SCANNED AUGUST 8, 2026 · ALL REPORTS

VIN Index · Research discovery report

bkd.ai · Aug 8, 2026

AI car research · BKD.ai

Help car buyers discover BKD.ai in AI answers.

VIN Index helps your dealership get named when people research cars with ChatGPT, Gemini and other AI assistants—before they know which dealer to contact.

We turn your current inventory and dealership expertise into pages AI can find and cite, then track whether your dealership appears in buyer answers.

Your next step ↗

Where you stand in our saved tests

Not named in these sampled answers.

These results show whether your dealership appeared when we asked buyer questions. Each is a saved test, not a measure of all AI searches.

what car can I get for under $600/month in New Brunswick?

Saved research answers

This question

0

of 4 answers
named your dealership

ChatGPT · Saved answerAug 8, 2026
Here are some recent and active vehicle lease options available in New Brunswick for under CAD 600 per month (based on information current as of August 8 2026): 1. 2026 Subaru Impreza (New, Lease Estimate) - On Subaru Canada’s official leasing ca
Full answer & sources

Here are some recent and active vehicle lease options available in New Brunswick for under CAD 600 per month (based on information current as of August 8 2026): 1. 2026 Subaru Impreza (New, Lease Estimate) - On Subaru Canada’s official leasing calculator for New Brunswick, the estimated monthly lease payments for a 2026 Subaru Impreza are: - approximately CAD 472.63/month on a 36‑month lease (1.99% APR), or - CAD 481.27/month on a 48‑month lease (2.99% APR) — well below your CAD 600/month target. These figures are inclusive of freight, dealer administration fees, HST, and other mandatory charges, though they exclude licensing, insurance, and registration. ([subaru.ca](https://www.subaru.ca/WebPage.aspx?CarID=1579&ColourID=7003&Frequency=M&ModelYear=2026&ProvinceCode=NB&Range=Impreza&Term=24&WebPageID=26284&WebSiteID=282&financeCategory=UL&utm_source=openai)) 2. 2026 Honda Civic LX CVT (Edmundston Honda) - Edmundston Honda is currently offering a lease for the 2026 Civic LX CVT starting at CAD 89 per week with **0 CAD down payment** for a term of 60 weeks—this equates to approximately **CAD 356 per month**, including a CAD 500 lease bonus. ([edmundstonhonda.com](https://www.edmundstonhonda.com/en/special-offers/get-the-2026-honda-civic/?utm_source=openai)) - Based on the detailed offer: - Weekly payments are CAD 87.85 - Including HST brings it to CAD 101.03 per week - There are 260 weekly payments over 60 months - All upfront costs (down payment, first payment, etc.) total CAD 176.03 This results in consistent weekly payments equating to under CAD 400/month. ([edmundstonhonda.com](https://www.edmundstonhonda.com/en/new-catalog/honda/2026-honda-civic-sedan-lx-id31535?utm_source=openai)) 3. Summary Comparison: - **Subaru Impreza (New Lease)**: ~CAD 473–481/month on a typical new-vehicle lease via local Subaru dealers. - **Honda Civic LX (Edmundston Honda)**: ~CAD 356/month (CAD 89/week) on a long-term lease with zero down. Recommendations: - If you prefer a compact sedan with strong value and low payments, the **Honda Civic LX** offer from **Edmundston Honda** is excellent. - If you are interested in an all‑wheel‑drive compact with Subaru’s capability and reliability, contact your nearest **Subaru dealer in New Brunswick** to confirm availability and exact pricing for the **2026 Impreza** lease. Next Steps: - Reach out to **Edmundston Honda** for the Civic (online inquiry or call 1‑506‑739‑7716) to confirm exact monthly cost, eligibility, availability, and any required documents. - Visit your local **Subaru dealership** or request a quote using the lease estimates as a reference (about CAD 472–481/month) to explore Impreza lease options. - When negotiating, review the total lease obligation, included kilometres per year, excess kilometer charges, and any required security deposits or down payments. Let me know if you'd like help narrowing to a crossover option, comparing features, or exploring similar deals with EVs or other brands!

Dealer site not cited. A name or citation alone is not a recommendation.

Exact question

what car can I get for under $600/month in New Brunswick?

✓ Named− Not named! Check failed · excluded

What VIN Index builds for you

Give AI a reason to name your dealership.

VIN Index creates content around the questions buyers ask AI while comparing cars, budgets and dealerships. Your stock and verified expertise give those answers a reason to include you.

Personalized from your dealership’s facts

BKD.aiProposed page · not published

Buying with us

Buying a used car at BKD.ai

Know what to expect: vehicle information, documented inspection details and the steps from enquiry to a visit.

Your documented buying process

Your actual inspection and warranty terms

A direct way to contact your team

The final page uses confirmed dealership facts. Missing policies or services will not be invented.

From a buyer’s question to your dealership.

  1. 01

    Start with what buyers ask AI

    Identify research questions your inventory and dealership expertise can help answer.

  2. 02

    Give AI a source it can cite

    Create useful pages grounded in your vehicles and verified facts, with links back to your dealership.

  3. 03

    Track whether you get named

    Check buyer answers for your dealership’s name and links. Keep eligible pages current as your stock changes.

Pro automates eligible opportunities. VIN Index handles the content work so your team doesn’t have to write every page. Core lets you start generation, review and publish manually.

See the plan

what car can I get for under $600/month in New Brunswick?

Check relevant stock, dealer-specific evidence and existing content before choosing a page to improve. Absence from an answer alone is not enough.

Exact question observed in the saved answers above.

No matching candidate URL is recorded. This does not prove that no relevant page exists.

Facts needed before writing

  • An authorized feed to confirm current stock, prices and specifications.
  • Sources for ownership or comparison claims; do not infer these from a listing.

What the page should answer

  1. Answer the shopper’s question directly, with the scope and assumptions stated.
  2. Explain the dealer’s relevant choices using verified specifications and sourced evidence.
  3. Connect the advice to the dealership’s relevant vehicles or services, where facts support it.
  4. Answer only for this dealership, with a clear next step; do not publish a competing-dealer list.

No page has been published from this report. Publication does not guarantee citations.

Connect my inventory

Connect an authorized feed, confirm your dealership facts, and let VIN Index identify supported opportunities. Citations and recommendations are earned, never guaranteed.

All saved evidence 4 successful answers

Your presence in the saved answers

Measured answers
4
Answers naming your dealership
0
Answers citing your site
0

These counts describe 1 exact question across ChatGPT, Perplexity, Gemini, Claude. A name or citation does not establish a recommendation. Failed attempts are excluded. This is a dated sample, not a measure of all AI traffic.

The questions we tested. What AI said.

The exact question matters. An answer to one question cannot establish your visibility for another.

Saved research question

what car can I get for under $600/month in New Brunswick?

0 of 4 measured answers named you; 0 cited your site.

0 of 4 measured answers recommended you.

ChatGPT · Saved observation

Aug 8, 2026 (UTC)

Dealer not named · Dealer site not cited

Here are some recent and active vehicle lease options available in New Brunswick for under CAD 600 per month (based on information current as of August 8 2026): 1. 2026 Subaru Impreza (New, Lease Estimate) - On Subaru Canada’s official leasing calculator for New Brunswick, the estimated monthly lease payments for a 2026 Subaru Impreza are: - approxi
Read full saved answer
Here are some recent and active vehicle lease options available in New Brunswick for under CAD 600 per month (based on information current as of August 8 2026): 1. 2026 Subaru Impreza (New, Lease Estimate) - On Subaru Canada’s official leasing calculator for New Brunswick, the estimated monthly lease payments for a 2026 Subaru Impreza are: - approximately CAD 472.63/month on a 36‑month lease (1.99% APR), or - CAD 481.27/month on a 48‑month lease (2.99% APR) — well below your CAD 600/month target. These figures are inclusive of freight, dealer administration fees, HST, and other mandatory charges, though they exclude licensing, insurance, and registration. ([subaru.ca](https://www.subaru.ca/WebPage.aspx?CarID=1579&ColourID=7003&Frequency=M&ModelYear=2026&ProvinceCode=NB&Range=Impreza&Term=24&WebPageID=26284&WebSiteID=282&financeCategory=UL&utm_source=openai)) 2. 2026 Honda Civic LX CVT (Edmundston Honda) - Edmundston Honda is currently offering a lease for the 2026 Civic LX CVT starting at CAD 89 per week with **0 CAD down payment** for a term of 60 weeks—this equates to approximately **CAD 356 per month**, including a CAD 500 lease bonus. ([edmundstonhonda.com](https://www.edmundstonhonda.com/en/special-offers/get-the-2026-honda-civic/?utm_source=openai)) - Based on the detailed offer: - Weekly payments are CAD 87.85 - Including HST brings it to CAD 101.03 per week - There are 260 weekly payments over 60 months - All upfront costs (down payment, first payment, etc.) total CAD 176.03 This results in consistent weekly payments equating to under CAD 400/month. ([edmundstonhonda.com](https://www.edmundstonhonda.com/en/new-catalog/honda/2026-honda-civic-sedan-lx-id31535?utm_source=openai)) 3. Summary Comparison: - **Subaru Impreza (New Lease)**: ~CAD 473–481/month on a typical new-vehicle lease via local Subaru dealers. - **Honda Civic LX (Edmundston Honda)**: ~CAD 356/month (CAD 89/week) on a long-term lease with zero down. Recommendations: - If you prefer a compact sedan with strong value and low payments, the **Honda Civic LX** offer from **Edmundston Honda** is excellent. - If you are interested in an all‑wheel‑drive compact with Subaru’s capability and reliability, contact your nearest **Subaru dealer in New Brunswick** to confirm availability and exact pricing for the **2026 Impreza** lease. Next Steps: - Reach out to **Edmundston Honda** for the Civic (online inquiry or call 1‑506‑739‑7716) to confirm exact monthly cost, eligibility, availability, and any required documents. - Visit your local **Subaru dealership** or request a quote using the lease estimates as a reference (about CAD 472–481/month) to explore Impreza lease options. - When negotiating, review the total lease obligation, included kilometres per year, excess kilometer charges, and any required security deposits or down payments. Let me know if you'd like help narrowing to a crossover option, comparing features, or exploring similar deals with EVs or other brands!

Perplexity · Saved observation

Aug 8, 2026 (UTC)

Dealer not named · Dealer site not cited

For **under $600/month in New Brunswick**, you should be able to get a **new compact car or compact SUV on finance/lease**, and quite possibly a **nice used vehicle** with lower payments depending on down payment and term length.[3][4][9] A few concrete benchmarks from current Canadian deal data: - A **2026 Cadillac CT4** is listed at about **$631/month**
Read full saved answer
For **under $600/month in New Brunswick**, you should be able to get a **new compact car or compact SUV on finance/lease**, and quite possibly a **nice used vehicle** with lower payments depending on down payment and term length.[3][4][9] A few concrete benchmarks from current Canadian deal data: - A **2026 Cadillac CT4** is listed at about **$631/month** in NB on a 84-month finance term, which is *just above* your target.[3] - The **2025 Volkswagen ID.4** shows about **$778/month**, so it is *over* budget.[3] - A **2020 Kia Sportage LX AWD** was estimated at **$569/month including tax** on a 60-month finance term with zero down in a national deal example, which fits your budget.[4][5] - A **2020 Subaru Crosstrek Convenience** was estimated at **$551/month including tax**, also within budget.[4] - A **2020 Mitsubishi RVR SE AWC** was estimated at **$556/month including tax**, also within budget.[4] If you want the **most realistic “what can I get” answer for New Brunswick**, the safest targets are: - **Used compact SUV:** Kia Sportage, Subaru Crosstrek, Mitsubishi RVR[4][5] - **New compact sedan:** Nissan offers current finance/lease deals in Canada, and compact sedans are commonly the lowest-payment option among new vehicles.[9] - **Used small sedan/hatchback:** Toyota Corolla, Honda Civic, Nissan Sentra, Mazda3, Hyundai Elantra, especially if you’re okay with a used model and longer term.[2] If you want, I can narrow this down to **specific live listings in New Brunswick** and give you the **best dealership links** for: - **Moncton** - **Fredericton** - **Saint John** - **Dieppe** - **Riverview**

Gemini · Saved observation

Aug 8, 2026 (UTC)

Dealer not named · Dealer site not cited

Finding a car for under $600 per month in New Brunswick, Canada, is definitely achievable, especially if you consider both new and used vehicles. The actual monthly payment will depend on factors like the down payment, interest rate, and loan term, but targeting vehicles with a sale price generally under $32,000 CAD can put you in a good position. Here are
Read full saved answer
Finding a car for under $600 per month in New Brunswick, Canada, is definitely achievable, especially if you consider both new and used vehicles. The actual monthly payment will depend on factors like the down payment, interest rate, and loan term, but targeting vehicles with a sale price generally under $32,000 CAD can put you in a good position. Here are some popular and reliable car models that often fall within this price range, along with examples of dealerships in New Brunswick, Canada where you might find them. ### New Car Options (Entry-Level Models) Several new car models have starting MSRPs under $30,000 (USD, but this provides a good indication of affordability and Canadian pricing would be similar, though potentially slightly higher), which could translate to monthly payments under $600 with typical financing. These often come with manufacturer financing incentives that can help keep payments low. * **Chevrolet Trax:** This subcompact crossover has a starting base price around $23,495 (USD) and offers standard features like wireless Apple CarPlay and Android Auto. * **Kia K4 (replacing Forte):** Positioned as an affordable compact sedan, the Kia K4 starts around $23,535 (USD). * **Hyundai Elantra:** Known for its value, the Elantra's base gasoline configuration starts around $23,870 (USD). * **Nissan Kicks:** Another subcompact SUV option, the Kicks typically offers good fuel economy and a competitive price. * **Toyota Corolla:** A consistently popular choice for its reliability and fuel efficiency, the Corolla starts around $24,320 (USD) for the sedan, with a hybrid version available from about $26,170 (USD). * **Kia Seltos:** This subcompact crossover starts from around $25,285 (USD) and offers a spacious cabin. You can find new Toyota vehicles at dealerships such as Saint John Toyota in Saint John and Edmundston Toyota in Edmundston. They offer popular models like the Corolla and RAV4. ### Used Car Options For used cars, you'll have a wider variety of models and trims that can fit within a $32,000 budget, leading to payments under $600/month. Focus on models known for their reliability and good resale value. **Popular Used Models to Consider:** * **Honda Civic/CR-V:** Consistently ranked for reliability and efficiency. * **Toyota Corolla/RAV4:** Excellent choices for longevity and low maintenance costs. * **Hyundai Elantra/Kona/Tucson:** Offer good features for the price. * **Mazda3/CX-3/CX-5:** Known for enjoyable driving dynamics and stylish interiors. * **Chevrolet Trax/Trailblazer:** More recent models can be found as used options. **Example Used Car Listings (Based on previous search for "New Brunswick, NJ" - *always confirm the location is New Brunswick, Canada when searching*):** While specific listings change rapidly, here are examples of what might be available in a similar price range, assuming you'd find comparable deals in New Brunswick, Canada, once you filter by location: * **2023 Hyundai Tucson SEL AWD:** Priced around $18,290 (USD) with 96,869 miles, this SUV would likely result in a much lower monthly payment. * **2024 Jeep Grand Cherokee Overland 4xe 4WD:** Listed at approximately $31,578 (USD) with 31,299 miles. While this pushes the upper limit, it shows that even relatively new, well-equipped SUVs can be found. * **2023 Lincoln Nautilus Reserve (Certified Used):** One listing showed a 2023 Lincoln Nautilus Reserve with 49,923 miles for $32,790 (USD), with an *estimated* payment of $561/month. This demonstrates that even higher-end models can fall within your budget if they are used and well-priced. * **2019 Jeep Wrangler Sport:** A 2019 model with 58,839 miles was listed for $21,587 (USD), with an estimated payment of $369/month. **Where to Search for Cars in New Brunswick, Canada:** To find current listings and dealerships specific to New Brunswick, Canada, I recommend checking: * **Dealership Websites:** Search for "car dealerships New Brunswick Canada" and browse their used and new inventory pages. * **Online Marketplaces:** * **AutoTrader.ca:** Filter by New Brunswick for a wide selection of both new and used vehicles. * **Kijiji Autos:** A popular platform in Canada for local used car sales. Remember to factor in additional costs such as taxes, registration, and insurance when calculating your total monthly vehicle expenses. Always verify the vehicle's history (e.g., with a CARFAX report), and consider a pre-purchase inspection by a trusted mechanic.

Claude · Saved observation

Aug 8, 2026 (UTC)

Dealer not named · Dealer site not cited

Great — I now have enough data to give you a well-informed, practical answer. Here's what I found: --- ## 🚗 Cars You Can Get for Under $600/Month Near New Brunswick, NJ Here's a breakdown of **real dealerships and listings** near New Brunswick, NJ with estimated monthly payments well under your $600 budget. I'm using Cars.com, Carvana, CARFAX, and local
Read full saved answer
Great — I now have enough data to give you a well-informed, practical answer. Here's what I found: --- ## 🚗 Cars You Can Get for Under $600/Month Near New Brunswick, NJ Here's a breakdown of **real dealerships and listings** near New Brunswick, NJ with estimated monthly payments well under your $600 budget. I'm using Cars.com, Carvana, CARFAX, and local dealers — all with live links. --- ### 💡 First: What Does $600/Month Get You? At ~$600/month over 60 months at ~7% interest (typical used car rate in 2025), you can afford a vehicle priced roughly **$28,000–$32,000**. If you put a down payment down, you can stretch further. --- ### ✅ Recommended Listings --- #### 1. 🔵 2025 Kia K4 LXS — ~$20,990 **Dealer: Carvana (delivers to New Brunswick)** A 2025 Kia K4 LXS with 23k miles is listed at $20,990, with free shipping to your area. At this price, you're looking at well under $400/month — well under your budget with room to spare. 🔗 [Browse Carvana listings delivered to New Brunswick, NJ](https://www.carvana.com/cars/in-new-brunswick-nj) --- #### 2. 🟢 2025 Toyota Corolla LE — ~$21,990 **Dealer: Carvana (delivers to New Brunswick)** A 2025 Toyota Corolla LE with 27k miles is listed at $21,990 with free shipping. Toyota Corollas are among the most reliable vehicles on the road, and this is a near-new example. 🔗 [Browse Carvana listings delivered to New Brunswick, NJ](https://www.carvana.com/cars/in-new-brunswick-nj) --- #### 3. 🟠 2024 Jeep Compass Limited Elite — Est. ~$509/Month **Dealer: Local NJ area dealership (listed on Cars.com)** A 2024 Jeep Compass Limited Elite listed on Cars.com has an estimated payment of just $509/month, and buyers say it "far surpassed expectations for comfort, handling, road noise and quality." 🔗 [Search Jeep Compass listings near New Brunswick on Cars.com](https://www.cars.com/shopping/new_brunswick-nj/) --- #### 4. 🔴 2019 Ford Edge SE — ~$18,990 **Dealer: Carvana (delivers to New Brunswick)** A 2019 Ford Edge SE with only 44k miles is listed at $18,990 with free shipping. The Edge is a spacious, comfortable SUV — great value at this price. 🔗 [Browse Carvana listings delivered to New Brunswick, NJ](https://www.carvana.com/cars/in-new-brunswick-nj) --- #### 5. 🟡 2022 Subaru Crosstrek Sport AWD — Near New Brunswick **Dealer: CARFAX-verified dealer near New Brunswick, NJ** A used 2022 Subaru Crosstrek Sport with AWD, heated seats, blind spot monitor, and alloy wheels is listed near New Brunswick on CARFAX. Crosstrek Sports in this model year typically run $22,000–$25,000 — comfortably under $600/month. 🔗 [Search CARFAX listings in New Brunswick, NJ](https://www.carfax.com/Used-Cars-in-New-Brunswick-NJ_c18581) --- #### 6. 🟣 DCH Brunswick Toyota — North Brunswick (Local Dealership) **Dealer: DCH Brunswick Toyota, North Brunswick, NJ** DCH Brunswick Toyota's inventory includes used electrified vehicles from Toyota and many other brands, and they offer great prices, incentives, and deals to save you money. Used Camrys, RAV4s, and Corollas on their lot typically fall well under the $600/month threshold. 🔗 [Browse DCH Brunswick Toyota Used Inventory](https://www.dchbrunswicktoyota.com/used-inventory/index.htm) --- #### 7. ⚫ Malouf Ford — North Brunswick (Local Dealership) **Dealer: Malouf Ford, 1975 US Highway 1, North Brunswick, NJ** Malouf Ford has a full used car inventory and proudly serves North Brunswick, East Brunswick, Edison, and New Brunswick. Used Ford Escapes, Fusions, and Bronco Sports in their lot are typically priced in the $22,000–$28,000 range. 🔗 [Browse Malouf Ford Used Inventory](https://www.malouffordinc.com/used-inventory/index.htm) --- ### 🏆 My Top Pick for You: If you want reliability + value, the **2025 Toyota Corolla LE at $21,990 via Carvana** is hard to beat — near new, great warranty coverage, and leaves plenty of budget headroom below your $600/month cap. --- > ⚠️ **Disclaimer:** Monthly payment estimates depend on your credit score, down payment, loan term, and interest rate. Always verify current pricing and availability directly with the dealer or listing site, as inventory changes daily.
Other content opportunities
  • can I get a car loan with bad credit?

    Supporting research — not an automatic page recommendation. Useful background, but a generic article is not a demonstrated local acquisition opportunity. Original expertise or data is needed.

    Untested proposal; no successful exact-question observation.

Evidence and scope

One latest saved observation per engine and exact question is counted. The full saved answer is shown as text; source links are the engine’s citations, not an endorsement by VIN Index.

The buyer pack tests dealership choice and used SUVs under $25,000. These are candidate buyer questions, not measured search-volume leaders. The fixed budget is a test scenario, not a claim about your stock. Inspection, warranty and pricing questions are supporting diagnostics, not substitutes for buyer consideration. Older saved discovery questions retain their original wording and dates. Proposed work must add verified dealer facts; several questions may belong on one existing page. Navigation matches do not verify page content, and technical site checks do not establish the cause of an engine’s answer.

Website content was read in the saved site scan. No primary market was established in this scan.

View the inventory readiness report

Inventory readiness — technical checks and other saved queries

BKD.ai was never the answer to a single question we asked.

We ran 2 real shopper queries across 4 AI engines: ChatGPT, Perplexity, Gemini, Claude. Every question was built from cars on your lot, in the market you serve — you were a correct answer to all of them. You were recommended in 0 of 8 answers.

Free to get published. No card, no call.

RECOMMENDED IN 0 OF 8 ANSWERS
F16/100AI visibility

Your score weighs two things — one is fine, one is not.

53
Site readiness 53/100
AI can mostly read your lot.
0
Presence in AI answers 0/100
It never names you.
0 / 8
AI answers that recommend BKD.ai
0
Vehicle pages found by the scan

WHAT WE COULD NOT READ

We could not read your vehicles.

Your inventory pages did not return vehicle detail we could parse.

Questions a shopper asks about specific cars are the ones we could not put to the engines.

The evidence

What the engines actually answered

WHAT WE ASKED

These are the 2 questions we put to all 4 engines.

Word for word, exactly as a shopper would type them. Every finding below comes from the answers to these, nothing else.

We built them from your own inventory — a car on your lot, your biggest categories, your payments — and anchored them to the market you serve. These are questions you should be showing up for.

The questions
  • Where can I buy a used 2023 Mazda CX in New Brunswick?
    A CAR ON YOUR LOTthis exact vehicle is in your inventory
  • what car can I get for under $600/month in New Brunswick?
    BUYER RESEARCH1 of your vehicles match this question
WHO THE ENGINES RECOMMENDED INSTEAD

Seven marketplaces and rival dealerships beat you on your own inventory.

All 2 of these questions were about cars sitting on your lot, in the market you serve. You were a correct answer every time, and 8 of 8 went to someone else.

Being linked at the bottom of an answer is not the same as being the answer. BKD.ai was the recommendation in none of the 8 answers we tested.

Who the engines pickedAnswers
AT
AutoTrader.caMarketplace
e.g. “what car can I get for under $600/month in New Brunswick?
1
BM
Bayside MazdaRival dealer
e.g. “Where can I buy a used 2023 Mazda CX in New Brunswick?
1
CG
CarGurusMarketplace
e.g. “Where can I buy a used 2023 Mazda CX in New Brunswick?
1
CA
CarvanaMarketplace
e.g. “what car can I get for under $600/month in New Brunswick?
1
CL
ClutchMarketplace
e.g. “Where can I buy a used 2023 Mazda CX in New Brunswick?
1
EH
Edmundston HondaRival dealer
e.g. “what car can I get for under $600/month in New Brunswick?
1
OR
Open Road Mazda of East BrunswickRival dealer
e.g. “Where can I buy a used 2023 Mazda CX in New Brunswick?
1
Everyone except you8
BKD.ai (you)0

1 further answer went to no single source we could name, so it is not in the bars above.

WHERE THE CITATIONS SEND SHOPPERS

66 citations across those 8 answers. None send the shopper to you.

Every source an AI answer cites is a door the shopper can walk through. Here's where each of those 66 doors actually leads:

21
45
0land on your site21land on aggregators (AutoTrader, CarGurus…)45land somewhere else (competitors, media)
FOLLOW ONE: A REAL CITATION FROM YOUR ANSWERS
cargurus.ca/Cars/spt-mazda-suvs-crossovers-New-Brunswick_L310101?utm_so
cargurus.ca/Cars/spt-mazda-suvs-crossovers-New-Brunswick_L310101?utm_so
bkd.ai's car
RIVAL
RIVAL
YOUR CAR
RIVAL
RIVAL
RIVAL
RIVAL
RIVAL
Your one car, ringed by competitors on cargurus.ca

Mazda SUVs for Sale in New Brunswick - CarGurus.ca”: the shopper who clicks this citation lands on cargurus.ca's results page: every dealer's vehicles in the region, ranked and monetized by cargurus.ca, not BKD.ai's. The engine did its job; the aggregator took the shopper. (Page above is an illustration; click it to see the real thing.)

THE PART THAT COSTS YOU
Your car is the bait. Their competitors are the catch.

A shopper searched for a vehicle BKD.ai has. cargurus.ca earned the citation with your car, then wrapped it in a page of every rival dealer's inventory, ranked and monetized by cargurus.ca. The buyer you attracted is now one scroll from a dozen competitors, on a page that works for cargurus.ca and against you.

THE TEST EVERY SHOPPER RUNS NOW

We asked ChatGPT what buyers ask every day

Where can I buy a used 2023 Mazda CX in New Brunswick?
CHATGPT · REAL ANSWER
Here are your most promising options for purchasing a used 2023 Mazda CX‑30 or CX‑5 (both part of Mazda’s “CX” crossover lineup) in New Brunswick, Canada, as of August 8, 2026:
---
1. CarGurus – 2023 Mazda CX‑30 in Fredericton
Listing: 2023 Mazda CX‑30 2.5 S Preferred AWD
Mileage: 105,000 km
Price: CA$22,995 (Great Deal)
Location: Fredericton, NB (approx. 139 km from your area)
Contact: (506) 308‑2985 via CarGurus partner
([cargurus.ca](
cargurus.ca · listing pageatlanticmazda.ca ← a competitorbaysidemazda.com
ENGINE BY ENGINE
ChatGPT
Never picked you · 0 of 2
Gemini
Never picked you · 0 of 2
Perplexity
Never picked you · 0 of 2
Claude
Never picked you · 0 of 2
THE FULL TEST: EVERY QUERY, EVERY ENGINE
A CAR ON YOUR LOT · this exact vehicle is in your inventory
Where can I buy a used 2023 Mazda CX in New Brunswick?
ChatGPTAbsentGeminiAbsentPerplexityAbsentClaudeAbsent
BUYER RESEARCH · 1 of your vehicles match this question
what car can I get for under $600/month in New Brunswick?
ChatGPTAbsentGeminiAbsentPerplexityAbsentClaudeAbsent
Not one of the 8 answers cited BKD.ai. We ran 2 shopper queries across 4 AI engines to get them.
THE QUESTIONS YOU’RE NOT ANSWERING

Your stock earns 1 research question. Your site answers none of them.

Shoppers put these questions to AI assistants before they know a year, make or model to search for. Engines retrieve pages; a site with no page shaped like the question has nothing to be retrieved for. Every question below is earned by cars we read on your own site, and every “answered” links the page of yours that proves it.

  • can I get a car loan with bad credit?no page — needs a credit/financing answer page
The fix

What we would do about it

THE FIX: HOW VIN INDEX WORKS

We make BKD.ai the answer, and the click lands on you.

Aggregators win those queries because they publish thousands of structured, machine-readable pages. So do we, for your inventory. Here's the same question the aggregator just took from you, answered by a page you own:

bkd.vinindex.ai/answers
bkd.vinindex.ai/answers
VIN INDEX ANSWER · bkd.vinindex.ai
Where can I buy a used 2023 Mazda CX in New Brunswick?

BKD.ai has matching vehicles in your market, including a 2023 Mazda CX, each on its own page built for AI to read, quote, and route the shopper to you.

2023 Mazda CX
On your VIN Index page
YOUR LOT
The rest of your matching inventory
Every unit its own citable page
YOUR LOT
Every row is yours

PREVIEW: BUILT FROM YOUR REAL INVENTORY ONCE YOUR FEED IS CONNECTED

THE SYSTEM BEHIND IT

Not a one-time cleanup, but a system that keeps BKD.ai in the answers as your inventory, and the questions shoppers ask, keep changing.

TRACKwhat shoppers ask
OPTIMIZEevery VIN
BUILDthe answer pages
DISTRIBUTEfeeds + agent tools
MEASUREwho got cited
…and repeat.
1We track the real questions, and who gets named

You just saw the first turn: we ran 2 live queries on BKD.ai across the AI engines and watched whether you were named. Every gap becomes the next page we build: track, build, measure, build more, a loop that compounds your coverage.

CHATGPT · AI MODE · PERPLEXITY · GEMINI
2A page for every question they ask

For every question shoppers actually ask (“best used truck under $40k ”, “AWD SUV for winter”, “SUV that seats seven”, “financing with bad credit”), we build the page that answers it, stocked with your matching vehicles, real payment math, and eligibility rules. The generic searches no single listing can answer, answered by a page you own.

A PAGE PER SHOPPER QUESTION
3Every VIN published, not a sample

Your whole feed is rebuilt for AI: a fast page per vehicle that a crawler reads without running a line of JavaScript, carrying the full specs, market position, financing scenarios and an answer-first summary an engine can quote, refreshed within an hour of every inventory change.

EVERY VIN · ~1H FRESH
4We hand AI assistants a direct line to your inventory

Beyond pages, your live inventory is something AI assistants and shopping agents can query directly. When one goes looking for matching cars it checks your stock in real time and routes the shopper straight back to you, current and attributed to you.

A LIVE LINE TO YOUR STOCK
5We publish where shoppers already are

Syndication feeds push your vehicles into the ChatGPT, Microsoft Copilot and Google shopping tools on a rolling refresh, so you show up inside the assistants shoppers already use, not only when they happen to land on your site.

SYNDICATED · CHATGPT · COPILOT · GOOGLE
6Your lead, and the proof it's working

The shopper routes to your page and the lead lands in your inbox or CRM, never brokered, never shared with another dealer. And you get first-party proof: which engines named you, which agents pulled your inventory, which pages earned the visit.

FIRST-PARTY ATTRIBUTION
Fix this →Free to start, no card. You pick your plan at the last step.
Under the hood

Why it happens, and how to check us

WHY THIS HAPPENS

What shoppers see vs. what AI can read

Vehicle page as shoppers see it
SHOPPERS SEE THIS
<!DOCTYPE html><html lang="en" style="--nav-progress: 0;"><head>
    <meta charset="UTF-8">
    <meta name="viewport" content="width=device-width, initial-scale=1.0">

    <!-- Google Search Console Verification -->
    <meta name="google-site-verification" content="LBW724EeCMbmsqFB-ZTDLdN2WHlNdZ8Fjqjb4TxT-tk">

    <!-- Favicon -->
    <link rel="icon" type="image/png" sizes="32x32" href="/favicon-32.png">
    <link rel="icon" type="image/png" sizes="512x512" href="/favicon.png">
    <link rel="apple-touch-icon" sizes="180x180" href="/apple-touch-icon.png">

    <!-- Primary Meta Tags -->
    <title>BKD.ai: Your reps answer every lead, even when they can't | AI-powered dealership CRM</title
AI READS THIS
STEP BY STEP

4 things standing between your inventory and AI answers

1Structured dataAT RISK

No Vehicle structured data was found in the HTML returned to the crawler. Engines can read prices on screen, but have nothing machine-readable to trust or cite.

2Agentic capabilityAT RISK

An assistant can read some of your data, but most actions a buyer asks for, like financing scenarios or a structured lead, have no machine interface to call.

3Content qualityAT RISK

No actual vehicle inventory or specific vehicle details provided - this is marketing copy for a CRM platform, not dealer vehicle listings

4llms.txt / sitemap / discoveryNEEDS WORK

Discovery files are present, but your sitemap does not list individual vehicle pages, so AI crawlers cannot reliably find your whole lot, they only see the cars linked on a page they happen to land on. A VDP-listing sitemap is the highest-leverage fix here.

WHAT AN ASSISTANT CAN DO TODAY VS ON VIN INDEX
What an assistant can doYour siteVIN Index
Found
Search your inventory by criteria
Get a single vehicle by VIN
Real-time availability
Convert
Financing scenarios
Trade-in appraisal
Structured lead with attribution
Be discovered
Zero-setup discovery files
ChatGPT Shopping feed
Copilot / UCP feed
VIN Index adds every missing capability automatically. A means the capability is not externally detectable, we could not verify it from outside your site.
DON'T TAKE OUR WORD FOR IT
C
AI Readiness: C · 53/100
Your site grades C. AI engines cited you in 0 of 8 answers.

Paste the prompt into ChatGPT, Claude, or Gemini and it will independently check the findings above against your live site.

For your website person

The six checks behind the grade, with the evidence for each. Hand this to whoever manages your website. Every finding is a provable fact about what an AI crawler received.

Structured data

Can AI trust your vehicle facts?

Failing

No Vehicle structured data was found in the HTML returned to the crawler. Engines can read prices on screen, but have nothing machine-readable to trust or cite.

The fixVIN Index does this

VIN Index states your price, mileage and VIN on every listing in the form engines can trust and quote back.

See the detail

What we checked

Whether your pages carry machine-readable structured data (schema.org Vehicle and Offer) an engine can quote with confidence.

How we tested

We parse a real vehicle detail page for JSON-LD Vehicle/Offer markup, including price and currency.

What it means

Without structured data an engine can read your prose but can’t reliably extract price, mileage, or specs, so it hedges or skips you.

Vehicle (schema.org)
Not found
Offer / price
Not found
AutoDealer / Organization
Found
Valid JSON-LD blocks
4

Agentic capability

Can AI do anything with your inventory?

Failing

An assistant can read some of your data, but most actions a buyer asks for, like financing scenarios or a structured lead, have no machine interface to call.

The fixVIN Index does this

VIN Index gives assistants a direct line to your stock, so one can search your inventory, pull a specific car and start a lead, not just read a page.

See the detail

What we checked

Whether an assistant has a machine interface to act, search your stock, pull a VIN, request financing, or submit a lead.

How we tested

We look for an agent endpoint (MCP / WebMCP) or structured action declarations exposed by your site.

What it means

Without one, an assistant can describe your cars but can’t do anything, so every buyer action dead-ends at a human form.

Search your inventory by criteria
Detected
Get a single vehicle by VIN
None detected
Real-time availability
None detected
Financing scenarios
None detected
Trade-in appraisal
None detected
Structured lead with attribution
None detected
Zero-setup discovery files
Detected
ChatGPT Shopping feed
Not externally detectable
Copilot / UCP feed
Not externally detectable

Content quality

Is your vehicle text worth citing?

Failing

No actual vehicle inventory or specific vehicle details provided - this is marketing copy for a CRM platform, not dealer vehicle listings

The fixVIN Index does this

VIN Index gives each listing the condition detail and market context an assistant can lift straight into an answer.

See the detail

What we checked

Whether your visible vehicle descriptions are fact-dense and self-contained enough for an engine to quote.

How we tested

We score the visible inventory text for specific, complete, citable detail, real specs and no mid-sentence truncation.

What it means

Thin or truncated descriptions give an engine nothing quotable, so it summarizes a competitor’s listing instead of yours.

Citation-readiness score
3 / 100
Example improvement
This is software marketing material. To be citation-ready, a dealer would need actual vehicle inventory pages with specific facts: year/make/model/trim, mileage, VIN, asking price, condition details, and feature lists for individual vehicles listed for sale.

llms.txt / sitemap / discovery

Can AI discover you the modern way?

Needs work

Discovery files are present, but your sitemap does not list individual vehicle pages, so AI crawlers cannot reliably find your whole lot, they only see the cars linked on a page they happen to land on. A VDP-listing sitemap is the highest-leverage fix here.

The fixVIN Index does this

VIN Index hands agents a map straight to every vehicle you have, so they find the whole lot rather than whatever they stumble onto.

See the detail

What we checked

Whether you publish the discovery files agents look for, llms.txt, an agent card, and a sitemap that actually lists your vehicle pages.

How we tested

We fetch /llms.txt and agent-discovery files, and walk your sitemap to see whether it enumerates individual VDP URLs.

What it means

These conventions are emerging with no proven citation lift yet, but a sitemap that lists every VDP is how index crawlers find your whole lot.

/llms.txt
Found
/.well-known/mcp.json
Not found
/.well-known/agent-card.json
Not found
/.well-known/ucp
Not found
<link rel="mcp-server">
Not found
<link rel="agent-card">
Not found
Sitemap lists vehicle pages
None found

Page rendering

Can AI read your vehicle pages?

Passing

A no-JavaScript crawler received 210,370 characters of HTML with readable vehicles in it. Your inventory survives the way AI assistants read it.

See the detail

What we checked

Whether your vehicles are present in the raw HTML an AI crawler receives, and whether the named AI crawlers are allowed in.

How we tested

We fetch your page with no JavaScript (the way ChatGPT’s and Claude’s crawlers read), count the readable vehicles, and probe whether each engine’s crawler gets through.

What it means

If your cars only appear after JavaScript runs, most AI crawlers see an empty page and have nothing to cite when a buyer asks.

Bytes returned to a no-JS crawler fetch
210,370 chars of HTML
Vehicles readable in that HTML
Yes

Robots / crawler access

Is AI even allowed in?

Passing

Your robots.txt allows the AI crawlers that matter. Nothing here is turning assistants away.

See the detail

What we checked

Whether your robots.txt permits the crawlers that feed AI search (and doesn’t quietly wall them out).

How we tested

We read your robots.txt and check the rules that apply to AI and search engine user-agents.

What it means

A disallow here removes you from the indexes AI assistants pull from, no matter how good the rest of your site is.

ChatGPT's training crawler (GPTBot)
Allowed
ChatGPT's search crawler (OAI-SearchBot)
Allowed
ChatGPT's live fetcher (ChatGPT-User)
Allowed
Claude's training crawler (ClaudeBot)
Allowed
Claude's search crawler (Claude-SearchBot)
Allowed
Perplexity's search crawler (PerplexityBot)
Allowed
Gemini's training crawler (Google-Extended)
Allowed
Google's search crawler (Googlebot)
Allowed

Per-engine crawler probe (each bot’s real user-agent)

Search index crawlers

Build the indexes ChatGPT, Gemini and Copilot answer from. A block here is the serious one: it keeps you out of AI search.

ChatGPTGoogleBingPerplexity

On-demand fetchers

Fetch your page when a shopper asks an assistant to “check this dealer.” A block breaks that.

ChatGPTClaude

Training crawlers

Crawl to train models. Blocking these only opts you out of free training; you stay citeable in search.

ChatGPTClaude

Get your inventory in the answers. Start free.

The free plan gets every car listed and readable by AI, at no cost. No card, no call, live in about an hour.