AI visibility benchmark · Medford–Klamath Falls, OR · Oct 19
Medford–Klamath Falls buyers are asking AI where to buy a car.
No dealership owns these answers yet.
We asked ChatGPT, Gemini and Perplexity 12 real buyer questions in 4 parts of the Medford–Klamath Falls area. 85% of the 143 answers sent buyers to a marketplace, and the most-named dealership showed up in just 13. The lead is up for grabs — see where you stand before your competitors do.
“What used SUV can I get for about $500 a month in Klamath Falls?”
The answer named
- Lithia Chrysler Jeep Dodge RAM of Klamath Falls
And sent the buyer to
- edmunds.com
- kbb.com
- cars.com
- cargurus.com
The dealerships AI names in Medford–Klamath Falls
The whole field is bunched together: the leader is named in 13 of 143 answers, and a handful of answers separates the top three from the pack. Counted across the 7 tracked Medford–Klamath Falls area dealerships; ties share a rank. Nothing is paid for — VIN Index members are counted exactly like everyone else.
- 1Lithia Chrysler Jeep Dodge RAM of Klamath Falls13 of 143
- 2Hall Motor Company Chevrolet9 of 143
- 3Grants Pass Toyota8 of 143
4 more Medford–Klamath Falls dealerships were named. Is yours one of them?
Your opportunity in Medford–Klamath Falls
Most of these answers are still up for grabs.
Here’s how to take them first.
111of 143
Medford–Klamath Falls buyer answers name no tracked local dealer yet
We do thisAnswer pages built around these exact questions, filled with your inventory.
8of 8
Dealer sites missing vehicle data AI can read
No complete machine-readable price, mileage and year on the vehicle pages.
We do thisEvery vehicle published with its price, mileage and year labelled for AI.
14of 15
Inventory hidden behind JavaScript
Vehicle pages that don’t fully appear to most AI crawlers.
We do thisVehicle pages served as plain, readable HTML.
8of 9
Dealer sites turn away an AI crawler
At least one refused — most often OAI-SearchBot, ChatGPT-User, Claude-User.
Your fixAllow AI crawlers in your site’s firewall or bot settings — usually a single setting.
VIN Index publishes your inventory as pages AI can read and cite — straight from your feed, with no change to your website — and every enquiry goes to you. The first dealers here to do it are competing with almost no one.
Website figures: the newest VIN Index AI-readiness check of every Medford–Klamath Falls area dealership website we track (15 sites, Oct 18–Oct 29) — wider than the 7 dealerships on the leaderboard, which are the ones we match by name in answers. Each card counts only the sites where that particular check gave a clear result, so each has its own total. Sites may have changed since. Totals across dealerships, never about one.
The VIN Index content engine
AI quotes pages that answer the question.
We write them for you.
01
Finds the questions
The buyer questions AI is fielding in Medford–Klamath Falls — like the 12 on this page — matched to what you have on the lot.
02
Writes the answers
A page for each question, built from your live inventory, prices and payments, published on your own VIN Index site.
03
Tracks the citations
Regular checks across ChatGPT, Gemini and Perplexity show which pages AI is quoting, and which questions to answer next.
An Ottawa used-car dealership, on the content engine
40 answer pages · through Sep 28
0→10
From invisible to named in nearly half its buyer answers (10 of 21) in 10 weeks.
14days
From its first answer page going live to AI citing it as the source.
171
Times AI cited its VIN Index pages in the last 14 days, across 37 different buyer questions.
The dealership’s own tracked questions, not this page’s sample, and none names a dealership. “Named” compares the same questions and assistants in its first ten days of checks (Jul 18) and its latest ten (Sep 28). Citation counts are from our checks, not buyer traffic. One dealership’s result, not a guarantee.
143
AI answers saved across 4 parts of the Medford–Klamath Falls area
85%
cite a listing marketplace like CarGurus, AutoTrader or Clutch
22%
name one of the 7 tracked local dealerships in the answer itself
13 of 143
the most any single Medford–Klamath Falls dealership was named — nobody's running away with it
The 12 questions, asked in every area
- What's the best used 7-seat SUV I can get for $800 a month in Medford–Klamath Falls?
- What's the best used 7-seat SUV under $30,000 in Medford–Klamath Falls?
- I have $20,000 cash for a used car in Medford–Klamath Falls. What should I buy?
- Which independent used car dealers should I consider in Medford–Klamath Falls?
- What's a good used pickup truck under $30,000 in Medford–Klamath Falls?
- Which used SUV should I buy for under $25,000 in Medford–Klamath Falls?
- What used SUV can I get for about $500 a month in Medford–Klamath Falls?
- I'm paying cash for a used commuter car in Medford–Klamath Falls. What can I get for $15,000?
- What kind of used car can I get for $400 a month in Medford–Klamath Falls?
- What used pickup truck can I get for $600 a month in Medford–Klamath Falls?
- What's a good used commuter car in Medford–Klamath Falls for under $400 a month?
- Where should I buy a used car in Medford–Klamath Falls?
Each asked in Medford, Grants Pass, Klamath Falls, Lakeview — 143 answers in all. No question names a dealership, so a dealer only counts when AI brings them up on its own.
Where the answers send buyers
Which websites the 143 answers pointed buyers to. The marketplaces publish a price and a payment for every car in one place — exactly what a budget question asks for — so that’s where the answers go.
85%
of answers cite a listing marketplace
39%
of answers cite a local dealership’s own website
Linking isn’t recommending: an answer can list a dealer’s page among its sources — any dealer’s, not only the 7 on the leaderboard — without naming that dealer to the buyer. That’s why this is higher than the 22% of answers that name one.
- 1cargurus.com76 / 143
- 2cars.com72 / 143
- 3edmunds.com64 / 143
- 4autotrader.com42 / 143
- 5iseecars.com39 / 143
- 6lithiaklamathfalls.com26 / 143
- 7kbb.com22 / 143
- 8truecar.com20 / 143
- 9klamathfallstoyota.com19 / 143
- 10lithiafordklamathfalls.com19 / 143
The questions no Medford–Klamath Falls dealer is winning yet
How often each question’s answers named a local dealership, across every area and every assistant. “Where should I buy a used car in Medford–Klamath Falls?” gets a dealer named 50% of the time; the budget questions are where the answers go elsewhere.
- What's the best used 7-seat SUV I can get for $800 a month in Medford–Klamath Falls?0%
- What's the best used 7-seat SUV under $30,000 in Medford–Klamath Falls?0%
- I have $20,000 cash for a used car in Medford–Klamath Falls. What should I buy?8%
- What's a good used pickup truck under $30,000 in Medford–Klamath Falls?17%
- Which used SUV should I buy for under $25,000 in Medford–Klamath Falls?17%
- What used SUV can I get for about $500 a month in Medford–Klamath Falls?25%
- I'm paying cash for a used commuter car in Medford–Klamath Falls. What can I get for $15,000?27%
- What kind of used car can I get for $400 a month in Medford–Klamath Falls?33%
- What used pickup truck can I get for $600 a month in Medford–Klamath Falls?33%
- What's a good used commuter car in Medford–Klamath Falls for under $400 a month?50%
- Which independent used car dealers should I consider in Medford–Klamath Falls?8%
- Where should I buy a used car in Medford–Klamath Falls?50%
Share of that question’s answers (12 each) naming at least one tracked local dealership.
The assistants don’t answer alike
Same questions, same areas, same day. How often each one named a local dealership, and how often it pointed to a marketplace.
ChatGPT47 answers
Gemini48 answers
Perplexity48 answers
Get ahead before the rest of Medford–Klamath Falls does.
Most of these answers don’t name a Medford–Klamath Falls dealer yet. VIN Index turns your inventory into pages AI can read, quote and cite — prices, payments and the facts buyers ask about — and sends every enquiry straight to you.
How we measured this
One saved sample: 12 questions asked in each of Medford, Grants Pass, Klamath Falls, Lakeview, answered by ChatGPT, Gemini and Perplexity with web search on October 19, 2026. Five monthly-payment, five cash-budget and two dealer-discovery questions per location. No question names a dealership. Answers in the consumer apps can differ, and a new sample can differ from this one.
Every answer figure uses the same 143 successful answers. “Name a local dealership” means the answer text names one of the 7 dealerships we track in this area, identified from their own websites; that list is not every dealer in the area. “Cite a marketplace” means the answer’s sources include a listing marketplace or national online retailer.
These counts describe what the answers said. They are not shopper traffic, sales, or a dealership’s position within an answer, and they do not show why any dealership was or wasn’t named. Differences between individual areas rest on 36 answers each and are not reported.