SCANNED SEPTEMBER 1, 2026 · ALL REPORTS

VIN Index · Research discovery report

donnellykia.com · Sep 1, 2026

AI car research · Donnelly Kia

Help car buyers discover Donnelly Kia 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

Your dealership appeared in the sample.

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

“used Kia in Ottawa”

Saved research answers

This question

of 4 answers
named your dealership

ChatGPT · Saved answerSep 1, 2026

Here are several solid options for **used Kia vehicles in Ottawa**, with trusted listings and dealerships. All prices exclude HST and licensing, and are current as of **September 1, 2026**: --- **1. 2019 Kia Sorento AWD – $14,389** Dealer: **Car‑…

Full answer & sources

Here are several solid options for **used Kia vehicles in Ottawa**, with trusted listings and dealerships. All prices exclude HST and licensing, and are current as of **September 1, 2026**: --- **1. 2019 Kia Sorento AWD – $14,389** Dealer: **Car‑On Auto Sales**, Ottawa (~8 km) Features: Heated seats/steering wheel, Apple CarPlay/Android Auto, wireless charger, tow package, AWD, leather-wrapped steering wheel, keyless entry and more. Previously a daily rental, freshly arrived and awaiting detail/photos. ([autotrader.ca](https://www.autotrader.ca/cars/kia/sorento/reg_on/cit_ottawa/ot_used?utm_source=openai)) **2. 2019 Kia Sorento LX AWD – $12,998** Dealer: **MTC Auto Sales**, Ottawa (~5 km) Features: AWD, backup camera, Apple CarPlay, Android Auto, heated front seats, Bluetooth, cruise control, push-button start, alloy wheels, and clean interior. ([autotrader.ca](https://www.autotrader.ca/cars/kia/sorento/reg_on/cit_ottawa/ot_used/pr_15000?utm_source=openai)) **3. 2018 Kia Sorento LX AWD – $11,999** Dealer: **Apex Auto Alliance**, Ottawa (~11 km) Features: Turbocharged 2.0L engine, AWD, clean condition, detailed and ready to sell. ([autotrader.ca](https://www.autotrader.ca/cars/kia/sorento/reg_on/cit_ottawa/ot_used/pr_15000?utm_source=openai)) **4. 2017 Kia Sorento LX V6 AWD – $14,888** Dealer: **Canadian Auto Sales**, Ottawa (~5 km) Features: 3.3L V6, AWD 7-passenger seating, heated front seats, Bluetooth, backup sensors, rear climate ventilation, financing available. ([autotrader.ca](https://www.autotrader.ca/cars/kia/sorento/reg_on/cit_ottawa/ot_used/pr_15000?utm_source=openai)) --- **4. 2022 Kia Sorento LX+ AWD – $27,021** Dealer: **Barrhaven Chrysler**, Ottawa (~18 km) Features: AWD, third-row seating, heated front seats, heated steering wheel, Bluetooth, backup camera, parking sensors, lane assist, drive mode selector. ([autotrader.ca](https://www.autotrader.ca/cars/kia/sorento/reg_on/cit_ottawa/ot_used?utm_source=openai)) **5. 2025 Kia Sorento X-Line AWD – $39,998** Dealer: **Surgenor Chevrolet Buick GMC Cadillac**, Ottawa (~6 km) Features: AWD, heated front and rear seats, leather steering wheel, third-row seating, advanced driver aids (adaptive cruise, lane assist, brake assist), smart device integration. ([autotrader.ca](https://www.autotrader.ca/cars/kia/sorento/reg_on/cit_ottawa/ot_used?utm_source=openai)) --- **Alternative Platform Option via CarGurus**: - **2025 Kia Sorento X‑Line AWD**, 35,009 km – **$39,998** Dealer: Ottawa (~4 km) A recent model offering a great balance of features and price. ([cargurus.ca](https://www.cargurus.ca/Cars/l-Used-Kia-Sorento-Ottawa-d162_L412564?utm_source=openai)) --- **Dealership Highlights in Ottawa** - **Kia 417 (1599 Star Top Road)** offers Kia Certified Pre‑Owned vehicles including rigorous inspections, warranty coverage, and exchange privileges. ([kia417.com](https://www.kia417.com/?utm_source=openai)) - **Turpin Kia (Carleton Place)** is a well-rated, customer-focused Kia dealer serving the Ottawa area. ([turpinkia.ca](https://www.turpinkia.ca/?utm_source=openai)) --- **Summary Table** | Model & Year | Price | Dealer / Location | Highlights | |-------------------------|-----------|-----------------------------|---------------------------------------------| | 2019 Sorento AWD | $14,389 | Car‑On Auto Sales (~8 km) | Heated seats, CarPlay/Android Auto, AWD | | 2019 Sorento LX AWD | $12,998 | MTC Auto Sales (~5 km) | Heated seats, good comfort & tech | | 2018 Sorento LX AWD | $11,999 | Apex Auto Alliance (~11 km) | Turbocharged, detailed, affordable | | 2017 Sorento LX V6 AWD | $14,888 | Canadian Auto Sales (~5 km) | V6 engine, 7‑passenger, family-ready | | 2022 Sorento LX+ AWD | $27,021 | Barrhaven Chrysler (~18 km) | Third‑row, modern features, AWD | | 2025 Sorento X‑Line | $39,998 | Surgenor Chevrolet (~6 km) | Up‑to‑date, tech-rich, AWD | | 2025 Sorento X‑Line | $39,998 | CarGurus listing (~4 km) | Same model as above, convenient choice | --- **Next Steps & Recommendations** - Visit **Kia 417** or **Turpin Kia** to explore Certified Pre‑Owned options, offering added warranty and inspection benefits. - For quick availability and competitive pricing, consider the **Car‑On Auto Sales** or **Apex Auto Alliance** listings. - If you want more space and newer features, the **2022 or 2025 Sorento X‑Line AWD** models are worth checking out. Let me know if you'd like me to send direct links to any listing or help you set up test drives!

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

Exact question

used Kia in Ottawa

✓ 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

Donnelly KiaProposed page · not published

Buying with us

Buying a used car at Donnelly Kia

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.

01
Start with what buyers ask AI
Identify research questions your inventory and dealership expertise can help answer.
02
Give AI a source it can cite
Create useful pages grounded in your vehicles and verified facts, with links back to your dealership.
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

used Kia in Ottawa

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

Answer the shopper’s question directly, with the scope and assumptions stated.
Explain the dealer’s relevant choices using verified specifications and sourced evidence.
Connect the advice to the dealership’s relevant vehicles or services, where facts support it.
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: 3
Answers citing your site: 3

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

“used Kia in Ottawa”

3 of 4 measured answers named you; 3 cited your site.

1 of 4 measured answers recommended you.

ChatGPT · Saved observation

Sep 1, 2026 (UTC)

Dealer not named · Dealer site not cited

Here are several solid options for **used Kia vehicles in Ottawa**, with trusted listings and dealerships. All prices exclude HST and licensing, and are current as of **September 1, 2026**: --- **1. 2019 Kia Sorento AWD – $14,389** Dealer: **Car‑On Auto Sales**, Ottawa (~8 km) Features: Heated seats/steering wheel, Apple CarPlay/Android Auto, wireless …

Read full saved answer

Sources returned by the engine

Perplexity · Saved observation

Sep 1, 2026 (UTC)

Dealer named · Dealer site cited

If you’re shopping for a **used Kia in Ottawa**, the strongest local dealer options are **Kia 417**, **Donnelly Kia**, **Orléans Kia**, and **Kia On Hunt Club**.[9][15][6][3] - **Kia 417** — 1599 Star Top Road, Ottawa; it says it carries *used cars, SUVs, and trucks* plus Kia Certified Pre-Owned vehicles, and it explicitly highlights a large pre-owned Kia s…

Read full saved answer

If you’re shopping for a **used Kia in Ottawa**, the strongest local dealer options are **Kia 417**, **Donnelly Kia**, **Orléans Kia**, and **Kia On Hunt Club**.[9][15][6][3] - **Kia 417** — 1599 Star Top Road, Ottawa; it says it carries *used cars, SUVs, and trucks* plus Kia Certified Pre-Owned vehicles, and it explicitly highlights a large pre-owned Kia selection in Ottawa.[9][18] - **Donnelly Kia** — 490 Terry Fox Drive, Kanata; it shows **88 vehicles for sale** and a dedicated used inventory page for Ottawa-area shoppers.[5][15] - **Orléans Kia** — 2045 Mer-Bleue Rd, Orléans; it offers a used inventory page with **78 used vehicles** and a specific used-Kia page with buying tips and inventory browsing.[6][14][10] - **Kia On Hunt Club** — 350 W. Hunt Club Road, Ottawa; it describes itself as the **largest Kia dealer in Ottawa** and has a used inventory page with current Kia listings such as a 2023 Sportage and 2026 Sorento HEV.[3][11] If you want the best place to start, I’d send you to **Kia 417’s used inventory** for the widest local Kia-focused selection, or **Donnelly Kia** if you want another large Ottawa-area used inventory to compare against.[9][15] I can also narrow this to **budget**, **SUVs only**, **lowest mileage**, or **certified pre-owned** and recommend the best exact listing to send.

Sources returned by the engine

Gemini · Saved observation

Sep 1, 2026 (UTC)

Dealer named · Dealer site cited

It sounds like you're looking for a used Kia in Ottawa! There are several dealerships and online platforms where you can find a good selection. Here are some recommendations with specific examples and links to their current inventory: **Dealerships with Used Kia Inventory in Ottawa:** * **Orleans Kia** Orleans Kia has a variety of used vehicles, incl…

Read full saved answer

It sounds like you're looking for a used Kia in Ottawa! There are several dealerships and online platforms where you can find a good selection. Here are some recommendations with specific examples and links to their current inventory: **Dealerships with Used Kia Inventory in Ottawa:** * **Orleans Kia** Orleans Kia has a variety of used vehicles, including several Kia models. For example, they list a **2024 Kia Sportage LX** with 91,583 km for $22,577. They also have a **2024 Kia Niro Plug-In Hybrid EX** with 34,198 km for $29,777. * You can browse their full used inventory here: [https://www.orleanskia.ca/en/used-vehicles](https://www.orleanskia.ca/en/used-vehicles) * **Kia on Hunt Club** As a dedicated Kia dealership, Ottawa Kia on Hunt Club offers a range of certified pre-owned Kia vehicles. They have an extensive inventory of used cars, vans, SUVs, and CUVs. * You can search their used inventory here: [https://www.kiaonhuntclub.com/en/used-search](https://www.kiaonhuntclub.com/en/used-search) * **Donnelly Kia** Located in Ottawa/Kanata, Donnelly Kia also has a strong selection of quality pre-owned Kia models. * You can explore their pre-owned vehicles section on their website: [https://www.donnellykia.com/en](https://www.donnellykia.com/en) (Look for their "Pre-Owned Vehicles" section). * **Kia 417** Kia 417 in Ottawa, Gloucester, lists a good number of used vehicles. Currently, you can find models like a **2024 Kia Seltos EX Premium** with 74,432 km for $26,990, or a **2024 Kia Carnival SX** with 51,032 km for $44,990. * You can view their used inventory here: [https://www.kia417.com/en/used-vehicles](https://www.kia417.com/en/used-vehicles) * **Myers Automotive Group** The Myers Automotive Group, with various dealerships across Ottawa, often has used Kia vehicles in their combined inventory. For instance, they list a **2026 Kia Carnival** and a **2026 Kia Sportage Hybrid** across their different locations. * You can search their group-wide used Kia inventory here: [https://www.myers.ca/used-kia-cars-in-ottawa](https://www.myers.ca/used-kia-cars-in-ottawa) **Online Used Car Retailers in Ottawa:** * **Clutch** Clutch offers a convenient online purchasing experience with shipping options. They have several used Kia models available in Ottawa, such as a **2022 Kia Sorento X-Line** with 84,204 km and a **2023 Kia Sorento LX+** with 45,004 km. * You can browse their Kia inventory for Ottawa here: [https://www.clutch.ca/used-cars/ottawa/kia](https://www.clutch.ca/used-cars/ottawa/kia) * **CarGurus.ca** CarGurus aggregates listings from various dealerships in the Ottawa area. You can find many used Kia models, including a **2021 Kia Forte** and a **2023 Kia Sorento**. This platform allows you to filter by model, price, and other criteria to find specific listings. * You can search for used Kias in Ottawa on CarGurus.ca: [https://www.cargurus.ca/Cars/used/Kia-Ottawa-s170_L1540](https://www.cargurus.ca/Cars/used/Kia-Ottawa-s170_L1540) * **Car-On Auto Sales** While not a Kia-specific dealership, Car-On Auto Sales is a large used car dealership in Ottawa that often has Kia models in its extensive inventory. They recently listed a **2025 Kia K4** at a final price of $26,847. * You can check their full inventory here: [https://www.caronauto.com/inventory](https://www.caronauto.com/inventory)

Sources returned by the engine

Claude · Saved observation

Sep 1, 2026 (UTC)

Dealer named · Dealer site cited

Here are my top recommendations for **used Kias in Ottawa**, based on live listings from local dealerships: --- ## 🚗 Top Used Kia Picks in Ottawa --- ### 1. 🏆 2026 Kia Sportage LX AWD — $36,595 + HST & Licensing **Dealership:** [Donnelly Kia](https://www.donnellykia.com/inventory/used/) 📍 Ottawa, ON Donnelly Kia currently has a 2026 Kia Sportage LX …

Read full saved answer

Here are my top recommendations for **used Kias in Ottawa**, based on live listings from local dealerships: --- ## 🚗 Top Used Kia Picks in Ottawa --- ### 1. 🏆 2026 Kia Sportage LX AWD — $36,595 + HST & Licensing **Dealership:** [Donnelly Kia](https://www.donnellykia.com/inventory/used/) 📍 Ottawa, ON Donnelly Kia currently has a 2026 Kia Sportage LX AWD with only 7,014 km at a purchase price of $36,595 + HST & Licensing. It's powered by a 2.5L 4-cylinder engine with an automatic transmission. This is essentially a near-new vehicle at a used price — a fantastic deal if you want the latest generation with the 2026 dash refresh. 🔗 **[View Listing → donnellykia.com/inventory/used/](https://www.donnellykia.com/inventory/used/)** --- ### 2. 💰 2024 Kia Sportage LX AWD — $24,395 + HST & Licensing **Dealership:** [Donnelly Auto Credit](https://www.donnellyautocredit.com/used/Kia.html) 📍 2496 Bank Street, Ottawa, ON Donnelly Auto Credit has a 2024 Kia Sportage LX with 68,055 km priced at $24,395 + HST (down from $28,270 compared to market average). It's grey exterior with black interior, featuring a 2.5L I-4 engine with an automatic transmission and all-wheel drive. This is a great value buy — over $3,800 below market average. 🔗 **[View Listing → donnellyautocredit.com/used/Kia.html](https://www.donnellyautocredit.com/used/Kia.html)** --- ### 3. 🏅 Kia Sportage & More at Kia On Hunt Club (21 Kias in Stock!) **Dealership:** [Kia On Hunt Club](https://www.kiaonhuntclub.com/kia/used-inventory.html?type=U&onsale=true) 📍 350 W. Hunt Club Rd, Ottawa, ON K2E 1A5 Ottawa's Kia On Hunt Club is the largest Kia dealer in Ottawa, with a huge indoor showroom full of new Kia models and certified pre-owned vehicles available now. Their current used inventory includes 4 Sportages, 2 Sorentos, 2 Sorento Hybrids, 3 Seltos, 1 Niro, 1 Soul, 2 Rios, and 2 Fortes — one of the widest selections in the city. 🔗 **[View All Used Kia Listings → kiaonhuntclub.com/kia/used-inventory.html](https://www.kiaonhuntclub.com/kia/used-inventory.html?type=U&onsale=true)** --- ### 4. ⭐ Kia 417 — Certified Pre-Owned Options **Dealership:** [Kia 417](https://www.kia417.com/) 📍 1599 Star Top Road, Ottawa, ON (just off Hwy 417) Conveniently located at 1599 Star Top Road in Ottawa, Kia 417 is a trusted destination for new Kia vehicles, Kia Certified Pre-Owned vehicles, and quality used cars, SUVs, and trucks. With one of the highest customer ratings among Kia dealerships in Ontario, they're dedicated to providing an outstanding ownership experience. Featured used vehicles include a **2026 Kia Sportage Hybrid EX Premium AWD** and a **2022 Genesis GV70**. 🔗 **[Browse Inventory → kia417.com](https://www.kia417.com/)** --- ### 5. 🔋 Used Kia EV6 (Electric!) — from $24,129 **Marketplace:** [CarGurus Ottawa](https://www.cargurus.ca/Cars/l-Used-Kia-EV6-Ottawa-d3127_L412564) If you're open to going electric, there are 26 used Kia EV6s for sale near Ottawa ranging from $24,129 to $56,995. The EV6 has an appealing design, a stylish and practical interior, and one of the most sophisticated EV platforms at its price point, with commendable power, plenty of driving range, and quick recharging times. 🔗 **[Browse EV6 Listings → cargurus.ca](https://www.cargurus.ca/Cars/l-Used-Kia-EV6-Ottawa-d3127_L412564)** --- ## 📝 Quick Summary | Vehicle | Price | Dealership | KM | |---|---|---|---| | 2026 Sportage LX AWD | $36,595 | Donnelly Kia | 7,014 | | 2024 Sportage LX AWD | $24,395 | Donnelly Auto Credit | 68,055 | | Various Kias (21 units) | Varies | Kia On Hunt Club | Varies | | CPO options | Varies | Kia 417 | Varies | | Used EV6 | From $24,129 | CarGurus Ottawa | Varies | **💡 Tip:** If you want a certified pre-owned Kia with full warranty backing, head to **Kia On Hunt Club** or **Kia 417** — both are authorized Kia dealers. If budget is the priority, **Donnelly Auto Credit** has the most aggressively priced Sportage at nearly $4K below market value!

Sources returned by the engine

Donnelly Kia was the answer 3 times out of 8. Someone else took the other 5.

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.

Fix this →See the evidence ↓

Free to get published. No card, no call.

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 Ottawa. These are questions you should be showing up for.

The questions

“Where can I buy a used 2026 Kia Sportage in Ottawa?”
A CAR ON YOUR LOTthis exact vehicle is in your inventory
“used Kia in Ottawa”
YOUR OWN CATEGORY2 of your vehicles match this question

!Kia 417 took 2 answers of 5Who won

WHO THE ENGINES RECOMMENDED INSTEAD

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

All 2 of these questions were about cars sitting on your lot, in Ottawa, the market you serve. You were a correct answer every time, and 5 of 8 went to someone else.

Being linked at the bottom of an answer is not the same as being the answer. Donnelly Kia was the recommendation in 3. Four competitors split the other 5 between them, which is why no single name below looks like it is beating you. Together, they are.

Who the engines pickedAnswersShare of 8

Kia 417Rival dealer

e.g. “used Kia in Ottawa”

AutoTraderMarketplace

e.g. “used Kia in Ottawa”

AutoTrader.caMarketplace

e.g. “Where can I buy a used 2026 Kia Sportage in Ottawa?”

Orleans KiaRival dealer

e.g. “used Kia in Ottawa”

Everyone except you5

Donnelly Kia (you)3

!21 of 79 citations went to aggregatorsWhere clicks go

WHERE THE CITATIONS SEND SHOPPERS

79 citations across those 8 answers. 9 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 79 doors actually leads:

9land on your site21land on aggregators (AutoTrader, CarGurus…)49land somewhere else (competitors, media)

FOLLOW ONE: A REAL CITATION FROM YOUR ANSWERS

cargurus.ca/Cars/l-Used-2026-Kia-Sportage-Ottawa-c33848_L412564?utm_sou

donnellykia.com's car

RIVAL

YOUR CAR

RIVAL

Your one car, ringed by competitors on cargurus.ca

“New & Used 2026 Kia Sportage for Sale near Ottawa, ON - 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 Donnelly Kia'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 Donnelly Kia 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.

04Donnelly Kia named in 6 of 8 answersThe test

THE TEST EVERY SHOPPER RUNS NOW

We asked ChatGPT what buyers ask every day

“Where can I buy a used 2026 Kia Sportage in Ottawa?”

CHATGPT · REAL ANSWER

Here are several specific listings for used 2026 Kia Sportage models currently available for sale near Ottawa, Ontario. Each listing includes the dealership details and mileage, so you can easily review and contact the seller.

---

1. Donnelly Kia – Kanata (Greater Ottawa)

Located at 490 Terry Fox Drive, Kanata, ON, Donnelly Kia (just outside Ottawa) currently offers multiple 2026 Kia Sportage LX AWD models:

• 2026 Kia Sportage LX AWD, 6,105 km — $34,095 (plus HST & licensing)

VIN: KNDPUCDF0T7469488, Stock #KA180 ([donnellykia.com](

• 2026 Kia Sportage LX AWD, 7,014 km — $33,395 (plus HST & licensing)

VIN: KNDPUCDF6T7465719, Stock #KA183 ([donnellykia.com](

• 2026 Kia Sportage LX AWD, 26,850 km — $33,152 (plus HST & licensing)

…

donnellykia.com · listing pageorleanskia.com · listing page ← a competitorcargurus.ca · listing page

Donnelly Kia was not the pick here. You have a 2026 Kia sportage lx-1grhigcxt6gluqjikwkpsgvdp on the lot.

ENGINE BY ENGINE

ChatGPT

Cited you, never picked you · 1 of 2

Gemini

Cited you, never picked you · 1 of 2

Perplexity

Recommended you · 1 of 2

Claude

Recommended you · 2 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 2026 Kia Sportage in Ottawa?”

ChatGPTCited, not pickedGeminiAbsentPerplexityRecommendedClaudeRecommended

YOUR OWN CATEGORY · 2 of your vehicles match this question

“used Kia in Ottawa”

ChatGPTAbsentGeminiCited, not pickedPerplexityCited, not pickedClaudeRecommended

Donnelly Kia was missing from 2 of 8 answers. Every answer you're not in is a shopper sent somewhere else.

05Answer pages for 3 of 3 questions your stock earnsMissing answers

THE QUESTIONS YOU’RE NOT ANSWERING

Your stock earns 3 research questions. Your site answers 3.

Shoppers put these questions to AI assistants before they know a year, make or model to search for — and each one is a question about Ottawa. 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.

“Which used Kia models hold up best? I'm shopping in Ottawa.”ANSWERED — YOUR PAGE ↗
“can I get a car loan with bad credit in Ottawa?”ANSWERED — YOUR PAGE ↗
“what's my car worth as a trade-in in Ottawa?”ANSWERED — YOUR PAGE ↗

The fix

What we would do about it

THE FIX: HOW VIN INDEX WORKS

We make Donnelly Kia 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:

donnellykia.vinindex.ai/answers

VIN INDEX ANSWER · donnellykia.vinindex.ai

“Where can I buy a used 2026 Kia Sportage in Ottawa?”

Donnelly Kia has matching vehicles near Ottawa, including a 2026 Kia sportage lx-1grhigcxt6gluqjikwkpsgvdp, each on its own page built for AI to read, quote, and route the shopper to you.

2026 Kia sportage lx-1grhigcxt6gluqjikwkpsgvdp

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 Donnelly Kia 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 Donnelly Kia 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 in Ottawa”, “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

06The HTML an AI crawler actually receives from youWhat AI sees

WHY THIS HAPPENS

What shoppers see vs. what AI can read

SHOPPERS SEE THIS

<!doctype html>

<!--[if lt IE 7]><html lang="en-US" class="no-js lt-ie9 lt-ie8 lt-ie7"><![endif]-->
<!--[if (IE 7)&!(IEMobile)]><html lang="en-US" class="no-js lt-ie9 lt-ie8"><![endif]-->
<!--[if (IE 8)&!(IEMobile)]><html lang="en-US" class="no-js lt-ie9"><![endif]-->
<!--[if (IE 8)&!(IEMobile)]><html lang="en-US" class="no-js lt-ie9"><![endif]-->
<!--[if (IE 9)&!(IEMobile)]><html lang="en-US" class="lt-ie10"><![endif]-->
<!--[if gt IE 8]><!--> <html lang="en-US" class="no-js"><!--<![endif]-->

	<head>

		<meta charset="utf-8">
				<meta http-equiv="X-UA-Compatible" content="IE=edge">

		<title>Certified Pre-Owned - Donnelly Kia</title>

		<meta name="HandheldFriendly" content="True">
		<me

AI READS THIS

!4 of 6 checks need workSite checks

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

There is no endpoint an assistant can query. An agent that wants to search your stock, pull a VIN, or check availability has no machine interface to call, only a webpage built for human eyes.

3llms.txt / sitemap / discoveryAT RISK

No sitemap listing your vehicle pages, and no llms.txt or agent-discovery files. AI agents have no machine-readable map to your inventory. A sitemap that enumerates every VDP is the cheapest, highest-leverage gap to fix.

4Content qualityAT RISK

No actual vehicle details provided, only UI icon names and framework code, no year/make/model/trim/mileage/price/VIN

08What an assistant can do today, and on VIN IndexToday vs VIN Index

WHAT AN ASSISTANT CAN DO TODAY VS ON VIN INDEX

What an assistant can do	Your site	VIN 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.

09Every number here, checkable yourselfReceipts

DON'T TAKE OUR WORD FOR IT

AI Readiness: C · 51/100

Your site grades C. AI engines cited you in 6 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: Not found
Valid JSON-LD blocks: 3

Agentic capability

Can AI do anything with your inventory?

Failing

There is no endpoint an assistant can query. An agent that wants to search your stock, pull a VIN, or check availability has no machine interface to call, only a webpage built for human eyes.

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: None 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: None detected
ChatGPT Shopping feed: Not externally detectable
Copilot / UCP feed: Not externally detectable

llms.txt / sitemap / discovery

Can AI discover you the modern way?

Failing

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: Not 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

Content quality

Is your vehicle text worth citing?

Failing

No actual vehicle details provided, only UI icon names and framework code, no year/make/model/trim/mileage/price/VIN

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: 5 / 100
Example improvement: Replace icon listings with actual vehicle copy: 'Certified Pre-Owned 2022 Kia Sportage EX AWD, 45,230 miles, $24,995, VIN: KNDPM3AC1N7...' to create citation-ready content

Page rendering

Can AI read your vehicle pages?

Passing

A no-JavaScript crawler received 176,734 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: 176,734 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.

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