AI visibility score
4.1/ 10Fair

#246,523 of 365,471 in Automotive

As of 2026-07-31 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

obd2.codes

obd2.codes

Unclaimed

obd2.codes · Automotive

Borderline visible. AI bots can crawl obd2.codes, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.

AI engines read this profile 1 times

Claude

#246,523 of 365,471 in Automotive for AI visibility

4

AEO Visibility

i

Borderline · 4.1/10

5

Muse Index Score

i

AI agent readiness

Basic · 5/100

0

AI Adoption

i

None detected · 0/100

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About obd2.codes

from our crawl and measurement

obd 2 codes describes itself simply: "Are you struggling to get the most out of your vehicle’s fuel… Read More » general obd22022-12-310 483 oxygen sensor repair cost Are you concerned about the cost of repairing your oxygen." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.1 out of 10.

On the page itself the strengths are clear: a clear heading structure and sitemaps and entity links AI can follow. It is passable on basic crawler access. What holds it back is a clearly stated business identity, credibility markers like credentials or reviews and structured data describing the business.

Off the page there is only faint evidence that the domain is only lightly established. Beyond that, almost no other sites link to it, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.

Industry · Automotive
Last scored · Jul 31, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Strong

Clear headings and answer-style content.

Entity Clarity

Weak

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Weak

Experience, Expertise, Authority, Trust markers.

Technical AEO

Good

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

Good

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Weak

No inbound links found yet.

Domain Authority

Weak

Little domain authority yet.

Reference Presence

Weak

Not in AI knowledge graphs yet.

News & Press

Weak

No press coverage found yet.

Community

Weak

No community discussion yet.

Social Mentions

Weak

No social discussion found yet.

What this score means

Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.1/10, obd2.codes is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for obd2.codes: How-To

How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide

The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.

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Source & Attribution

Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/obd2-codes

Cite this score: Engagemii (2026). "AEO Score for obd2.codes." Retrieved from https://engagemii.com/aeo/brands/obd2-codes

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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