AI Visibility Scorecard
Column Five
c5fresh.wpengine.com · Professional Services
Borderline visible. AI bots can crawl Column Five, 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 146 times
Meta AI · Parallel · ChatGPT · Perplexity
#26,180 of 529,142 in Professional Services for AI visibility
62
AI Naming Predictability
iRarely named · 62/100
Professional Services average 8
Top 1% of Professional Services
See what's behind this score →4.1
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Professional Services average 1. Claim your page and Engagemii is your first.
See what's behind this score →35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
Professional Services average 18
See what's behind this score →13
About Column Five
from our crawl and measurement
Column Five is a Newport Beach, CA business whose own site puts it this way: "Column Five is a B2B marketing agency that specializes in brand and content marketing for SaaS companies. Find out how we help brands win." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.1 out of 10.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited 125 times in our tracking, including ClaudeBot (Anthropic), Meta AI and Applebot (Siri).
- Company ·
- Column Five
- Website ·
- c5fresh.wpengine.com
- Industry ·
- Professional Services
- Location ·
- Newport Beach, CA
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Sep 30, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Strong
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Good
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Good
Press and news coverage.
Community
Strong
Forum and community discussion.
Social Mentions
Good
Social discussion and mentions.
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.1/10, Column Five is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Column Five
Which AI engines already crawl you
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Column Five.
Source & Attribution
Scored by Engagemii on September 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/c5fresh-wpengine
Cite this score: Engagemii (2026). "AEO Score for Column Five." Retrieved from https://engagemii.com/aeo/brands/c5fresh-wpengine
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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