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Imran Siddique
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. Two-thirds of websites are invisible to them. Imran Siddique just got measured.
8/10 means Imran Siddique is well-positioned for AI search. The full breakdown below shows where you are still leaving points on the table.
About Imran Siddique
Imran Siddique - Principal Software Engineer at Microsoft. Creator of the Agent Governance Toolkit (AGT): 8 packages, 5 SDKs, 13,000+ tests, 19 framework integrations. Expert in Agentic AI Architecture, Autonomous Systems, LLM Governance, and Scale by Subtraction methodology.
Key Topics
Details
Industry: Technology
imransiddique.comAI Visibility Breakdown
6
Structured Data
9
Content Structure
7
Entity Clarity
5
E-E-A-T Signals
10
Technical AEO
10
AI Discoverability
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.
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Source & Attribution
Scored by Engagemii on June 18, 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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