AI Visibility Scorecard
O&A Consulting, LLC
agenttrustkit.com · Technology
Somewhat visible. AI bots can read O&A Consulting, LLC, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#667,403 of 2,707,790 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.2/10
70
Muse Index Score
iAI agent readiness
Transactable · 70/100
17
AI Adoption
iBasic · 17/100
About O&A Consulting, LLC
from our crawl and measurement
O&A Consulting, LLC, based in Baltimore, MD, describes itself simply: "A boutique AI engineering studio for high-stakes domains: generative AI, knowledge graphs, agent trust evaluation, and premium user experience." Its AI visibility score is 5.2 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (Organization, SoftwareApplication, FAQPage), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Strong
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 5.2/10, O&A Consulting, LLC has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
How do you evaluate agentic workflows?
You judge how the agent got there, against rules somebody wrote down before the run.A golden dataset scores an output by diffing it against an expected answer, which assumes there is one.
Who signs off on your agent?
Your first trust report is free, generated on your own agent, with nothing leaving your environment.
Is this your brand?
The exact fixes for O&A Consulting, LLC
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 O&A Consulting, LLC.
Source & Attribution
Scored by Engagemii on September 29, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/agenttrustkit
Cite this score: Engagemii (2026). "AEO Score for O&A Consulting, LLC." Retrieved from https://engagemii.com/aeo/brands/agenttrustkit
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform