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AI Visibility Scorecard
Luis Guillermo Peña memopena.com
memopena.com · Technology
Borderline visible. AI bots can crawl Luis Guillermo Peña memopena.com, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,140,304 of 2,640,508 in Technology for AI visibility
3.4
/10
AEO Score
About Luis Guillermo Peña memopena.com
from our crawl and measurement
"Principal Architect specializing in production agentic AI systems on AWS, Bedrock AgentCore, Strands Agents, Claude Code. Ex-AWS. Shipping multi-agent platforms for regulated industries." That is how Luis Guillermo "Memo" Peña Principal Architect, Agentic AI on AWS introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.2 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
3
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
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
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 3.4/10, Luis Guillermo Peña memopena.com is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Luis Guillermo Peña memopena.com
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 portalFree signup unlocks the full article plus your personalized AEO fix list for Luis Guillermo Peña memopena.com.
Source & Attribution
Scored by Engagemii on August 20, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/memopena
Cite this score: Engagemii (2026). "AEO Score for Luis Guillermo Peña memopena.com." Retrieved from https://engagemii.com/aeo/brands/memopena
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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