Los Angeles · Subaru · Dealer.com

Subaru Sherman Oaks

Van Nuys, CA. Scanned September 26, 2026. Ranked 7 of 14 Subaru stores in Los Angeles.

44 / 100

Agent readiness score

7 / 13

checks passed

Dealer.com

Website platform

subarushermanoaks.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.

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

✓

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.

✓

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: AutoDealer, AutoPartsStore, AutoRepair, AutomotiveBusiness, GeoCoordinates, OpeningHoursSpecification, PostalAddress

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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Subaru stores in Los Angeles

#	Dealer	Platform	Score
1	DCH Subaru of Thousand Oaks Thousand Oaks, CA	Dealer.com	50
2	Frank's Irvine Subaru Lake Forest, CA	Team Velocity	50
3	Subaru of Ontario Ontario, CA	Team Velocity	47
4	Timmons Subaru Long Beach, CA	Team Velocity	47
5	Puente Hills Subaru City of Industry, CA	Dealer.com	44
6	Subaru Pacific Hawthorne, CA	Dealer.com	44
7	Subaru Sherman Oaks Van Nuys, CA	Dealer.com	44
8	Santa Monica Subaru Santa Monica, CA	DealerOn	34
9	Sutherlin Subaru Huntington Beach Huntington Beach, CA	DealerOn	34
10	Jerry Seiner Subaru Valencia, CA	Dealer Inspire	Blocked
11	Ocean Subaru of Fullerton Fullerton, CA	Dealer Inspire	Blocked
12	Sierra Subaru of Monrovia Monrovia, CA	Dealer Inspire	Blocked
13	Subaru of Glendale Glendale, CA	Unknown	Blocked
14	Subaru Orange Coast Santa Ana, CA	Dealer Inspire	Blocked