SCANNED SEPTEMBER 1, 2026 · ALL REPORTS

VIN Index · Research discovery report

donnellyford.com · Sep 1, 2026

AI car research · Donnelly Ford Lincoln

Help car buyers discover Donnelly Ford Lincoln 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 Ford in Ottawa”

Saved research answers

This question

of 4 answers
named your dealership

ChatGPT · Saved answerSep 1, 2026

…ions so you can explore what suits your needs best: --- ## 1. Donnelly Ford Lincoln (Bank Street, Ottawa) - **Dealership:** Donnelly Ford Lincoln, 2496 Bank Street, Ottawa, ON K1V 0W8 ([donnellyford.com](https://www.donnellyford.com/?utm_source=op…

Full answer & sources

Here are several current listings for used Ford vehicles in Ottawa, Ontario—complete with dealership names, locations, and direct overview of the available options so you can explore what suits your needs best: --- ## 1. Donnelly Ford Lincoln (Bank Street, Ottawa) - **Dealership:** Donnelly Ford Lincoln, 2496 Bank Street, Ottawa, ON K1V 0W8 ([donnellyford.com](https://www.donnellyford.com/?utm_source=openai)) - **Highlighted Listings:** - **2026 Ford F‑150 Tremor**, 4WD SuperCrew 5.5' Box, Black, 15 km, **$89,515** + HST & licensing ([donnellymitsubishi.ca](https://www.donnellymitsubishi.ca/inventory/used/truck-ottawa-ontario-c2b7d4027vlp/?utm_source=openai)) - **2022 Ford F‑150**, 74,101 km, White, **$38,932** + HST & licensing ([donnellymitsubishi.ca](https://www.donnellymitsubishi.ca/inventory/used/truck-ottawa-ontario-c2b7d4027vlp/?utm_source=openai)) - **2021 Ford F‑150 XLT**, 65,793 km, Black, 3.5 L V6, **$38,546** + HST & licenses at Donnelly Auto Credit (affiliated) ([donnellyautocredit.com](https://www.donnellyautocredit.com/used/2021-Ford-F_150-pdf13286272.html?showpdf=1&utm_source=openai)) - **Why This Is Useful:** You’ll find both nearly-new models and more budget-friendly, lightly used options nearby. --- ## 2. Campbell Ford Sales (Carling Avenue, Ottawa) - **Dealership:** Campbell Ford Sales, 1500 Carling Avenue, Ottawa, ON K1Z 0A3 ([campbellford.com](https://www.campbellford.com/inventory/used-2025-ford-truck-ottawa-ontario-c2y2025m59b7vlp/?utm_source=openai)) - **Highlighted Listings:** - **2025 Ford F‑150 Lariat**, 4WD SuperCrew — check availability directly ([campbellford.com](https://www.campbellford.com/inventory/used-2025-ford-truck-ottawa-ontario-c2y2025m59b7vlp/?utm_source=openai)) - **2024 Ford Super Duty F‑250 SRW Lariat**, 4WD Crew Cab, 28,600 km, Diesel, **$93,995** (discounted from $96,995; price excludes taxes/licensing) ([campbellford.com](https://www.campbellford.com/inventory/used-ford-truck-ottawa-ontario-c2m59b7vlp/?utm_source=openai)) - **2022 Ford F‑150 XLT**, 4WD SuperCrew, 103,142 km, White, **$43,995** + taxes/licensing ([campbellford.com](https://www.campbellford.com/inventory/used-ford-truck-ottawa-ontario-c2m59b7vlp/?utm_source=openai)) - **2022 Ford F‑150 Lariat**, 4WD SuperCrew, 111,516 km, Gray, discounted to **$44,995** + taxes/licensing ([campbellford.com](https://www.campbellford.com/inventory/used-ford-truck-ottawa-ontario-c2m59b7vlp/?utm_source=openai)) --- ## 3. Orr Motors (Stittsville – West Ottawa) - **Dealership:** Orr Motors, 6230 Hazeldean Road, Stittsville, ON K2S 1B9 ([orrmotors.com](https://www.orrmotors.com/used-trucks-ottawa/?utm_source=openai)) - **What They Offer:** - A strong selection of **used Ford trucks**, from F‑150 to Super Duty F‑250/F‑350, often 4×4, priced from about **CAD 15,000 up to CAD 90,000** ([orrmotors.com](https://www.orrmotors.com/used-trucks-ottawa/?utm_source=openai)) - They provide a **free CARFAX Canada report** and emphasize transparency regarding towing packages, cab/bed configurations, and diesel-specific considerations   ([orrmotors.com](https://www.orrmotors.com/used-trucks-ottawa/?utm_source=openai)) --- ## 4. Tony Graham Toyota (Used-Ford Options) - **Dealership:** Tony Graham Toyota, 1855 Merivale Road, Ottawa, ON K2G 1E3 ([tonygrahamtoyota.com](https://www.tonygrahamtoyota.com/inventory/used-ford-truck-44-ottawa-ontario-c2m59b7dt2vlp/?utm_source=openai)) - **Highlighted Listing:** - **2019 Ford F‑150 Lariat**, 4WD SuperCrew 5.5' Box, Red, **$34,998**, 137,272 km ([tonygrahamtoyota.com](https://www.tonygrahamtoyota.com/inventory/used-ford-truck-44-ottawa-ontario-c2m59b7dt2vlp/?utm_source=openai)) --- ### Summary Table Dealership - Location - Notable Models & Price Range - **Donnelly Ford Lincoln** (Bank Street) – 2026 F‑150 Tremor (~$89K), 2022 F‑150 (~$39K), 2021 F‑150 XLT (~$38.5K) - **Campbell Ford** (Carling Avenue) – 2025 F‑150 Lariat, 2024 F‑250 Lariat (~$94K), 2022 F‑150 XLT (~$44K), 2022 F‑150 Lariat (~$45K) - **Orr Motors** (Stittsville) – Broad 4×4 Ford truck selection between ~$15K–$90K; free CARFAX & inspection guidance - **Tony Graham Toyota** (Merivale Road) – 2019 F‑150 Lariat (~$35K) --- ### Recommendations Based on Your Needs If you're looking for: - **Nearly-new, top trim models** — check Donnelly (Tremor or 2022 F‑150). - **Good mid-range value** — consider Campbell Ford's 2022 F‑150 options. - **Transparent pricing and 4×4 focus** — Orr Motors offers a wide range plus CARFAX. - **Affordable older truck** — Tony Graham’s 2019 F‑150 is a solid choice under $35K. Let me know what factors matter most to you—budget, mileage, trim levels, 4×4 or towing capability—and I can help narrow it further or assist you with contacting the dealership or reviewing listings in detail.

Dealer site cited. Recorded as recommended.

Exact question

used Ford 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 Ford LincolnProposed page · not published

Buying with us

Buying a used car at Donnelly Ford Lincoln

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 Ford 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: 4
Answers citing your site: 4

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 Ford in Ottawa”

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

2 of 4 measured answers recommended you.

ChatGPT · Saved observation

Sep 1, 2026 (UTC)

Dealer named · Dealer site cited

Here are several current listings for used Ford vehicles in Ottawa, Ontario—complete with dealership names, locations, and direct overview of the available options so you can explore what suits your needs best: --- ## 1. Donnelly Ford Lincoln (Bank Street, Ottawa) - **Dealership:** Donnelly Ford Lincoln, 2496 Bank Street, Ottawa, ON K1V 0W8 ([donnellyford…

Read full saved answer

Sources returned by the engine

Perplexity · Saved observation

Sep 1, 2026 (UTC)

Dealer named · Dealer site cited

Here are the **best places to look for a used Ford in Ottawa**, with the most relevant dealer listing pages first: - **Donnelly Ford Lincoln** — their used Ford inventory page shows multiple Ottawa listings, including **F-150**, **Mustang**, and **Edge**, and the dealer is located at **2496 Bank Street, Ottawa**.[1][7] - **Barrhaven Ford** — their used Ford…

Read full saved answer

Here are the **best places to look for a used Ford in Ottawa**, with the most relevant dealer listing pages first: - **Donnelly Ford Lincoln** — their used Ford inventory page shows multiple Ottawa listings, including **F-150**, **Mustang**, and **Edge**, and the dealer is located at **2496 Bank Street, Ottawa**.[1][7] - **Barrhaven Ford** — their used Ford inventory page is focused on Ottawa-area shoppers and explicitly advertises **used Ford vehicles in Ottawa**.[13][17] - **Jim Keay Ford Lincoln** — a Ford dealership in **Orléans near Ottawa**, with a dedicated **Pre-Owned Inventory** section and a long-standing Ottawa presence.[2] - **Lincoln Heights Ford** — their used Ford page is targeted to **Ottawa, Gatineau, and Cornwall** shoppers.[10] - **Myers Group Dealers** — they have a dedicated page for **used Ford cars in Ottawa** and advertise a diverse pre-owned Ford inventory.[14] - **Campbell Ford** — their used Ford page lists current Ottawa inventory, including **Bronco Sport, F-150, and Maverick** models with prices and mileage.[4] If you want the most straightforward “send the shopper here” option, I’d start with **Donnelly Ford Lincoln** because it has a clearly labeled Ottawa used-Ford inventory page and specific local stock visible right on the page.[1][7] If you want, I can next narrow this to: - **best cheap used Ford in Ottawa** - **best used Ford SUV in Ottawa** - **best used Ford truck in Ottawa** - **lowest-mileage options only**

Sources returned by the engine

Gemini · Saved observation

Sep 1, 2026 (UTC)

Dealer named · Dealer site cited

You're looking for a used Ford in Ottawa, Ontario! Here are some excellent options from local dealerships and online marketplaces, including specific vehicle recommendations and links to their listings. ### Dealerships with Used Ford Inventory in Ottawa, ON: **1. Donnelly Ford Lincoln** Donnelly Ford Lincoln offers a wide selection of pre-owned Ford vehicl…

Read full saved answer

You're looking for a used Ford in Ottawa, Ontario! Here are some excellent options from local dealerships and online marketplaces, including specific vehicle recommendations and links to their listings. ### Dealerships with Used Ford Inventory in Ottawa, ON: **1. Donnelly Ford Lincoln** Donnelly Ford Lincoln offers a wide selection of pre-owned Ford vehicles. * **2022 Ford Bronco Sport** * Find it here: [Link to listing at Donnelly Ford Lincoln - search for used Bronco Sport] (Exact link not available from search results, but you can find it on their used inventory page) * **2019 Ford Edge** * Find it here: [Link to listing at Donnelly Ford Lincoln - search for used Edge] (Exact link not available from search results, but you can find it on their used inventory page) * **2022 Ford F-150** * Find it here: [Link to listing at Donnelly Ford Lincoln - search for used F-150] (Exact link not available from search results, but you can find it on their used inventory page) **2. Lincoln Heights Ford** Lincoln Heights Ford has a wide selection of certified used vehicles, including Fords. * **2022 Ford Bronco Sport** * Find it here: [Link to listing at Lincoln Heights Ford - search for used Bronco Sport] (Exact link not available from search results, but you can find it on their used inventory page) * **2023 Ford Bronco Sport** * Find it here: [Link to listing at Lincoln Heights Ford - search for used Bronco Sport] (Exact link not available from search results, but you can find it on their used inventory page) * **2022 Ford Explorer** * Find it here: [Link to listing at Lincoln Heights Ford - search for used Explorer] (Exact link not available from search results, but you can find it on their used inventory page) **3. Barrhaven Ford** Barrhaven Ford is another trusted dealer in Ottawa with a selection of new and used Ford cars, trucks, and SUVs. You can visit their website to browse their current used inventory. **4. Campbell Ford** Campbell Ford also offers new and used Ford cars and SUVs in Ottawa. Check their website for their latest used vehicle offerings. ### Online Marketplaces for Used Fords in Ottawa, ON: **1. Clutch** Clutch lists various used Ford models for sale in Ottawa, ON. * **2022 Ford Escape SE** * Approximately 80,500 km. * Find it here: [Link to Clutch Used Ford Escape - search for specific year/trim] (Exact listing link not available from search results, but you can filter on their site) * **2024 Ford Escape ST-Line Select** * Approximately 18,740 km. * Find it here: [Link to Clutch Used Ford Escape - search for specific year/trim] (Exact listing link not available from search results, but you can filter on their site) * **2022 Ford Maverick XLT Crew Cab** * Approximately 93,663 km. * Find it here: [Link to Clutch Used Ford Maverick - search for specific year/trim] (Exact listing link not available from search results, but you can filter on their site) **2. CarGurus.ca** CarGurus.ca also provides a comprehensive list of used Ford cars for sale near Ottawa, ON, from various sellers. * **2021 Ford Escape** * Find it here: [Link to CarGurus.ca Used Ford Escape - search for specific year] (Exact listing link not available from search results, but you can filter on their site) * **2023 Ford F-150 Lightning** * Find it here: [Link to CarGurus.ca Used Ford F-150 Lightning - search for specific year] (Exact listing link not available from search results, but you can filter on their site) * **2019 Ford Mustang** * Find it here: [Link to CarGurus.ca Used Ford Mustang - search for specific year] (Exact listing link not available from search results, but you can filter on their site) When visiting these sites, you can often filter by model, year, price, and other features to narrow down your search for the perfect used Ford. Happy car hunting!

Sources returned by the engine

Claude · Saved observation

Sep 1, 2026 (UTC)

Dealer named · Dealer site cited

Great — I've found several well-established Ford dealerships in Ottawa with active used inventory. Here are my top recommendations, each with a direct link to their used inventory listing page: --- ## 🚗 Used Ford Vehicles in Ottawa — Top Dealership Recommendations --- ### 1. 🏆 Campbell Ford Sales **📍 1500 Carling Ave, Ottawa, ON K1Z 0A3 | 📞 (613) 725…

Read full saved answer

Great — I've found several well-established Ford dealerships in Ottawa with active used inventory. Here are my top recommendations, each with a direct link to their used inventory listing page: --- ## 🚗 Used Ford Vehicles in Ottawa — Top Dealership Recommendations --- ### 1. 🏆 Campbell Ford Sales **📍 1500 Carling Ave, Ottawa, ON K1Z 0A3 | 📞 (613) 725-3611** 🔗 [Used Inventory → campbellford.com/used/](https://www.campbellford.com/used/) Campbell Ford currently has a solid used inventory including **2025 and 2024 Ford Bronco Sport Big Bend 4x4** models, with one listing showing **51,230 km** — a great deal if you want near-new capability at a used price. You can shop their full selection of used vehicles online and contact them to apply for financing or book a test drive. > ✅ **Best for:** SUV/off-road shoppers, Bronco Sport fans --- ### 2. 🏅 Lincoln Heights Ford **📍 1377 Richmond Rd, Ottawa, ON K2B 6R7 | 📞 613-829-2121** 🔗 [Used Inventory → lincolnheights.com/used/search.html](https://www.lincolnheights.com/used/search.html) Lincoln Heights Ford has a strong used lineup including a **2024 Ford F-150 XLT 4WD SuperCrew**, a **2023 F-250**, and a **2024 Super Duty F-250 SRW XLT 4WD SuperCab** — great options for truck buyers. They also claim the **highest rating of any Ford Service Department in Ontario**, which matters for long-term ownership peace of mind. > ✅ **Best for:** Truck buyers (F-150, F-250), buyers who value top-rated service --- ### 3. 🌟 Donnelly Ford Lincoln **📍 Ottawa, near Gatineau** 🔗 [Used Inventory → donnellyford.com](https://www.donnellyford.com/) Donnelly Ford carries a large inventory of used cars from all makes and models, and their Ford lineup includes the **Maverick, F-150, Ranger, Escape, Edge, Explorer, Expedition, and Mustang**. They're also the **exclusive dealer in Eastern Ontario for Shelby American**, making them a standout choice for performance enthusiasts. > ✅ **Best for:** Wide model variety, performance/Shelby fans, Mustang buyers --- ### 4. 🔵 Jim Keay Ford **📍 Ottawa, ON** 🔗 [Used Inventory → jimkeayford.com/inventory/used](https://www.jimkeayford.com/inventory/used) Jim Keay currently has a **low-mileage 2021 Ford Mustang Mach-E** in stock — the 2021 North American Utility Vehicle of the Year — for sale today in Ottawa. They also have a **2022 Ford Escape** described as a "unique and classy" mid-sized SUV available today. > ✅ **Best for:** EV/Mach-E shoppers, Escape buyers --- ### 5. 🟢 Sterling Ford *(Bilingual Service)* **📍 Ottawa, ON** 🔗 [sterlingford.ca](https://sterlingford.ca/) Sterling Ford is a **friendly, knowledgeable, and bilingual Ford dealership** specializing in new and used Ford cars, trucks, and SUVs, serving Ottawa and nearby areas like Orleans, Gatineau, Hull, and Kanata. > ✅ **Best for:** French-speaking buyers, East Ottawa/Gatineau residents --- ### 💡 Pro Tips: - **Not sure what model?** Campbell Ford and Donnelly Ford have the widest used selections. - **Want an EV?** Head to Jim Keay Ford for the Mustang Mach-E. - **Need a truck?** Lincoln Heights Ford has F-150 and F-250 options in stock right now. - Always ask for a **CARFAX report** and a pre-purchase inspection before buying!

Sources returned by the engine

Donnelly Ford Lincoln was the answer 4 times out of 8. Someone else took the other 4.

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 2023 Ford lineup in Ottawa?”
A CAR ON YOUR LOTthis exact vehicle is in your inventory
“used Ford in Ottawa”
YOUR OWN CATEGORY7 of your vehicles match this question

!Barrhaven Ford took 1 answer of 4Who won

WHO THE ENGINES RECOMMENDED INSTEAD

Three 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 4 of 8 went to someone else.

Being linked at the bottom of an answer is not the same as being the answer. Donnelly Ford Lincoln was the recommendation in 4. Three competitors split the other 4 between them, which is why no single name below looks like it is beating you. Together, they are.

Who the engines pickedAnswersShare of 8

Barrhaven FordRival dealer

e.g. “used Ford in Ottawa”

Campbell FordRival dealer

e.g. “used Ford in Ottawa”

Campbell Ford SalesRival dealer

e.g. “Where can I buy a used 2023 Ford lineup in Ottawa?”

Everyone except you4

Donnelly Ford Lincoln (you)4

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

!12 of 90 citations went to aggregatorsWhere clicks go

WHERE THE CITATIONS SEND SHOPPERS

90 citations across those 8 answers. 14 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 90 doors actually leads:

14land on your site12land on aggregators (AutoTrader, CarGurus…)64land somewhere else (competitors, media)

FOLLOW ONE: A REAL CITATION FROM YOUR ANSWERS

autotrader.ca/cars/ford/my_2023/reg_on/cit_ottawa/ot_used?utm_source=open

donnellyford.com's car

RIVAL

YOUR CAR

RIVAL

Your one car, ringed by competitors on autotrader.ca

“Used 2023 Ford Cars for Sale in Ottawa, Ontario | AutoTrader.ca”: the shopper who clicks this citation lands on autotrader.ca's results page: every dealer's vehicles in the region, ranked and monetized by autotrader.ca, not Donnelly Ford Lincoln'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 Ford Lincoln has. autotrader.ca earned the citation with your car, then wrapped it in a page of every rival dealer's inventory, ranked and monetized by autotrader.ca. The buyer you attracted is now one scroll from a dozen competitors, on a page that works for autotrader.ca and against you.

04Donnelly Ford Lincoln named in 7 of 8 answersThe test

THE TEST EVERY SHOPPER RUNS NOW

We asked ChatGPT what buyers ask every day

“Where can I buy a used 2023 Ford lineup in Ottawa?”

CHATGPT · REAL ANSWER

Here are several options for purchasing a used 2023 Ford vehicle in Ottawa, with specific listings, dealership details, and direct listing references to help you explore and compare your choices:

---

1. Sterling Ford (Ottawa)

• As a reputable bilingual Ford dealership located at 1425 Ogilvie Road, Ottawa, ON K1J 7P3, Sterling Ford offers both new and used Ford models, including 2023 vehicles. (sterlingford.ca)

• You can browse their online inventory directly via their official site to check for available 2023 Ford models such as Edge, Escape, Explorer, Bronco, F-150, and more. (sterlingford.ca)

---

2. Donnelly Ford Lincoln

• Located at 2496 Bank Street, Ottawa, ON K1V 0W8, Donnelly Ford Lincoln currently lists a 2023 Ford F‑150 Lariat with approximately 90,896 km driven, featuring a 3.5L EcoBoost V6 and four-wheel drive. ([donnellyford.com](

• They also note having used 2023 Ford Edge models available—great if you're searching within this vehicle lineup. ([donnellyford.com](

…

sterlingford.ca ← a competitordonnellyford.com · listing pagecampbellford.com · listing pageautotrader.ca · listing page

Donnelly Ford Lincoln is not in this answer. You have a 2023 Ford lineup walk-around-videos on the lot.

ENGINE BY ENGINE

ChatGPT

Recommended you · 1 of 2

Gemini

Cited you, never picked you · 2 of 2

Perplexity

Recommended you · 2 of 2

Claude

Recommended you · 1 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 Ford lineup in Ottawa?”

ChatGPTAbsentGeminiCited, not pickedPerplexityRecommendedClaudeRecommended

YOUR OWN CATEGORY · 7 of your vehicles match this question

“used Ford in Ottawa”

ChatGPTRecommendedGeminiCited, not pickedPerplexityRecommendedClaudeCited, not picked

Donnelly Ford Lincoln was missing from 1 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 Ford 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 Ford Lincoln 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:

donnellyford.vinindex.ai/answers

VIN INDEX ANSWER · donnellyford.vinindex.ai

“Where can I buy a used 2023 Ford lineup in Ottawa?”

Donnelly Ford Lincoln has matching vehicles near Ottawa, including a 2023 Ford lineup walk-around-videos, each on its own page built for AI to read, quote, and route the shopper to you.

2023 Ford lineup walk-around-videos

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 Ford Lincoln 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 Ford Lincoln 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 PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
	<html xmlns="http://www.w3.org/1999/xhtml" xml:lang='en' lang='en'>
	<head>
		<title>Donnelly Ford Lincoln | Ford Dealership in Ottawa near Gatineau</title>
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AI READS THIS

!4 of 6 checks need workSite checks

STEP BY STEP

4 things standing between your inventory and AI answers

1Agentic 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.

2Content qualityAT RISK

No specific vehicle details provided - all content is template/navigation text with only generic model listings and starting prices. No individual vehicle specs, VINs, mileage, or condition information suitable for citation.

3Page renderingNEEDS WORK

Your site refuses Perplexity's search crawler at the network layer, even though your robots.txt invites them in, so those assistants can't read your pages directly and fall back to third-party listings like AutoTrader. But you still allow ChatGPT's search crawler, Google's search crawler, Bing's search crawler, so engines that read those indexes can find and cite your own pages. The fix is to allowlist the blocked crawlers (almost always a Cloudflare/WAF bot rule) so every assistant reaches you, not just some.

4llms.txt / sitemap / discoveryNEEDS WORK

Your sitemap lists 17241 vehicle pages, so AI crawlers can enumerate your inventory. Adding llms.txt and an agent-discovery file is the cheap, forward-looking next step.

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 · 60/100

Your site grades C. AI engines cited you in 7 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.

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

Content quality

Is your vehicle text worth citing?

Failing

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: Include specific vehicle listings with complete details such as: '2026 Ford F-150 SuperCrew 4x4 XLT, 3.5L EcoBoost, 12,450 miles, Stone Gray, VIN 1FTFW1E87NFC12345, $52,995, featuring adaptive cruise control, power running boards, and spray-in bedliner.'

Page rendering

Can AI read your vehicle pages?

Needs work

The fixVIN Index does this

VIN Index republishes every car as a page a crawler reads start to finish, without running a line of JavaScript.

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.

Perplexity's search crawler (PerplexityBot): Refused at the network layer
Bytes returned to a no-JS crawler fetch: 542,477 chars of HTML
Vehicles readable in that HTML: Yes

llms.txt / sitemap / discovery

Can AI discover you the modern way?

Needs work

Your sitemap lists 17241 vehicle pages, so AI crawlers can enumerate your inventory. Adding llms.txt and an agent-discovery file is the cheap, forward-looking next step.

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: 17241 VDP URLs

Structured data

Can AI trust your vehicle facts?

Passing

Validated Vehicle data is present, with price and currency. Engines can trust and cite your listings.

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): Found
Offer / price: Found
AutoDealer / Organization: Found
Valid JSON-LD blocks: 5

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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