Detroit · Mazda · Team Velocity

Lafontaine Mazda of Livonia

Livonia, MI. Scanned September 26, 2026. Ranked 1 of 5 Mazda stores in Detroit.

50 / 100

Agent readiness score

9 / 13

checks passed

Team Velocity

Website platform

lafontainemazdalivonia.com

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.

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.

✓

AutoDealer schema

JSON-LD that identifies the site as a car dealership, with address, hours, and brands.

✓

Any structured data

At least one JSON-LD block on the homepage.

✓

Organization or LocalBusiness schema

Entity-level schema that connects the store to its parent and its location.

✓

FAQ schema

Marked-up questions and answers that AI can quote directly.

✓

GPTBot allowed

robots.txt does not block OpenAI's crawler.

✓

ClaudeBot allowed

robots.txt does not block Anthropic's crawler.

✓

Google-Extended allowed

robots.txt does not block Google's AI training crawler.

✓

XML sitemap

A sitemap declared in robots.txt or served at /sitemap.xml.

Schema types found: AggregateRating, Answer, AutoDealer, AutoPartsStore, AutoRepair, Brand, City, FAQPage, GeoCoordinates, ImageObject, ItemList, Offer, OfferCatalog, OpeningHoursSpecification, Organization, PostalAddress, Question, Service, State, WebSite

Run this store's own report

PromptGraph deploys the missing pieces, then tracks whether ChatGPT, Gemini, and Grok actually recommend the store. Same checks, same scale, monthly.

Get the full reportOwn this store? Request a rescan or correction

Mazda stores in Detroit

#	Dealer	Platform	Score
1	Lafontaine Mazda of Livonia Livonia, MI	Team Velocity	50
2	Sesi Mazda Ann Arbor, MI	Team Velocity	50
3	Suburban Mazda of Farmington H Farmington Hills, MI	Dealer.com	44
4	Suburban Mazda of Troy Troy, MI	Dealer.com	44
5	Serra Mazda Brighton Brighton, MI	Dealer Inspire	Blocked