MOLAVI.PRO
NOTES / JOURNAL
Articles and field notes by Taghi Molavi on SEO, GEO, AI Visibility and content architecture.
Article
From the First Websites to AI Visibility
A 20-year story of one changing question: why some brands become visible while others, despite real quality, are forgotten by the market's digital memory.
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13 September 2026
How to Curate MCP Agent Skills for Reliable AI Work
A practical architecture for curating and progressively revealing MCP agent skills without confusing quantity with quality.
13 September 2026
n8n Agent Skills: AI Agent Validation
n8n Agent Skills: why AI coding agents need reusable context, validation layers and recovery evidence.
13 September 2026
MCP GEO Server: RAG Readiness
The tool, data and security boundary between GEO audits and RAG readiness.
13 September 2026
GEO-Scope: AI Visibility Benchmark
Architecture and limits of GEO-Scope’s 1,000-prompt AI visibility benchmark.
13 September 2026
SAGE: SEO, AEO and GEO Audit Design
How SAGE separates technical, entity and retrieval checks in one inspectable audit.
13 September 2026
Why Coding Agents Need Project Discovery Before They Edit
How project discovery gives coding agents context before editing real repositories.
13 September 2026
Designing a Provider-Agnostic AI Summary Layer for Laravel
A resilient Laravel package architecture for providers, fallbacks, caching and entities.
13 September 2026
Lean Agent Skills: Less Context, Same Quality
An engineering experiment in progressive disclosure, context cost and coding-agent quality.
13 September 2026
How to Evaluate an AI Coding-Agent Skills Directory
A practical rubric for assessing maintenance, scope and trust in coding-agent skill directories.
13 September 2026
AnswerPath GEO: Mining the Questions People Ask AI
How AnswerPath GEO turns owned questions into a transparent content and FAQ map while separating observations from hypotheses.
September 4, 2026
Enterprise SEO and GEO: Architecture at Scale
A technical guide to crawl-budget control, hybrid rendering, JSON-LD graphs, and visibility in generative engines at enterprise scale.
2 September 2026
Digital PR and AI at Elecomp 1405
Event information for Taqi Molavi and Arash Sarvari’s Digital PR conversation at Elecomp 1405, with a guide download form.
August 30, 2026
Local GEO: A Guide to Visibility in AI Search
A practical, evidence-led global guide to Local GEO: local data, entity clarity, listings, reviews, mentions, AI search measurement, and platform limits.
21 August 2026
Why Are Some Brands Missing from AI Answers?
A full, source-aware guide to the entity, evidence, retrieval, popularity, content, and consistency problems that can make a brand disappear from AI answers.
14 August 2026
SEO and AI Search: August 2026 Analysis
A source-aware conclusion-led digest of generative AI reporting, social properties, paid-search automation, AI agents, and what marketers should measure next.
12 August 2026
GEO-Scope: Measuring Brand Visibility in AI Answers
A clear introduction to GEO-Scope, Taqi Molavi’s open-source project for studying brand share, first recommendations, cited sources, and early signals reported in its README.
12 August 2026
Simplify Your Business Processes Before Automating
An experience-driven argument for simplifying business processes before adding content, AI, SEO tools, or automation—with a six-step purchase reduced to three.
August 11, 2026
How Founder Personality Shapes SEO and AI Visibility
Founder personality is not a direct ranking factor, but focus, consistency, experience, and published evidence shape how the web understands an entity.
August 8, 2026
Why Some Brands Stand Out in AI Search
A research-led analysis of why brands such as Zara, IKEA, Nike, Mayo Clinic, HubSpot and GitHub become understandable, trusted and selectable in AI answers.
August 7, 2026
GEO Is Not the New SEO: Key Strategic Differences
A definition-level framework separating SEO, AEO, GEO, and AI Visibility through Discovery, Retrieval, Citation, Recommendation, and Default Authority.
August 7, 2026
How AI Models Name SEO and GEO Experts
A reproducible Molavi.pro research protocol for comparing AI-perceived authority with real-world expertise.
August 7, 2026
Evidence Architecture: Making Brands Citable
An owned framework connecting technical foundations, entities, evidence, validation, retrieval, citation, and recommendation.
August 7, 2026
Measuring AI Visibility: Common Reporting Errors
A data-driven framework defining the core metrics for generative visibility.
August 7, 2026
From Ranking First to Becoming the Default Answer
A thought-leadership essay on becoming a trusted candidate for AI answers and agents.
August 1, 2026
AI Visibility and Digital Trust in Healthcare
Healthcare visibility is shifting from rankings and traffic toward AI-recognized trust. This roadmap explains what healthcare leaders should do next.
July 27, 2026
What Is SEO? Foundations for Search and AI
A simple, human explanation of SEO and why it is still the foundation for AEO, GEO, and AI Visibility.
July 27, 2026
What Is AEO? Answer Engine Optimization Explained
AEO prepares content for answer engines. It is the natural next step after SEO for brands that want to be cited as answers.
July 27, 2026
What Is GEO? Generative Engine Optimization
GEO builds a brand footprint for generative engines. It can start without a website, but a strong website makes it clearer and easier to control.
July 27, 2026
What Is AI Visibility? Brand Mentions and Citations
A very simple explanation of AI Visibility and how brands become recognizable in ChatGPT, Gemini, Perplexity, and Google AI.
July 27, 2026
AI Visibility Services: Preparing Your Brand
Customers increasingly ask AI tools before they visit websites. AI Visibility makes the brand understandable, trustworthy, and easier to choose.
July 27, 2026
GEO ROI: Connecting Brand Visibility to Sales
GEO matters when visibility, trust, service pages, structured data, and the contact path work together to create real project requests.
July 24, 2026
Search Engineering: Semantic SEO and AI Search
A practical guide to topical authority, retrieval cost, entity modeling, and building content systems for Google, ChatGPT, and answer engines.
May 9, 2025
The Next Layer of the Internet
A new layer is emerging. Not just faster, but more human.
May 1, 2025
Media in the Age of AI
Information is abundant. Intelligence is scarce. Context is everything.
April 25, 2025
Network Civilization: Trust and Collaboration
The future is not owned. It is participatory. Build networks, not silos.