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AI Visibility Scorecard
maced.ai · Technology
Borderline visible. AI bots can crawl Goated Ventures, LLC, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 8 times
Apple Intelligence · ChatGPT · Meta AI · Claude
#921,612 of 2,666,903 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.9/10
75
Muse Index Score
iAI agent readiness
Transactable · 75/100
12
AI Adoption
iBasic · 12/100
from our crawl and measurement
Maced is a business whose own site puts it this way: "Goated Ventures, LLC operates Maced, an autonomous AI penetration testing platform for modern engineering teams." When AI engines look at it, they find little to work with. It scores 4.9 out of 10.
Our crawl found structured data on the page (Organization, WebSite, SoftwareApplication), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 4 times in our tracking, including GPTBot (ChatGPT), ClaudeBot (Anthropic) and Applebot (Siri).
Higher is better · 0-10
Structured Data
8
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
1
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 4.9/10, Goated Ventures, LLC is crawlable but under-signaled - fixable, and the signals above are where to start.
What is AI pentesting and how does it work?
AI pentesting uses autonomous agents to simulate real-world attacks against your applications, APIs, and infrastructure. The agents map your attack surface, probe for vulnerabilities, attempt exploitation, and validate findings — all without manual intervention.
How long does a pentest take?
Most pentests complete within hours rather than the weeks typically required for traditional manual engagements. You can monitor agent activity in real time and receive your full report the same day.
Can I use the report for SOC 2 or ISO 27001 compliance?
Yes. Every pentest produces an audit-grade PDF report structured to satisfy SOC 2 and ISO 27001 requirements, including executive summary, detailed findings, evidence of exploitation, and remediation guidance.
What's the difference between white-box and black-box testing?
In white-box testing, agents have access to your source code and can identify vulnerabilities through code analysis alongside active probing. Black-box testing simulates an external attacker with no internal knowledge. Maced supports both modes — white-box testing is enabled automatically when you connect your repositories.
Do I need to share my source code?
No — source code access is optional. Black-box pentests run without it. However, connecting your repos enables white-box analysis, which significantly increases coverage by allowing agents to understand application logic, authentication flows, and data models.
How do you prevent false positives?
Every finding is validated through actual exploitation against your live target. If an agent cannot successfully exploit and confirm a vulnerability, it is discarded. Only verified, reproducible findings appear in your report.
Is it safe to run against production?
Agents are designed to detect and validate vulnerabilities without causing disruption. You define the scope — which domains can be tested and which are off-limits — and all agent traffic is enforced through strict guardrails. A kill switch is available to stop all agents instantly.
What types of vulnerabilities can it detect?
Maced covers the OWASP Top 10, injection flaws, broken access controls, authentication weaknesses, IDOR, SSRF, business logic errors, API misconfigurations, and more. Agents reason about application behavior to find issues that scanners miss.
Is this your brand?
The exact fixes for Goated Ventures, LLC
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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.
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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/maced-ai
Cite this score: Engagemii (2026). "AEO Score for Goated Ventures, LLC." Retrieved from https://engagemii.com/aeo/brands/maced-ai
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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