AI Visibility Scorecard
Byrds Consulting
byrds.dev · Professional Services
At 1.47/10, Byrds Consulting is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Backlinks, Domain Authority and News & Press. That is fixable, and the signals below show where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
Top 50% in Professional Services for AI visibility
19
AI Naming Predictability
iRarely named · 19/100
Professional Services average 8
Top 13% of Professional Services
See what's behind this score →1.47
AEO Visibility
iNear-invisible · 1.47/10
Professional Services average 1.5
See what's behind this score →-
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 →20
Muse Index Score
iAI agent readiness
Basic · 20/100
Professional Services average 18
See what's behind this score →8
About Byrds Consulting
from our crawl and measurement
Byrds Consulting is a business whose own site puts it this way: "Tech leadership, Next.js, React and Node.js, from assessment to deployment, backed by 16 years of experience." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 1.47 out of 10.
Our crawl found structured data on the page (ProfessionalService) and a readable heading structure. It is missing an llms.txt file and a sitemap.
- Company ·
- Byrds Consulting
- Website ·
- byrds.dev
- Industry ·
- Professional Services
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Nov 9, 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
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
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
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
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 1.47/10, Byrds Consulting is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
Is a technical issue slowing down your roadmap?
Share the context, constraints and deadline. I will respond with an initial assessment and the most useful next step.Schedule a 30-minute callByrds ConsultingHomeExpertisePricingCase StudiesContactLegal noticePrivacyCookies and analytics© 2026 Byrds Consulting. All Rights Reserved.FREN
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/byrds-dev
Cite this score: Engagemii (2026). "AEO Score for Byrds Consulting." Retrieved from https://engagemii.com/aeo/brands/byrds-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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