AI + Search Engine Optimization = Real SEO™

Human SEO Experts powered by AI & Digital KarmaⓀ™

AI + Search Engine Optimization = Real SEO™

Human SEO Experts + AI & Digital KarmaⓀ™

How AI Marketing-Literate Are You? (Real SEO™ Marketing Literacy Test 2026)

How AI Marketing Literate Are You?

Are You An AI SEO Expert or Beginner?
(An Honest Gauge of Your AI Marketing Literacy)

If you’re a business owner or marketer, this is your wake-up call.

I’ll be honest: I’ve been in digital marketing for over two decades, and even I only *recently* realized how deep AI SEO goes. When I began studying how datasets and large language models (LLMs) actually work together, it felt like discovering a new layer of SEO - like finding out what meta tags were in the late 1990's - early 2000's.

Quick Self-Check — How Many of These Do You Know (or Use)?

  • Dataset Engineering
  • Instruction-Tuning
  • Fine-Tuning (LoRA / QLoRA)
  • Retrieval-Augmented Generation (RAG)
  • Knowledge Distillation
  • Dataset Distillation
  • Embedding Vector Databases (FAISS, Chroma)
  • Prompt-Templating / Prompt-Chaining
  • Data Versioning (DVC / lakeFS)
  • Model Drift & Evaluation Pipelines
  • JSON-LD / LLM.json / AI Endpoints
  • Digital Karma Metrics
  • AI-to-AI Communication
  • Search-Everywhere Optimization™
  • Schema Automation
  • AI Audit Dashboards

 

If you confidently understand more than half, you’re already ahead of 90 % of your competitors. If you recognized fewer than five, congratulations — you’ve just identified the biggest growth opportunity of your career.

 

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