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Good Fellow · your saved report Real saved evidence. Proposed deliverables.
VIN IndexSee Good Fellow’s plan ↗

The problem

Toronto · saved AI benchmark · Sep 28, 2026

Good Fellow appeared just 5 times.
Missing from 19 of 24 AI answers.

AI included you in just 5 of 24 saved Toronto answers. Even Autorama appeared in only 6 of 24 answers. There’s an opening to get ahead. Build the sources AI can cite now.

What VIN Index does for youWe turn your inventory and dealership expertise into sources AI can read and cite.
Enriched vehicle pagesBuyer answersDealer guides & FAQs

Published alongside your current website. Enquiries go directly to your CRM.

See Good Fellow’s plan →From $249/mo
per rooftop · any lot size
24 successful answers5 dealer-site citations0 detected answer-page gapsWebsite scan Oct 23, 2026
BUYER DISCOVERY

Listings are one route.
A question is another.

AutoTrader · Cars.com · dealer websites
Buyer asks AI

“What’s a good AWD family car
within my monthly budget?”

Your dealership’s sourcesThis is where VIN Index helps.

Illustrative route. Buyers still use marketplaces. AI decides what to cite.

Saved AI leaderboard

Your place in
the saved answers.

Every dealership below is counted against the same saved answers. This measures name frequency—not recommendation position or sales.

24 successful answers · Sep 28, 2026
DealershipAnswers naming the dealer
1Autorama
6 / 24
2Metro Motors
2 / 24
2Richstone Fine Cars Inc
2 / 24
5Acura Downtown
1 / 24
5Bell Auto Inc.
1 / 24
2Good FellowYour dealership
2 / 24

Dealers can appear together. These are not exclusive market shares. 5 of this set’s 24 answers named Good Fellow or linked its site; 5 linked an owned site.

See all 12 saved questions

These are the questions behind the leaderboard, grouped by buyer intent. Counts show answers that named Good Fellow or linked its website. Saved Sep 28, 2026.

Cash budgets

  1. I'm paying cash for a used commuter car in Toronto, Ontario, Canada. What can I get for CAD $15,000?

    0 of 2 successful answers named your dealership or linked its siteChatGPT · Perplexity
  2. I have CAD $20,000 cash to spend on a used car in Toronto, Ontario, Canada. What should I buy?

    1 of 2 successful answers named your dealership or linked its siteChatGPT · Perplexity
  3. What's the best used seven-passenger SUV under CAD $30,000 in Toronto, Ontario, Canada?

    1 of 2 successful answers named your dealership or linked its siteChatGPT · Perplexity
  4. What used SUV should I buy for under CAD $25,000 in Toronto, Ontario, Canada?

    1 of 2 successful answers named your dealership or linked its siteChatGPT · Perplexity
  5. I need a used AWD vehicle for winter in Toronto, Ontario, Canada. What's a good option under CAD $25,000?

    1 of 2 successful answers named your dealership or linked its siteChatGPT · Perplexity

Monthly payments

  1. What kind of used car can I get for CAD $400 a month in Toronto, Ontario, Canada?

    0 of 2 successful answers named your dealership or linked its siteChatGPT · Perplexity
  2. What's the best used seven-passenger SUV I can get for CAD $800 a month in Toronto, Ontario, Canada?

    0 of 2 successful answers named your dealership or linked its siteChatGPT · Perplexity
  3. What used SUV can I get for around CAD $500 a month in Toronto, Ontario, Canada?

    0 of 2 successful answers named your dealership or linked its siteChatGPT · Perplexity
  4. I need a used AWD vehicle for winter in Toronto, Ontario, Canada. What can I get for CAD $600 a month?

    0 of 2 successful answers named your dealership or linked its siteChatGPT · Perplexity
  5. What's a good used car for commuting in Toronto, Ontario, Canada for under CAD $400 a month?

    0 of 2 successful answers named your dealership or linked its siteChatGPT · Perplexity

Dealer discovery

  1. Where should I buy a used car in Toronto, Ontario, Canada?

    0 of 2 successful answers named your dealership or linked its siteChatGPT · Perplexity
  2. Which independent used car dealerships should I consider in Toronto, Ontario, Canada?

    1 of 2 successful answers named your dealership or linked its siteChatGPT · Perplexity
Perplexity · saved answer

I'm paying cash for a used commuter car in Toronto, Ontario, Canada. What can I get for CAD $15,000?

Read the answer +

With CAD $15,000 cash in Toronto, you can usually shop the lower end of the used commuter-car market, especially higher-mileage compact sedans/hatchbacks and some older compact SUVs. Current Toronto listings show examples like a 2019 Hyundai Elantra for $14,590 on Clutch, a 2019 Honda Civic EX for $14,690 on Honda’s used inventory, and multiple Kijiji listings around $15,000 such as a 2020 Chevrolet Spark and 2020 Kia Forte EX.[1][3][10] What that budget typically buys in Toronto: - Compact sedans such as Hyundai Elantra, Honda Civic, Kia Forte, and similar commuter cars, often with roughly 80,000–110,000 km in this price band.[1][3][10] - Small hatchbacks like the Chevrolet Spark and Mitsubishi Mirage, which appear in Toronto-area listings near $15,000.[10][12] - Some compact SUVs may show up, but in this budget they tend to be older, higher-kilometre, or base trims; Clutch’s Toronto inventory under $15k includes SUVs and shows at least one around $14,990.[17] - In the private-sale market, Kijiji has Toronto GTA listings at $15,000 or slightly above, including a 2016 Ford Mustang and a 2020 Kia Forte EX, but these are individual listings rather than a guaranteed market average.[5][10][15] A practical takeaway for a commuter car: - If your priority is reliability and low running cost, look first at compact sedans and hatchbacks rather than sporty or luxury models.[1][10][12] - If you want the newest year possible, expect more economy cars and fewer well-equipped trims at this price.[1][10] - Dealer listings often add taxes and licensing, so your all-in cash budget may buy less than the sticker price suggests.[3][8][9] If you want, I can turn this into a short Toronto shopping shortlist of the best commuter models under $15,000, ranked by likely reliability, fuel economy, and winter usefulness.

A dated provider/API sample we collected. What a shopper sees in the app can differ.

What we do for you

We build and publish vehicle pages, buying answers and dealership guides for you.

THE INPUT

Your existing inventory.

VINs · photos · price · availability

Your website: goodfellowsauto.comSaved scan: 100 vehicles readable in the sampled pagesWebsite provider observed: Carpages Dealer Websites
VIN Index
VIN INDEX CONTENT ENGINEEnrich your stock. Write the answers. Publish.

Study buyer questions and cited sources. Build grounded answers.

YOUR NAME on every pageYOUR WEBSITE stays in placeYOUR CUSTOMERS go to your team

Proposed page formats, not live pages or a promised AI answer. Content uses your connected feed and dealer-confirmed facts. Starting points: saved website scan · Oct 23, 2026.

CORE

You request → we draft → you approve.

PRO

We find opportunities → publish as authorized.

Choose Good Fellow’s content plan ↗

How we fix it

Connect your feed. We build the sources. Enquiries reach your team.

1Connect your feedPlus confirmed dealership facts2We build your sourcesEnrich · publish · keep stock current3Your team gets enquiriesDirectly into your dealership’s CRM
01 / BUYER ASKS

“Which vehicle fits
what I need?”

AI can look for relevant sources.
02 / YOUR SOURCE
Good Fellow

Useful dealer content
with a direct enquiry path.

AI may reference your page.
03 / YOUR CUSTOMER

Your CRM. Your team.

Vehicle enquiries delivered
directly to your dealership.

No per-lead charges.

Illustrative journey, not measured traffic. AI engines choose what to cite.

What keeps the pages accurate? +

Publish readable
vehicle sources.

We validate feed facts, enrich with supported detail and publish useful answers. Feed changes keep stock facts current. AI engines decide what to cite; you track measured results.

What to expect

Become readable. Become relevant. Earn more opportunities for discovery.

Good Fellow · the opportunity ahead

Build a stronger presence
in AI answers.

Illustrative progression
Results vary

When buyers ask AI what to buy and where to buy it, your dealership needs to be part of the answer. We build the sources that give it that opportunity.

MONTH 1

Give AI something worth citing

Your vehicles become detailed, readable sources that explain who they suit—not just price, mileage and a photo.

MONTH 3

Compete for more buyer questions

Answer the budget, financing and vehicle questions your buyers ask. Give your dealership more opportunities to enter their shortlist.

MONTH 6

Strengthen your presence

See where you’re getting named and where competitors still appear. Improve the content that can help close those gaps.

MONTH 12

See what the channel delivers

Review your visibility trend and confirmed AI referrals and enquiries. Your content keeps working beyond individual vehicle listings.

Core You request content; review drafts before publication.Pro We discover opportunities; publish as you authorize.

Illustrative progression; results vary. Timing starts after feed connection and confirmed facts. Content pace depends on your plan and approvals; AI engines choose what to cite.

Make the next move

Give Good Fellow a stronger
place to be discovered.

Flat per rooftop. Any lot size. No per-lead charges.

24-month introductory rate lock · checkout by December 31, 2026
Core (introductory rate)Start here

Build the sources.

Enriched inventory + buying answers. You review before publication.

$249/ month

Billed monthly · per rooftop · taxes extra

Set up Good Fellow’s AI presence ↗

Dealership setup first. Confirm your plan before payment.

  • ✓Always-on vehicle enrichment
  • ✓Grounded answer drafts on request
  • ✓Review before publication; factual maintenance
  • ✓Up to 6 visibility queries, checked weekly
  • ✓Direct CRM enquiry delivery

Rate locked 24 months while continuously subscribed, then standard Core pricing. Current monthly reference: $499/mo.

Pro (introductory rate)Automate the channel

Keep finding the openings.

Core + automated opportunities and publication you authorize.

$499/ month

Billed monthly · per rooftop · taxes extra

Set up Good Fellow’s AI presence ↗

Dealership setup first. Confirm your plan before payment.

  • ✓Everything in Core
  • ✓Automated content opportunity discovery
  • ✓Automatic publication with your authorization
  • ✓Up to 20 visibility queries, checked weekly
  • ✓Custom domain + multi-rooftop management

Rate locked 24 months while continuously subscribed, then standard Pro pricing. Current monthly reference: $699/mo.

Free

$0 / month

Inventory visibility only. Helps AI assistants find and read your vehicles.

No buying-answer pages, ongoing visibility tracking or content automation. AI-Ready Score badge required.
Start free
Your current website staysConnected stock stays currentYour dealership gets the enquiries

Before you get started

Common questions, answered.

+

Are you replacing our website?

No. VIN Index publishes a dealer-branded inventory and answer presence alongside your existing site and provider.

What do you need from us?

Your confirmed dealership facts and an authorized inventory feed. Feed connection comes before live vehicle publication.

Where do the customers go?

Vehicle enquiries go directly to your dealership’s CRM on paid plans. VIN Index charges no per-lead fees.

Will this guarantee AI mentions?

No. We improve the accuracy, usefulness and readability of your sources, and track measured results. AI engines choose their answers.

Work outside VIN Index

Your agent can handle
the work on other sites.

VIN Index handles your inventory and content. Your personal agent can help with the work on other sites—profile corrections, editorial outreach and new listings.

Dots character
DotsOpenAI
Grokbot character
GrokbotxAI
Muse character
MuseMeta
Hermes character
HermesNous Research

Choose a task below, copy the brief, and paste it into your agent. You review any updates or outreach before it acts.

01

Correct contact details

Check addresses and phone numbers against your confirmed facts. Prepare corrections for any verified conflicts.

Conflicts require verification
03

Find relevant listings

Check existing profiles and eligible sites. Prepare missing dealership listings using your confirmed details.

Listing opportunities require verification
Saved website scan · Oct 23, 2026

The technical proof, when you want it.

D 38/100+
Page rendering

Can AI read your vehicle pages?

  • Bytes returned to a no-JS crawler fetch3,000,000 chars of HTML
  • Vehicles readable in that HTMLNone
  • Individual vehicle pageStatic HTML
Structured data

Can AI trust your vehicle facts?

  • Vehicle (schema.org)Not found
  • Offer / priceNot found
  • AutoDealer / OrganizationFound
  • Valid JSON-LD blocks4
Agentic capability

Can AI do anything with your inventory?

  • Search your inventory by criteriaNone detected
  • Get a single vehicle by VINNone detected
  • Real-time availabilityNone detected
  • Financing scenariosNone detected
  • Trade-in appraisalNone detected
  • Structured lead with attributionNone detected
  • Zero-setup discovery filesNone detected
  • ChatGPT Shopping feedNot externally detectable
  • Copilot / UCP feedNot externally detectable
Robots / crawler access

Is AI even allowed in?

  • 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
llms.txt / sitemap / discovery

Can AI discover you the modern way?

  • /llms.txtNot found
  • /.well-known/mcp.jsonNot found
  • /.well-known/agent-card.jsonNot found
  • /.well-known/ucpNot found
  • <link rel="mcp-server">Not found
  • <link rel="agent-card">Not found
  • Sitemap lists vehicle pagesNone found
Content quality

Is your vehicle text worth citing?

  • Citation-readiness score35 / 100
  • Example improvementLead with complete vehicle specs: 'This 2016 Hyundai Santa Fe S AWD SUV features 42,153 km, excellent condition, Brilliant White exterior, priced at $24,999. Stock #K18228. VIN: 5N1AT3AB8PC836964. Includes rearview camera, heated seats, lane departure warning, blind spot assist, collision avoidance, Bluetooth, and Apple CarPlay. Not currently certified (certification available for $999). Former daily rental.' This would make the listing immediately citation-ready with all essential facts upfront.

8 of 8 crawler HTTP checks returned access. Robots permissions and HTTP access are separate checks; technical findings do not establish the cause of an AI omission.