AI Visibility Scorecard
8th Light
8thlight.com · Technology
Well-positioned for AI search. Its weakest signals, News & Press and Social Mentions, are where 8th Light still has room to grow.
AI engines read this profile 10 times
Apple Intelligence · Claude · ChatGPT · Parallel
Top 1% in Technology for AI visibility
94
AI Naming Predictability
iAI names companies like this often · 94/100
Technology average 28
Top 1% of Technology
See what's behind this score →8.35
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. 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
Technology average 17
See what's behind this score →4
About 8th Light
from our crawl and measurement
8th Light describes itself simply: "Agentic products built on twenty years of platform engineering. We help ambitious teams take AI from prototype to production. Custom software since 2006." To AI engines like ChatGPT and Perplexity it is one of the more visible businesses we measure, scoring 8.35 out of 10.
Our crawl found structured data on the page (WebPage, Organization, BreadcrumbList), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have read this profile 10 times in our tracking, including Applebot (Siri), ClaudeBot (Anthropic) and GPTBot (ChatGPT).
- Company ·
- 8th Light
- Website ·
- 8thlight.com
- Industry ·
- Technology
- Location ·
- Chicago, IL
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Nov 8, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Good
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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
Fair
Established authority for your domain.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Strong
Forum and community discussion.
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 read your site and name it in answers. At 8.35/10, 8th Light is well placed; the signals above show what is left to gain.
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 November 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/8thlight
Cite this score: Engagemii (2026). "AEO Score for 8th Light." Retrieved from https://engagemii.com/aeo/brands/8thlight
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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