AI visibility score
5.2/ 10Fair

#8,719 of 1,392,203 in Food & Beverage

As of 2026-07-31 · Engagemii indexCheck another site →Live terminal →

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 8 times

ChatGPT · Claude · Apple Intelligence · Meta AI

#8,719 of 1,392,203 in Food & Beverage for AI visibility

32

AI Naming Predictability

i

Named occasionally · 32/100

Top 1% of Food & Beverage

5

AEO Visibility

i

Borderline · 5.2/10

0

Muse Index Score

i

AI agent readiness

Not agent-ready · 0/100

8

AI Adoption

i

Basic · 8/100

Share

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 5.2 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

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Good

Clear headings and answer-style content.

Entity Clarity

Fair

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Fair

Experience, Expertise, Authority, Trust markers.

Technical AEO

Good

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

AI Discoverability

Strong

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Strong

Inbound links from other sites.

Domain Authority

Fair

Established authority for your domain.

Reference Presence

Weak

Not in AI knowledge graphs yet.

News & Press

Fair

Press and news coverage.

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 5.2/10, 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

✓

Free AI bot monitoring: see every AI crawler that visits you

Claim your page free

Already have an account? Sign in

Picked for MCA Insight: 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.

Continue reading in your free Engagemii portal

Free signup unlocks the full article plus your personalized AEO fix list for MCA Insight.

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.

Powered by Engagemii - The Answer Engine Optimization (AEO) Platform