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AI Visibility Scorecard

Obnova LLC

Obnova LLC

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obnova.io · Technology

Somewhat visible. AI bots can read Obnova LLC, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 1 times

Claude

#533,695 of 2,641,189 in Technology for AI visibility

5.4

/10

AEO Score

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About Obnova LLC

from our crawl and measurement

Obnova describes itself simply: "Obnova provides SEO, website design, and reputation management for local businesses and franchises to increase visibility and drive visits and calls." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places and missing in others.

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

Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, 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.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). It does link out to several social profiles, which helps engines tie the brand together.

Industry · Technology
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

6

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

7

Clear headings and answer-style content.

Entity Clarity

7

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

3

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

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

AI Discoverability

7

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

7

Inbound links from other sites.

Domain Authority

1

Established authority for your domain.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

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 5.4/10, Obnova LLC has a working base to build on - fixable, and the signals above are where to start.

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The exact fixes for Obnova LLC

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Weekly ChatGPT & Claude citation tracking

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Picked for Obnova LLC: 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 August 1, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/obnova-io

Cite this score: Engagemii (2026). "AEO Score for Obnova LLC." Retrieved from https://engagemii.com/aeo/brands/obnova-io

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

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