AI Visibility Scorecard
githubcopilotinvestigation.com · Legal
Somewhat visible. AI bots can read GitHub Copilot investigation · Joseph Saveri Law Firm & Matthew Butterick, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 168 times
Meta AI · Claude · Apple Intelligence · Perplexity
#9,637 of 388,270 in Legal for AI visibility
6
AEO Visibility
iVisible · 6.4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
12
AI Adoption
iBasic · 12/100
from our crawl and measurement
GitHub Copilot investigation · Joseph Saveri Law Firm & Matthew Butterick describes itself simply: "GitHub Copilot investigationMaybe you don’t mind if GitHub Copilot used your open-source code without asking.But how will you feel if Copilot erases your open-source community?Hello." Its AI visibility score is 6.4 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Weak
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Strong
Forum and community discussion.
Social Mentions
Weak
No social discussion found yet.
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 6.4/10, GitHub Copilot investigation · Joseph Saveri Law Firm & Matthew Butterick has a working base to build on - fixable, and the signals above are where to start.
What’s wrong with Copilot?
What we know about Copilot raises legal questions relating to both the training of the system and the use of the system.On the training of the systemThe vast majority of open-source software packages are released under licenses that grant users certain rights and impose certain obligations (e.g., preserving accurate attribution of the source code).
What does Copilot mean for open-source communities?
By offering Copilot as an alternative interface to a large body of open-source code, Microsoft is doing more than severing the legal relationship between open-source authors and users. Arguably, Microsoft is creating a new walled garden that will inhibit programmers from discovering traditional open-source communities. Or at the very least, remove any incentive to do so.
Is this your brand?
The exact fixes for GitHub Copilot investigation · Joseph Saveri Law Firm & Matthew Butterick
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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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Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/githubcopilotinvestigation
Cite this score: Engagemii (2026). "AEO Score for GitHub Copilot investigation · Joseph Saveri Law Firm & Matthew Butterick." Retrieved from https://engagemii.com/aeo/brands/githubcopilotinvestigation
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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