premium · $28,887 · 7,152 · `WA1G2AFY3M2039519` STG Auto Group of Bellflower · 2023 Audi Q5 45 S line Premium · $28,695 · 21,576 · `WA1GAAFY3P2134766` CarMax Canoga Park · 2023 Audi Q5 Premium · $29,998 · 28,566 · `WA1GAAFY7P2051745` Galpin Genesis of Van Nuys · 2021 Audi Q5 45 Premium · $24,840 · 27,456 · `WA1AAAFY0M2051085` Cerritos Infiniti · 2022 Audi Q5 45 S line Premium · $24,900 · 33,211 · `WA1GAAFY1N2004207` CarMax LAX · 2022 Audi Q5 Premium Plus · $29,998 · 18,836 · `WA1EAAFY6N2132546` Rusnak Volvo Cars Westlake · 2018 Audi Q5 2.0T Premium · $17,995 · 59,470 · `WA1ANAFY2J2245343` McKenna Preowned Center · 2023 Audi Q5 40 Premium · $27,292 · 31,560 · `WA1ABAFY8P2183240` Cadillac Pasadena · 2022 Audi Q5 45 S line Premium · $25,999 · 23,789 · `WA1GAAFY6N2015543` McKenna Audi · 2023 Audi Q5 45 S line Premium · $25,592 · 50,832 · `WA1GAAFY0P2011765` Aut
Sources the model used: cars.com
2 · Who the machines actually read
Every source cited across the 6 AI answers, counted.
82 citations in total, 0 of them to mckennaaudi.com.
3 · Google: rankings and AI Overview
| Keyword | Position | AI Overview |
mckennaaudi.com | Who is ranking 1-3 |
|---|
| audi dealer los angeles, ca |
19 |
shown |
not cited |
www.audivannuys.com, www.audidtla.com, www.audibeverlyhills.com |
| audi dealership los angeles, ca |
16 |
- |
- |
www.audidtla.com, www.audibeverlyhills.com, www.audivannuys.com |
| new audi for sale los angeles, ca |
19 |
shown |
cited |
www.audibeverlyhills.com, www.audidtla.com, www.audivannuys.com |
| audi lease deals los angeles, ca |
30+ |
- |
- |
www.audivannuys.com, www.audibeverlyhills.com, www.edmunds.com |
| best audi dealer near los angeles, ca |
30+ |
- |
- |
www.audivannuys.com, www.audidtla.com, www.audiwestcovina.com |
| used cars los angeles, ca |
30+ |
- |
- |
www.carfax.com, www.cars.com, www.toyotaofdowntownla.com |
| audi service los angeles, ca |
30+ |
- |
- |
www.audiservicela.com, www.audidtla.com, www.audibeverlyhills.com |
| certified pre owned audi los angeles, ca |
30+ |
- |
- |
www.audidtla.com, www.audivannuys.com, www.audibeverlyhills.com |
| audi dealer near me los angeles, ca |
16 |
shown |
cited |
www.audidtla.com, www.audibeverlyhills.com, www.audivannuys.com |
| audi suv for sale los angeles, ca |
30+ |
shown |
not cited |
www.cargurus.com, www.edmunds.com, www.audidtla.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 "Los Angeles,California,United States".
| Keyword | Google | Bing | Bing top 3 |
|---|
| audi dealer los angeles, ca |
19 |
20+ |
audiusa.com, audi.com, audi.us |
| audi dealership los angeles, ca |
16 |
no auto results |
audiusa.com, audi.fr, audi.com |
| new audi for sale los angeles, ca |
19 |
no auto results |
news.google.com, cnn.com, nytimes.com |
| audi lease deals los angeles, ca |
30+ |
20+ |
audiusa.com, audibaycity.com, audi.com |
| best audi dealer near los angeles, ca |
30+ |
no auto results |
bestbuy.com, merriam-webster.com, dictionary.cambridge.org |
| used cars los angeles, ca |
30+ |
20+ |
autotrader.com, carfax.com, edmunds.com |
| audi service los angeles, ca |
30+ |
20+ |
audiusa.com, audi.com, audiusa.com |
| certified pre owned audi los angeles, ca |
30+ |
no auto results |
merriam-webster.com, dictionary.cambridge.org, certifiedlabs.com |
| audi dealer near me los angeles, ca |
16 |
no auto results |
audiusa.com, audi.fr, audi.com |
| audi suv for sale los angeles, ca |
30+ |
20+ |
audiusa.com, audi.com, audi.us |
"No auto results": for 5 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 Los Angeles, 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
|
"audi dealer"
| 2 |
1 |
1 |
1 |
2 |
| 2 |
1 |
1 |
1 |
1 |
| 1 |
1 |
1 |
1 |
1 |
| 2 |
2 |
1 |
1 |
1 |
| 3 |
2 |
2 |
2 |
2 |
visible at 25/25, top-3 at 25, average 1.4
|
"audi service"
| 4 |
2 |
1 |
1 |
2 |
| 3 |
1 |
1 |
1 |
1 |
| 2 |
1 |
1 |
1 |
1 |
| 4 |
3 |
1 |
1 |
1 |
| 4 |
3 |
3 |
4 |
3 |
visible at 25/25, top-3 at 21, average 2.0
|
Who holds #1 where this store does not
| Dealership ranked #1 at that point | Cells |
|---|
| Audi Downtown LA Service Center | 1 |
| Audi Pacific Service Center | 1 |
| Audi Long Beach Service Center | 1 |
| Audi South Coast Service and Parts | 1 |
5 · The stores being recommended instead
| Dealership | Google rating | Reviews | Referring domains |
Backlinks | Broken inbound links |
|---|
| McKenna Audi this store |
4.5 | 858 |
230 | 2977 |
1075 |
| Audi North OC | 4.9 | 705 |
- | - |
- |
| McKenna Audi | 4.5 | 856 |
- | - |
- |
| Audi Long Beach | 4.6 | 869 |
133 | 463 |
17 |
| Audi North OC | 4.9 | 709 |
135 | 263 |
4 |
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 Audi |
| Primary category | dealer |
Audi dealer + Auto parts store, Auto repair shop, Car dealer |
| Opening hours listed | yes |
open 7 days a week |
| Photos | 351 |
logo set, cover set |
| Business description | 637 chars |
At McKenna Audi in Norwalk, you’ll find one of Southern California’s strongest selections of new, used, and Audi Certified pre-owned vehicles. Known for refined design and advanced technology, Audi delivers a driving exp... |
| Attributes set (service options, offerings, payments, accessibility) | 19 |
has delivery, has in store shopping, has onsite services, has wheelchair accessible entrance, has wheelchair accessible parking, has wheelchair accessible restroom, has wheelchair accessible seating, has car wash, has oil change, has service repair, has restroom unisex, welcomes lgbtq ... |
| 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 | 1 |
menu |
| Rating | 4.5 / 5 |
858 reviews, 102 of them one or two stars |
Review velocity
The newest 40 of 858 reviews, read
directly from the listing. Lifetime totals impress nobody; the last 30 days do.
| Item | Value |
|---|
| Reviews in the last 30 days | 22 |
| Reviews in the last 90 days | 40 |
| Newest review | 1 days ago |
| Average rating of the newest 40 | 4.8 |
| Owner replied to | 100% |
| One- and two-star reviews left unanswered | 0 of 2 |
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 | 4.5 | 858 |
| kbb.com | 4.9 | 855 |
| carfax.com | 4.9 | 256 |
| autotrader.com | 4.9 | 858 |
| facebook.com | 4 | 70 |
| cars.com | 4.4 | 131 |
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 |
|---|
| leasing a car | 30 |
| courteous staff | 27 |
| sales rep | 27 |
| loaner car | 10 |
| wait time | 8 |
| parts department | 5 |
| quick repairs | 3 |
| extended warranty | 3 |
| video inspection | 2 |
| video updates | 2 |
"People also search for" on this listing:
McKenna Audi Parts Department (3, 2); Audi North OC (4.9, 705); BMW McKenna Norwalk (4.3, 1102); Audi Long Beach (4.6, 868); Audi West Covina (4.5, 1616).
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 Audi". This site ranks
#1.
Google also showed: people also search, related searches, knowledge graph, third party reviews.
| # | Domain | What it is | Title |
|---|
| 1 | mckennaaudi.com |
this store |
McKenna Audi | New Audi Dealership in Norwalk, CA |
| 2 | yelp.com |
review site |
McKenna Audi - Norwalk, California |
| 3 | mckennaaudica.com |
other |
Audi Service Center in Norwalk, CA |
| 4 | mckennacars.com |
other |
New Audis for Sale in Norwalk, CA |
| 5 | caredge.com |
review site |
Mckenna Audi - Norwalk, CA: Did Not Provide Pricing |
| 7 | instagram.com |
social |
McKenna Audi (@mckenna.audi) · Norwalk, CA |
| 8 | mapquest.com |
maps / directory |
McKenna Audi, 10850 Firestone Blvd, Norwalk, CA 90650 ... |
| 10 | kbb.com |
review site |
McKenna Audi in Norwalk, CA | Rated 4.9 Stars |
| 11 | carfax.com |
review site |
McKenna Audi Porsche Dealership in Norwalk, CA |
| 12 | autostoday.com |
review site |
Mckenna Audi dealership in Norwalk, CA |
| 13 | autotrader.com |
review site |
McKenna Audi in Norwalk, CA | 165 Cars Available | Autotrader |
| 14 | cargurus.com |
review site |
McKenna Audi - Norwalk, CA |
| 15 | facebook.com |
social |
McKenna Audi | Norwalk CA |
| 16 | cars.com |
review site |
McKenna Audi - Norwalk, CA |
| 17 | mckennapreownedcenter.com |
other |
Hours of Operation & Directions 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 | not recognised
none |
- |
| What that means for access | The platform was not recognised from the homepage. Access has to be established with the dealer before promising any technical change. |
| Hosting | AS20940 Akamai International B.V., Los Angeles, US |
23.32.152.104 (a23-32-152-104.deploy.static.akamaitechnologies.com), CNAME secure.dealer.com.edgekey.net |
| CDN / WAF in front | Akamai |
server: AkamaiGHost |
| Homepage weight | 0.0 MB over 2 requests |
0 requests to 0 third-party hosts |
9 · What the site gives a machine to work with
Measured on mckennaaudi.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 - 6 requests in total.
Homepage
| Check | Result | Detail |
|---|
| Title names the brand and the city |
neither |
|
| AutoDealer / LocalBusiness schema on the homepage |
no | |
| Phone on the page matches the Google listing |
not checked |
listing: +1562-741-3735 |
| 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 |
17 bytes |
| AI crawlers in robots.txt (GPTBot, ClaudeBot, PerplexityBot, OAI-SearchBot) |
not restricted |
none of them are named - the default applies |
| Homepage words of indexable copy | 3 |
title 0 chars, meta description 0 chars |
| Homepage load, one cold desktop run |
60 ms |
TTFB 39 ms, LCP 60 ms, CLS 0, 2 requests, 0.0 MB |
| Images on the homepage missing alt text | 0 |
of 0 images |
The homepage on a phone
| Check | Result | Detail |
|---|
| Homepage paint on a phone (LCP) |
108 ms |
Google's bar for LCP is 2,500 ms. TTFB 81 ms, CLS 0, 4 requests, 0.0 MB |
| Page fits the screen (no sideways scroll) |
fits |
iPhone viewport, 390 px wide |
| Words of copy served to the phone | 3 |
desktop served 3 |
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 "None" |
Inventory - the pages an "in stock" answer depends on
| Check | Result | Detail |
|---|
| Inventory search page reachable from the homepage | not found |
no inventory-shaped link on the homepage - a machine starting there cannot reach the cars either |
| One vehicle page read |
429 |
https://www.mckennaaudi.com/new/Audi/2026-Audi-Q7-02a311ddac181d22987dd2b3b8c94588.htm |
| Vehicle / Car schema on the vehicle page |
no |
no JSON-LD |
| Offer with price and availability |
missing |
price -, availability -, condition - |
| VIN, mileage, year, model in the markup |
0 of 4 |
VIN no, mileage no, year no, |
| Vehicle page indexable |
indexable |
robots meta: none |
| Vehicle page title | 0 chars |
|
| Vehicle pages in the XML sitemap |
156 |
176 URLs in sitemap.xml, newest lastmod 2026-09-02 |
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 Audi. 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