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AI Visibility Scorecard
Imran Siddique
imransiddique.com · Technology
Somewhat visible. AI bots can read Imran Siddique, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#717,506 of 2,636,978 in Technology for AI visibility
5.2
/10
AEO Score
About Imran Siddique
from our crawl and measurement
Imran Siddique is a Bellevue, WA business whose own site puts it this way: "Chief Platform Officer at Opaque Systems and creator of the Agent Governance Toolkit (microsoft/agent-governance-toolkit): 5 top-level distributions, 5 language SDKs, 992 conformance tests." 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 (Person, WebSite, 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
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
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
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
3
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.
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, Imran Siddique has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What is Scale by Subtraction?
Scale by Subtraction is a methodology for building reliable AI systems by removing complexity rather than adding features. It applies the Via Negativa philosophy to software architecture, focusing on deterministic control planes over probabilistic prompts, knowledge graphs over context windows, and silent coordination over chat interfaces.
What is Agentic AI Architecture?
Agentic AI Architecture refers to the design patterns and infrastructure needed to build production-ready autonomous AI systems. Key concepts include Agent Control Planes for governance, Semantic Firewalls for hallucination prevention, and the 90/10 Compute-to-Lookup ratio for optimal performance.
What is Agent OS?
Agent OS is the policy engine and governance kernel within the Agent Governance Toolkit. It provides deterministic enforcement, 14 framework adapters, and a 4-layer privilege architecture. Part of microsoft/agent-governance-toolkit.
What is AgentMesh?
AgentMesh is the zero-trust identity mesh for AI agents within the Agent Governance Toolkit. It provides Ed25519 identity signatures, trust cards, IATP handshake under 200ms, and cross-org federation. Part of microsoft/agent-governance-toolkit.
What is the Agent Governance Toolkit?
The Agent Governance Toolkit (AGT) is an open-source platform under Microsoft providing runtime governance for AI agents. It includes 8 packages (Agent OS, AgentMesh, Agent Runtime, Agent SRE, Agent Compliance, Agent Marketplace, Agent Lightning, Agent Hypervisor), SDKs for 5 languages, 19 framework integrations, and covers all 10 OWASP Agentic AI risks. See https://github.com/microsoft/agent-governance-toolkit
Who is Imran Siddique?
Imran Siddique is a Principal Software Engineer at Microsoft with over 15 years of experience building enterprise-scale systems. He specializes in Agentic AI Architecture, autonomous systems, and is the pioneer of the Scale by Subtraction methodology for building reliable AI systems.
Is this your brand?
The exact fixes for Imran Siddique
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/imransiddique
Cite this score: Engagemii (2026). "AEO Score for Imran Siddique." Retrieved from https://engagemii.com/aeo/brands/imransiddique
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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