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AI Visibility Scorecard

MCA Insight

MCA Insight

Unclaimed

mca-insight.com · Food & Beverage

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

AI engines read this profile 1 times

Claude

#7,185 of 1,355,024 in Food & Beverage for AI visibility

6.5

/10

AEO Score

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About MCA Insight

from our crawl and measurement

MCA Insight is a business whose own site puts it this way: "News, intelligence & analysis for UK eating & drinking out businesses, covering pubs, bars, nightclubs, restaurants, casual dining, cafes/coffee shops." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.5 out of 10, readable in places and missing in others.

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.

Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established and press coverage is thin. Beyond that, AI engines do not yet recognise it as a distinct business, 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 · Food & Beverage
Last scored · Jul 31, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

2

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

7

Clear headings and answer-style content.

Entity Clarity

4

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

4

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

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

AI Discoverability

8

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

10

Inbound links from other sites.

Domain Authority

4

Established authority for your domain.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

5

Press and news coverage.

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 6.5/10, MCA Insight has a working base to build on - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for MCA Insight

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for MCA Insight: AEO & AI Search

The AEO Checklist Every Small Business Owner Needs Right Now

Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.

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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/mca-insight

Cite this score: Engagemii (2026). "AEO Score for MCA Insight." Retrieved from https://engagemii.com/aeo/brands/mca-insight

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

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