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Essays

Long-form pieces that take a position. 1,500-3,000 words.

All (49) entity-infrastructure (15) systems (8) ai-search (8) craft (4) engineering (3) publishing (3) knowledge-graph (2) trust-chain (2) schema (2) content-strategy (2)
The Minimum Training Data Footprint for AI Citation
2026-03-31 · 11 min read
AI models have a minimum threshold of data before they start citing an entity. Below it, you are invisible. Here is what constitutes enough training data.
Setting Up AI Mention Monitoring for Your Company
2026-03-30 · 10 min read
You need to know when AI starts mentioning your company. A practical guide to monitoring across ChatGPT, Perplexity, Gemini, and Google AI Overview.
How AI Agents Weigh Local vs International Mentions
2026-03-29 · 10 min read
AI models do not treat all mentions equally. International English-language sources carry more weight in global AI. Local mentions dominate local search. Understanding the hierarchy helps you build the right mix.
The rel=me Tag: Two Characters That Verify Your Entire Identity Network
2026-03-28 · 8 min read
rel=me creates a verifiable chain connecting your website to every external profile.
Entity Maturation: How Long Before AI Agents Start Citing You
2026-03-28 · 11 min read
Entity verification is not instant. There is a maturation period from first data point to AI citation. Here are realistic timelines for each milestone.
The Closed-Loop Entity Verification System: How to Build One in 90 Days
2026-03-27 · 10 min read
A step-by-step protocol for connecting ORCID, OSF, Zenodo, and your domain into a self-reinforcing entity verification system.
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© Ibrahim Anwar · Bogor, West Java
This work is licensed under CC BY 4.0
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