Detroit · Ford · Team Velocity

Roy O'Brien, Inc.

St Clair Shores, MI. Scanned September 26, 2026. Ranked 1 of 38 Ford stores in Detroit.

47 / 100
Agent readiness score
8 / 13
checks passed
Team Velocity
Website platform
royobrien.net

What is missing

✕
MCP endpoint
An MCP server lets AI agents query the store directly. This is the biggest single gap on nearly every dealer site.
+20
✕
Machine-readable inventory
A JSON inventory feed at a known path. Without it, AI has to guess what is on the lot.
+15
✕
AI discovery file
A machine-readable file describing the business for AI agents.
+10
✕
Name and phone on page
The dealer's name and phone number appear in the homepage HTML, so AI can match the site to the business listing.
+5
✕
Organization or LocalBusiness schema
Entity-level schema that connects the store to its parent and its location.
+3

What is in place

✓
llms.txt
A plain-text file at /llms.txt that tells language models what the site is and where the important pages are.
10
✓
AutoDealer schema
JSON-LD that identifies the site as a car dealership, with address, hours, and brands.
10
✓
Any structured data
At least one JSON-LD block on the homepage.
4
✓
FAQ schema
Marked-up questions and answers that AI can quote directly.
3
✓
GPTBot allowed
robots.txt does not block OpenAI's crawler.
5
✓
ClaudeBot allowed
robots.txt does not block Anthropic's crawler.
5
✓
Google-Extended allowed
robots.txt does not block Google's AI training crawler.
5
✓
XML sitemap
A sitemap declared in robots.txt or served at /sitemap.xml.
5

Schema types found: Answer, AutoDealer, ContactPoint, FAQPage, GeoCoordinates, Offer, PostalAddress, Question, Thing, UnitPriceSpecification, WebSite

Run this store's own report

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Ford stores in Detroit

#DealerPlatformScore
1Roy O'Brien, Inc.
St Clair Shores, MI
Team Velocity47
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Team Velocity44
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Dealer.com44
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Team Velocity44
10Suburban Ford of Ferndale
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11Suburban Ford of Romeo
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Dealer.com44
12Suburban Ford of Sterling Heights
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Dealer.com44
13Suburban Ford of Troy
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Dealer.com44
14Suburban Ford of Waterford
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Dealer.com44
15Hines Park Ford, Inc.
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Dealer.com37
16Royal Oak Ford
Royal Oak, MI
Dealer.com37
17Atchinson Ford Sales, Inc.
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Dealer.com34
18Avis Ford, Inc.
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Dealer.com34
19Bob Maxey Ford, Inc.
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Dealer.com34
20Briarwood Ford, Inc.
Saline, MI
Dealer.com34
21Brighton Ford, Inc.
Brighton, MI
Dealer.com34
22Crest Ford Flat Rock, Inc.
Flat Rock, MI
Dealer.com34
23Crest Ford, Inc.
Center Line, MI
Dealer.com34
24Friendly Ford, Inc.
Monroe, MI
Dealer.com34
25Gene Butman Ford Sls Inc
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Dealer.com34
26Gorno Bros Inc
Woodhaven, MI
Dealer.com34
27LaFontaine Ford St. Clair
Saint Clair, MI
Dealer.com34
28Mike Dorian Ford, Inc.
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Dealer.com34
29Northgate Ford, Inc.
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Dealer.com34
30Pat Milliken Ford, Inc.
Redford, MI
Dealer.com34
31Serra Ford Rochester Hills
Rochester Hills, MI
Dealer.com34
32Spirit Ford, Inc.
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Dealer.com34
33Village Ford Inc
Dearborn, MI
Dealer.com34
34Bill Brown Ford
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Dealer InspireBlocked
35Russ Milne Ford, Inc.
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UnknownBlocked
36Southgate Ford
Southgate, MI
UnknownBlocked
37Taylor Ford
Taylor, MI
UnknownBlocked
38Varsity Ford
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Dealer InspireBlocked