San Francisco Bay Area · Mercedes-Benz · DealerOn

Mercedes-Benz of Pleasanton

Pleasanton, CA. Scanned September 26, 2026. Ranked 7 of 11 Mercedes-Benz stores in San Francisco Bay Area.

15 / 100

Agent readiness score

3 / 13

checks passed

DealerOn

Website platform

pleasanton.mercedesdealer.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

llms.txt

A plain-text file at /llms.txt that tells language models what the site is and where the important pages are.

+10

AI discovery file

A machine-readable file describing the business for AI agents.

+10

AutoDealer schema

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

+10

XML sitemap

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

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.

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.

What is in place

✓

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.

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.

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Mercedes-Benz stores in San Francisco Bay Area

#	Dealer	Platform	Score
1	Autobahn Motors Belmont, CA	Dealer.com	44
2	Mercedes-Benz of Oakland Oakland, CA	Dealer.com	44
3	Mercedes-Benz of San Francisco South San Francisco, CA	Dealer.com	44
4	Mercedes-Benz of Walnut Creek Walnut Creek, CA	Dealer.com	44
5	Mercedes-Benz of Marin San Rafael, CA	DealerOn	37
6	Mercedes-Benz of Palo Alto Palo Alto, CA	DealerOn	37
7	Mercedes-Benz of Pleasanton Pleasanton, CA	DealerOn	15
8	Fletcher Jones Motorcars of Fremont Fremont, CA	Dealer Inspire	Blocked
9	Mercedes-Benz of Fairfield Fairfield, CA	Dealer Inspire	Blocked
10	Mercedes-Benz of San Jose San Jose, CA	Unknown	Blocked
11	Mercedes-Benz of Stevens Creek San Jose, CA	Unknown	Blocked