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AI Visibility Scorecard
Part 31
part31.com · Home & Living
At 1.5/10, Part 31 is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,084,108 of 1,088,538 in Home & Living for AI visibility
1.5
/10
AEO Score
About Part 31
from our crawl and measurement
Part 31 describes itself simply: "The Prevailing Wage newsletter that helps federal SCA contractors protect their margins and stay compliant on post-award operations. Click to read Part 31, a Substack publication." As far as answer engines are concerned it may as well not exist yet: 1.5 out of 10.
The gap is on the page itself: the site is missing structured data describing the business, an llms.txt file, a sitemap, which are the first things an answer engine looks for.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
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
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
3
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
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 Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 1.5/10, Part 31 is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Part 31
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Buying a Sofa Online Is Terrifying. Here's How AI Is Fixing That.
Buying furniture online requires a leap of faith that most people aren't prepared to make.
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Source & Attribution
Scored by Engagemii on August 11, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/part31
Cite this score: Engagemii (2026). "AEO Score for Part 31." Retrieved from https://engagemii.com/aeo/brands/part31
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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