AJAY.YADAV

Blog

Thoughts and experiments on AI search, SEO, AEO and LLM citation patterns.

I Tried to Make GT3 Easier to Understand Then Google Started Finding Apex Insights

I built Apex Insights as a GT3 knowledge base, not another motorsport blog. Within weeks a new site with no backlinks was showing up across teams and races.

19 Aug 2026 · 6 min

SEO Automation That Doesn't Hallucinate: How to Build a Recommendation System You Can Trust

Most SEO automation generates plausible recommendations, not grounded ones. The architecture I use to tell them apart, and why the model gets one job.

11 Aug 2026 · 13 min

Six Months of AEO Experiments: What Actually Gets You Cited

Six months of hands-on AEO testing at Flozi. What works, what doesn't, and why most advice skips whether you can win the gap at all.

11 Jul 2026 · 4 min

AEO Tracking Tells You If You're Winning, Not How to Win

Most AEO tracking tools are optimizing against unknown demand. Here's why I use GSC and Bing as the decision layer, and AEO tracking only to verify.

11 Jul 2026 · 4 min

The AEO/SEO Optimization Categories I Actually Check Before I Trust an AI Recommendation

Nine categories cover almost every AEO/SEO fix. Why I still run every AI recommendation through them by hand, including 150 link suggestions where 20 held up.

11 Jul 2026 · 4 min

GEO / AEO Strategy Shift: Why Renaming SEO Metrics Won't Work

Prompt volume is a weak signal. AI visibility is a vanity metric. Attribution is broken. Here's what actually matters in Generative Engine Optimization.

3 Apr 2026 · 6 min

Text Embeddings for AEO and SEO: A Practitioner's Guide

How embeddings power AI answer engines, where they fail, and how to run a two-stage content audit, embedding retrieval plus LLM verification for AEO.

27 Mar 2026 · 12 min

Why AI Won't Cite Your Content (And What to Fix)

Your page can rank and still never appear in AI answers. Here's why AI retrieves but doesn't cite and what actually fixes it.

15 Mar 2026 · 5 min