Results for Sutherlin Subaru Huntington Beach, 18801 Beach Blvd, Huntington Beach, CA 92648  -  6 AI answers, 10 keywords and 50 map points (11.3 minutes, $0.78 of data, collected 2026-09-09 18:41 UTC)
In plain English Full report One-page figures History Download PowerPoint every answer, grid and source
Buyers asking AI for a Subaru dealer around Huntington Beach hear Sutherlin Subaru Huntington Beach in 4 of 6 answers.
9 things to fix, 1 of them costing the store buyers today. 7 fixed once in the first week, 2 worked every month.
  1. The homepage is heavy on a phone. On a phone the homepage is 10.5 MB and 212 requests. Most buyers are on a phone, on a mobile network, and Google measures this. evidence
  2. AI assistants name the store only some of the time. We asked ChatGPT and Google Gemini 3 questions a Subaru shopper in Huntington Beach would ask. Sutherlin Subaru Huntington Beach was named in 4 of 6 answers. evidence
  3. 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 2 of 4 times. evidence
  4. AI quotes other sites about the store, not the store. When the assistants back up an answer with a link, they point to subaruorangecoast.com, timmonssubaru.com and cars.com and to the store's own website only 9 of 85 times. A dealer's site that AI doesn't quote is a dealer AI describes second-hand. evidence
  5. 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
  6. 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
  7. 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
  8. 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
  9. 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
What we do about it, and what will change - the plain-English page, ready to send to the dealer.
Jump to: AI answers · Sources · Google · Map pack · Competitors · Business Profile · Their name on Google · Platform · Their site · Connected data (demo) · What changed   |   New check · All checks
4/6 ▼ -16%Named by AI2/4 ▼ -25%"In stock now" answers9 of 85 ▼ -38%Citations to own site25/25 = Map pack "subaru dealer"25/25 = Map pack "subaru service"
8/10 ▼ -1Keywords in top 104/4 ▼ -1AI Overview cites store0/10Bing top 10 (ChatGPT's index)15Reviews in last 30 days2100 msMobile LCP
DealerOnPlatformcompleteVehicle page schemano Q&ABusiness Profile4Site gaps found
At a glance. Green reads well for the store, amber is mixed, red is a gap. Every cell links to the evidence. ▲▼ against the check of 2026-09-02 02:12. Full history

What changed since 2026-09-02 02:12

4 improved, 9 got worse, 6 unchanged. Compared with the previous finished check of this store (0.56 $ of data).
MetricBeforeNowChange
Named by AI, % of answers8367▼ -16%
"In stock now" answers naming the store, %7550▼ -25%
Citations to own site, % of all4911▼ -38%
Keywords in Google top 1098▼ -1
AI Overviews citing the store54▼ -1
Keywords in Bing top 1010▼ -1
Reviews in the last 30 days2915▼ -14
Referring domains291285▼ -6
Homepage LCP, ms516884▼ +368 ms
Google reviews725726▲ +1
Mobile LCP, ms24722100▲ -372 ms
Broken inbound links549493▲ -56
Homepage requests266243▲ -23
Keyword that movedBeforeNow
new subaru for sale huntington beach, ca230+
subaru lease deals huntington beach, ca51
used cars huntington beach, ca30+28
Question where an assistant changed its mindAssistantBeforeNow
Looking for a used Subaru Outback 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.Google Gemininamednot named
3 questions a real shopper would type, put to ChatGPT 2/3, Google Gemini 2/3, 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 22 of them, outside the first twenty at 0.
Grid below
1 do not rank in the top 30 at all. Google showed an AI Overview on 4 of these searches and cited this store on 4 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 54048 USD, availability InStock, VIN present, mileage missing
One vehicle page read, section 9
4.5 stars from 726 reviews. Reviewers talk about: leasing (28), great deal (18), no pressure sales (17), professional team (11), free car washes (5).
Full profile below
Authority arriving at a dead end. subaruorangecoast.com 0, irvinesubaru.com 1334 for comparison.
Competitor table below

1 · What the AI assistants tell a buyer

ChatGPT
2/3
named · gpt-5.6-sol
Google Gemini
2/3
named · gemini-3.5-flash
Buyer questionChatGPTGoogle Gemini
I live in Huntington Beach, CA. Which Subaru dealership should I buy a new car from? Give me a short ranked list with reasons. namednamed
Does any Subaru dealer near Huntington Beach, CA actually have a new Outback 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 namednamed
Looking for a used Subaru Outback 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 namednot 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.

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 Subaru Outback 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
I found these specific used Subaru Outback listings under $30,000 and 60,000 miles in the latest accessible inventory results near Huntington Beach. Inventory and pricing can change quickly, so confirm availability and the out-the-door price before driving over. Dealer / location · Actual vehicle · Price · Mileage · VIN California Motors Direct — Santa Ana · 2020 Subaru Outback Limited AWD, Crystal White Pearl · $22,999 · 39,504 mi · `4S4BTALC5L3167271` Auto Republic Orange — Orange · 2023 Subaru Outback Premium AWD, gray · $24,994 · 22,669 mi · `4S4BTACC9P3171328` CarMax Buena Park — Buena Park · 2017 Subaru Outback 3.6R Limited, silver · $21,998 · 51,082 mi · `4S4BSENC1H3360743` Mission Viejo Kia — Mission Viejo · 2023 Subaru Outback Premium AWD, Crystal White Pearl · $25,359 · 27,135 mi · `4S4BTACC4P3200945` Land Rover Anaheim Hills — Anaheim · 2020 Subaru Outback Limited AWD, Magnetite Gray · $24,650 · 16,174 mi · `4S4BTANC4L3242376` CarMax Torrance — Torrance · 2019 Subaru Outback 2.5i Premium, brown · $21,998 · 51,605 mi · `4S4BSAHC6K3348549` CarMax LAX — Inglewood · 2022 Subaru Outback Limited, white · $25,998 · 41,708 mi · `4S4BTANC5N3184586` New PBB Auto — El Monte · 2025 Subaru Outback Premium AWD, green · $29,899 · 19,826 mi · `4S4BTACC4S3176557` Best nearby candidates: the 2020 Limited at California Motors Direct, the 2023 Premium at Auto Republic Orange, and the 20
Sources the model used: cars.com
Google Gemini · gemini-3.5-flash not named
Here are three specific, verified used Subaru Outback listings currently in stock at dealerships very close to Huntington Beach, CA. All three of these vehicles fit your requirements of being priced under $30,000 and having under 60,000 miles: 1. 2022 Subaru Outback Premium * Dealership: CarMax Costa Mesa (approx. 5–7 miles from Huntington Beach) * Price: $25,998 * Mileage: 14,997 miles * Color: Blue Exterior / Gray Interior * Key Features: One owner, heated front seats, Apple CarPlay & Android Auto, blind-spot monitoring, backup camera, and lane-keep assist. * VIN: `4S4BTADC4N3144114` * Stock Number: `29047970` 2. Certified Pre-Owned 2024 Subaru Outback Limited * Dealership: Subaru Orange Coast (located in Santa Ana, approx. 12 miles from Huntington Beach) * Price: $28,073 * Mileage: 30,336 miles * Color: Ice Silver Metallic Exterior / Gray Interior * Key Features: Subaru Certified Pre-Owned (comes with a 7-year/100,000-mile powertrain warranty), power moonroof, heated steering wheel, built-in navigation, perforated leather-trimmed heated seats, and premium Harman Kardon sound. * VIN: `4S4BTANC4R3111599` * Stock Number: `41511A` 3. Certified Pre-Owned 2025 Subaru Outback Premium * Dealership: Subaru Orange Coast (located in Santa Ana, approx. 12 miles from Huntington Beach) * Price: $29,973 * Mileage: 7,755 miles * Color: Crystal White Pearl Exterior / Gray Interior * Key Feat
Sources the model used: carfax.com, truecar.com, carmax.com, edmunds.com, subaruorangecoast.com, cars.com, cargurus.com
I live in Huntington Beach, CA. Which Subaru dealership should I buy a new car from? Give me a short ranked list with reasons.
ChatGPT · gpt-5.6-sol named
Best Subaru dealers near Huntington Beach 1. Sutherlin Subaru of Huntington Beach — best overall - Very convenient for future warranty work and service. - Strong 4.8/5 DealerRater score from 571 reviews and an “A” transparency grade based on recent out-the-door quotes, with no typical dealer add-ons reported. - My first choice, assuming its written price is competitive. 2. Timmons Subaru, Long Beach — best comparison quote - Recent pricing data gives it a 97/100 transparency score, citing reasonable fees and uncommon add-ons. - Roughly a 25–40-minute drive depending on traffic. - Reviews are more mixed than Sutherlin’s, so scrutinize the paperwork and service promises. 3. Subaru Orange Coast, Santa Ana — useful third bid - Approximately 11 miles from Huntington Beach and has positive shopper feedback, although the available review sample is small. - Worth contacting if it has your exact color/trim or will beat the other dealers. Recommendation: Email all three for an itemized out-the-door price on the same VIN or configuration. Give Sutherlin the opportunity to match the lowest clean quote; buying locally is valuable when the difference is only a few hundred dollars. Reject mandatory protection packages, alarms, paint treatments, and market adjustments.
Sources the model used: dealerrater.com, caredge.com, edmunds.com, cargurus.com
Google Gemini · gemini-3.5-flash named
If you live in Huntington Beach, you are in a great spot with highly-rated Subaru dealerships nearby. Here is a ranked list of the best Subaru dealerships to buy a new car from, based on proximity, transparent pricing, and local customer satisfaction. 1. Sutherlin Subaru of Huntington Beach (Grade: A) * Location: 18801 Beach Blvd, Huntington Beach, CA (Right in your backyard) * Why it’s 1: * Ultra-Local Convenience: You won't even have to leave town. * No-Nonsense Pricing: Formerly known as *McKenna Subaru*, the dealership was acquired by Sutherlin. According to consumer transparency audits by CarEdge, they earned a perfect 100/100 Grade A transparency score. They do not sneak in hidden dealer add-ons (like mandatory ceramic coatings or theft trackers), and their out-of-the-door quotes almost perfectly match their advertised online prices. * Massive Selection & Upgrades: Under its new ownership, they have significantly expanded their on-site inventory of new and pre-owned Subarus, alongside offering massive upgrades to their service center. 2. Frank’s Irvine Subaru * Location: 23663 Rockfield Blvd, Lake Forest, CA (~20-25 minutes away) * Why it’s 2: * Beloved by OC Locals: If you ask around Orange County car forums, Frank's is consistently recommended as the most painless dealership to buy from. They are highly praised for a low-pressure sales environment and friendly staff. *
Sources the model used: dealerrater.com, dealershipguy.com, caredge.com, irvinesubaru.com, reddit.com, carfax.com, oceansubaruoc.com, subaruorangecoast.com
Does any Subaru dealer near Huntington Beach, CA actually have a new Outback 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 named
Best bet: Sutherlin Subaru Huntington Beach Yes—its inventory strongly indicates multiple new 2026 Outbacks are already on the lot rather than merely in transit. A current third-party inventory feed lists Outbacks that have been in dealer stock for hundreds of days, and the dealer’s listings include VINs, stock numbers, pricing, and vehicle photos. That is much stronger evidence of physical inventory than a generic “in transit” listing. Still, only the dealer can confirm that a specific vehicle hasn’t just sold or been loaned out. Call: Sutherlin Subaru Huntington Beach — Sales: 714-861-2000 Address: 18801 Beach Blvd., Huntington Beach, CA 92648. Rough asking prices found - 2026 Outback Premium: approximately $35,183, versus a listed suggested retail price of $37,478; VIN ending 530933, stock Y530933. - Other Outbacks showing in current inventory data are roughly $39,700–$47,900 depending on trim and equipment. - 2026 Outback Touring XT: approximately $50,799, MSRP about $50,629; VIN ending 533976. Its listing includes 28 photos, another good indication it has reached the dealership. Prices appear to be before tax, registration and approximately $122 in listed document/electronic-filing fees; discounts may also have residency or financing qualifications. What to say when you call > “I want to test-drive a new Outback this weekend, September 12 or 13. Can you physically confirm
Sources the model used: caredge.com, sutherlinsubaruhb.com, cars.com
Google Gemini · gemini-3.5-flash named
Yes! You can definitely test drive a new Subaru Outback this weekend. There are two major Subaru dealerships in and immediately around Huntington Beach that currently have new 2026 Subaru Outbacks physically in stock on their lots (not "in transit"): Option 1: Sutherlin Subaru Huntington Beach (Local) This is Huntington Beach's dedicated Subaru dealership, located right on Beach Blvd. * The Stock: They currently have multiple brand new 2026 Subaru Outbacks on-site, including: * 2026 Outback Premium (Crystal Black Silica / Gray interior) * 2026 Outback Wilderness (Crystal Black Silica / rugged off-road trim) * 2026 Outback Touring XT (Magnetite Gray Metallic / upscale trim) * What they are asking: Prices generally range from $34,000 to $50,000 depending on the trim level (Premium vs. Touring XT). Sutherlin is highly rated on CarEdge for having transparent pricing, typically sticking to the advertised price without surprise markups or heavy dealer add-ons. * Who to call: * Phone: (877) 712-7910 or (714) 861-2000 * Address: 18801 Beach Blvd, Huntington Beach, CA 92648 Option 2: Timmons Subaru (About 15–20 minutes away in Long Beach) If you want to compare deals or looking for a wider selection of colors/trims, Timmons Subaru is just a short drive up the coast and has a healthy inventory. * The Stock: They have several 2026 Subaru Outbacks on the ground ready for a test drive today
Sources the model used: cars.com, timmonssubaru.com, youtube.com, sutherlinsubaruhb.com, caredge.com

2 · Who the machines actually read

Every source cited across the 6 AI answers, counted. 85 citations in total, 9 of them to sutherlinsubaruhb.com.
subaruorangecoast.com
11
timmonssubaru.com
11
sutherlinsubaruhb.com
9
cars.com
9
caredge.com
8
edmunds.com
8
carmax.com
6
dealerrater.com
4
cargurus.com
3
irvinesubaru.com
3
reddit.com
3
dealershipguy.com
2
carfax.com
2
oceansubaruoc.com
2
youtube.com
2
truecar.com
2

3 · Google: rankings and AI Overview

KeywordPositionAI Overview sutherlinsubaruhb.comWho is ranking 1-3
subaru dealer huntington beach, ca 1 - - www.sutherlinsubaruhb.com, www.yelp.com, www.surfcityusa.com
subaru dealership huntington beach, ca 1 - - www.sutherlinsubaruhb.com, www.yelp.com, www.oceansubaruoc.com
new subaru for sale huntington beach, ca 30+ - -
subaru lease deals huntington beach, ca 1 - - www.sutherlinsubaruhb.com, www.edmunds.com, www.sutherlinsubaruhb.com
best subaru dealer near huntington beach, ca 2 shown cited www.sutherlinsubaruhb.com, www.yelp.com, caredge.com
used cars huntington beach, ca 28 - - www.toyotaofhb.com, www.normreeveshuntingtonbeach.com, www.enterprisecarsales.com
subaru service huntington beach, ca 4 - - www.sutherlinsubaruhb.com, www.yelp.com, www.hbautoandac.com
certified pre owned subaru huntington beach, ca 2 shown cited www.sutherlinsubaruhb.com, www.sutherlinsubaruhb.com, www.autotrader.com
subaru dealer near me huntington beach, ca 2 shown cited www.sutherlinsubaruhb.com, www.yelp.com, www.oceansubaruoc.com
subaru suv for sale huntington beach, ca 2 shown cited www.sutherlinsubaruhb.com, www.autotrader.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".
KeywordGoogleBingBing top 3
subaru dealer huntington beach, ca 1 no auto results freestepdodge.com, freestepdodge.com, freestepdodge.com
subaru dealership huntington beach, ca 1 20+ subaru.com, subaru.com, subaruofontario.com
new subaru for sale huntington beach, ca 30+ no auto results news.google.com, apnews.com, cnn.com
subaru lease deals huntington beach, ca 1 no auto results stackoverflow.com, stackoverflow.com, stackoverflow.com
best subaru dealer near huntington beach, ca 2 no auto results bestbuy.com, merriam-webster.com, dictionary.cambridge.org
used cars huntington beach, ca 28 20+ autotrader.com, carfax.com, autotrader.com
subaru service huntington beach, ca 4 20+ subaru.com, subaru.com, en.wikipedia.org
certified pre owned subaru huntington beach, ca 2 no auto results dictionary.cambridge.org, merriam-webster.com, certifiedlabs.com
subaru dealer near me huntington beach, ca 2 20+ subaru.com, subaru.com, en.wikipedia.org
subaru suv for sale huntington beach, ca 2 20+ subaru.com, subaruabudhabi.com, subaru-uae.com
"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 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
"subaru dealer"
2 1 2 3 3
1 1 1 2 2
1 1 1 1 2
1 1 1 1 2
1 1 1 1 1
visible at 25/25, top-3 at 25, average 1.4
"subaru service"
3 2 4 5 6
1 1 1 1 3
1 1 1 1 3
1 1 1 1 3
1 1 1 1 2
visible at 25/25, top-3 at 22, average 1.9

Who holds #1 where this store does not

Dealership ranked #1 at that pointCells
Renner Racing Development1
Ocean Subaru of Fullerton Service1
Subaru Orange Coast1

5 · The stores being recommended instead

DealershipGoogle ratingReviewsReferring domains BacklinksBroken inbound links
Sutherlin Subaru Huntington Beach this store 4.5726 2851257 493
Subaru Orange Coast4.81,443 141207 0
Frank's Irvine Subaru4.31,169 4031502 1334
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.
ItemResultDetail
Claimed by the businessclaimed Sutherlin Subaru Huntington Beach
Primary categorydealer Subaru dealer + Auto repair shop, Car dealer, Car finance and loan company, Car leasing service, Electric motor vehicle dealer, Motor vehicle dealer, Tire shop, Used car dealer, Used truck dealer
Opening hours listedyes open 7 days a week
Photos282 logo set, cover set
Business description746 chars At Sutherlin Subaru Huntington Beach, we’re redefining the car buying experience with transparent pricing, exceptional customer service, and a strong commitment to the local community. As a family-owned Subaru dealership...
Attributes set (service options, offerings, payments, accessibility)20 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, sells goods used, welcomes lgbtq ...
Questions & answers on the listing0 nobody has asked, and the store has seeded none - an empty slot the models could otherwise quote
Links on the listing1 menu
Rating4.5 / 5 726 reviews, 79 of them one or two stars

Review velocity

The newest 40 of 726 reviews, read directly from the listing. Lifetime totals impress nobody; the last 30 days do.
ItemValue
Reviews in the last 30 days15
Reviews in the last 90 days40
Newest review6 days ago
Average rating of the newest 404.42
Owner replied to95%
One- and two-star reviews left unanswered0 of 5

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.
SiteRatingReviews
google.com4.5726
carfax.com4.7141
facebook.com4.144
kbb.com4.8725
cars.com4.8590

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.
TopicReviews
leasing28
great deal18
no pressure sales17
professional team11
free car washes5
clean dealership3
new ownership3
hybrid car2
no hassle2
honest sales2
"People also search for" on this listing: Subaru Parts (4.5, 65); Subaru Orange Coast (4.8, 1440); Ocean Subaru of Fullerton (4.5, 1728); Frank's Irvine Subaru (4.3, 1169).

7 · What Google shows for the dealership's own name

The page a buyer lands on right after an assistant names the store. Query: "Sutherlin Subaru Huntington Beach". This site ranks #1. Google also showed: related searches, knowledge graph.
#DomainWhat it isTitle
1sutherlinsubaruhb.com this store Sutherlin Subaru Of Huntington Beach – New & Used Cars
2yelp.com review site Sutherlin Subaru Huntington Beach - Car Dealers
4dealerrater.com review site Sutherlin Subaru Huntington Beach
5capitalone.com other Sutherlin Subaru of Huntington Beach
6aftermarketmatters.com other Sutherlin acquires McKenna Subaru, will double service ...
7waze.com other Driving directions to Sutherlin Subaru Huntington Beach ...
8instagram.com social Huntington Beach (@sutherlinsubaruhuntingtonbeach)
10carfax.com review site Sutherlin Subaru - Dealership Huntington Beach, CA
11caredge.com review site Sutherlin Subaru Huntington Beach Fees, Reviews & ...
12mapquest.com maps / directory Sutherlin Subaru Huntington Beach
13facebook.com social Sutherlin Subaru Huntington Beach
14sutherlinsubaru.com other Sutherlin Subaru: New & Used Subaru Dealer In Kingston, TN
15autobodynews.com other Sutherlin Automotive Group Acquires Southern California ...
16kbb.com review site Sutherlin Subaru Huntington Beach
17cars.com review site Sutherlin Subaru Huntington Beach
"People also ask" next to the name: What happened to McKenna Subaru? · Is Subaru a high-end brand? · Who is the Subaru dealer in Huntington Beach? · Is Subaru a German or Japanese car?
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

ItemFindingEvidence
PlatformDealerOn - DealerOn (built on Drupal) high dealeron, dlron.us, cdn.dealeron.com, dealeron
What that means for accessA 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.
HostingAS54113 Fastly, Inc., St. Louis, US 199.232.68.247, CNAME www.dealeronsite.com
CDN / WAF in frontFastly server: nginx, ASP.NET
Homepage weight11.2 MB over 243 requests 132 requests to 41 third-party hosts

Third-party stack on the homepage

CategoryFound
Analytics & pixelsGoogle Tag Manager, Google Analytics 4, Meta Pixel, Microsoft Clarity, Google Ads / DoubleClick, Call tracking
Inventory media & feedsDealerOn media
VideoYouTube, Vimeo
Consent & accessibilityOneTrust, Cookiebot, accessiBe
Front-end librariesjQuery, Bootstrap, Font Awesome, Google Fonts, Modernizr, Slick / Swiper slider
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 sutherlinsubaruhb.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 - 8 requests in total.

Homepage

CheckResultDetail
Title names the brand and the city both Sutherlin Subaru Of Huntington Beach – New & Used Cars
AutoDealer / LocalBusiness schema on the homepage yesAutoDealer, PostalAddress, GeoCoordinates, Brand, OpeningHoursSpecification, AutoRepair, AutoBodyShop, WebSite
AutoDealer schema completeness 8 of 9 missing: areaServed
Phone on the page matches the Google listing different listing: +1714-861-2000
Review and rating markup on the homepage no none found
FAQ markup - the format AI answers quote most readily nonot present on the homepage
llms.txt published and well-formedno 1645 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 copy2443 title 54 chars, meta description 136 chars
Homepage load, one cold desktop run 884 ms TTFB 38 ms, LCP 884 ms, CLS 0.118, 243 requests, 11.2 MB
Images on the homepage missing alt text1 of 104 images

The homepage on a phone

CheckResultDetail
Homepage paint on a phone (LCP) 2100 ms Google's bar for LCP is 2,500 ms. TTFB 1 ms, CLS 0.309, 212 requests, 10.5 MB
Page fits the screen (no sideways scroll) fits iPhone viewport, 390 px wide
Words of copy served to the phone2330 desktop served 2443

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.
CheckResultDetail
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

CheckResultDetail
Inventory search page reachable from the homepage HTTP 200 https://www.sutherlinsubaruhb.com/new-inventory
Vehicles listed on that page (links to vehicle pages) 9 Browse New Subaru Cars For Sale In Huntington Beach, CA
Inventory page indexable indexable robots meta: index,follow,noydir,noodp; schema: BreadcrumbList, ListItem, Product, Review, Rating
One vehicle page read HTTP 200 https://www.sutherlinsubaruhb.com/new-Huntington+Beach-2026-Subaru-ASCENT-Touring+7+Passenger-4S4WMAKD8T3400570
Vehicle / Car schema on the vehicle page yes BuyAction, EngineSpecification, Offer, Organization, Product, UnitPriceSpecification, Vehicle
Offer with price and availability complete price 54048 USD, availability InStock, condition NewCondition
VIN, mileage, year, model in the markup 3 of 4 VIN yes, mileage no, year 2026, Subaru ASCENT
Vehicle page indexable indexable robots meta: index,follow,noydir,noodp
Vehicle page title112 chars 2026 Subaru ASCENT Touring 7-Passenger Huntington Beach CA | Sutherlin Subaru Huntington Beach 4S4WMAKD8T3400570
Vehicle pages in the XML sitemap 296 480 URLs in sitemap.xml, newest lastmod 2026-09-09
Service page linked from the homepage HTTP 200 https://www.sutherlinsubaruhb.com/schedule-service; schema: AutoDealer, PostalAddress, GeoCoordinates, Brand
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 Sutherlin Subaru Huntington Beach. 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

MetricValueChange
Organic sessions6,420+7%
Sessions referred by AI assistants184+61%
from chatgpt.com121+74%
from gemini.google.com39+30%
from perplexity.ai24+41%
Vehicle page views (organic)9,870+4%
Leads: forms + calls + chats (organic)212+12%
Leads from AI-referred sessions19+90%
Lead rate, AI-referred vs all organic10.3% vs 3.3%
Top organic landing pagesSessionsLead rate
/2,3103.1%
/new-inventory/1,4804.2%
/used-inventory/1,1203.9%
/service/6402.4%
/new/2026-honda-cr-v-hybrid-sport-l-…3106.8%

Search Console demo

MetricValueChange
Clicks8,910+5%
Impressions402,000+11%
Average CTR2.2%-0.1 pt
Average position9.4+0.6
Non-brand share of clicks38%+3 pt
Vehicle pages indexed612 of 655
QueryClicksImpressionsCTRPosition
honda dealer irvine1,24038,1003.3%2.1
norm reeves honda1,0106,30016.0%1.0
honda cr-v for sale near me22024,5000.9%8.7
used honda civic irvine1809,9001.8%5.4
honda service irvine1607,2002.2%4.9
2026 honda pilot in stock455,1000.9%11.2
Pages seen a lot, clicked rarelyImpressionsCTRPositionWhy
/new/honda-cr-v/31,0000.7%6.8title has no price / stock words
/used-inventory/18,4001.1%7.9generic title, no city
/specials/9,2000.8%9.3expired offers still indexed

Google Ads demo

MetricValueChange
Spend$14,200+2%
Clicks5,860-3%
Leads (conversions)241+6%
Cost per lead$58.9-4%
Brand campaign share of spend22%
Search terms also ranking #1-3 organically17 terms, $1,940
CampaignSpendClicksLeadsCost / lead
Search - Brand$3,1002,04096$32
Search - New CR-V / Pilot$5,4001,91078$69
Search - Used$3,2001,22041$78
PMax - Inventory$2,50069026$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

CrawlerHitsVehicle pages fetchedLast visit
Googlebot41,2006124 h ago
Bingbot (feeds ChatGPT search)9,8005406 h ago
GPTBot1,3403881 d ago
OAI-SearchBot6102903 h ago
ClaudeBot4201502 d ago
PerplexityBot3802109 h ago
Google-Extended00never
Crawl problemsCount
Vehicle pages returning 404 to bots (sold cars, no redirect)94
Bot hits on /search?... parameter URLs6,300
Bot hits answered in more than 2 s8%
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

StepValue
Named by AI assistants (this check)11 of 18 answers
AI-referred sessions (GA4)184
Vehicle pages viewed in those sessions612
Leads from those sessions19
Sold to those leads (CRM match)4

What connecting takes

SourceAccess
Google Analytics 4add our Google account as Viewer on the property - 2 minutes
Search Consoleadd the same account as a Full user on the property
Google Adslink the account under our manager account (read-only)
Server logsthe platform vendor forwards access logs, or a CDN log export
CRM / DMSlead 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.
Dealer Check by Internet Automotive  -  live data only, nothing modelled
The dealership's website is not crawled: the homepage on desktop and phone, one inventory page, one vehicle page, the service page, up to three city pages and three public files - every request is listed in the check's own record.