All Posts

I Found It in the Code, Science Proved It in the Lab: The Recency Bias That’s Reshaping AI Search
In August 2025, I found something on ChatGPT’s configuration files and identified a single line of code that explained many things: use_freshness_scoring_profile: true I wrote

The num=100 Effect: Why Deep Research Feels Shrinks
X & LinkedIn have been firing lately. Impressions are falling, clicks are flat, and rankings are jumping all over the place. Two websites in my

The RRF Top-n Playbook: How to Get Cited by ChatGPT’s Web Mode (k≈60)
I’ve been quiet for two weeks, and I appreciate all the questions you’ve sent. Thank you for your patience and interest. I’m excited to share

Inside ChatGPT’s GPT 5 Search: What the Configuration Files Reveal About How It Ranks Your Content
An analysis of actual ChatGPT configuration settings and what they mean for content creators. Many probabilities… If you’ve ever wondered how ChatGPT decides which websites

I Analyzed 1827 Real User Prompts from ChatGPT – Here What I’ve Found: Agentic Search Will Be The New Hype
I wanted to understand how people really use ChatGPT, so I did something simple. I searched Google for “site:chatgpt.com Temporary Chat” and checked Archive.org for

Breaking: Perplexity’s 59 Ranking Patterns and Secret Browser Architecture Revealed (With Code)
Key Discoveries Perplexity AI uses L3 XGBoost reranking system with l3_reranker_drop_threshold that filters entity search results below quality thresholds. System includes manually curated authoritative domain

Token Economics: Can Logprobs Help You Increase AI Search Visibility?
AI search engines like ChatGPT, Perplexity, and Claude are starting to replace traditional Google-style search for many users. For SEOs and content writers, this raises

Is RRF the Secret to Dominating AI Citations? I Decoded ChatGPT’s Ranking Formula
Like many SEOs, I love looking at ChatGPT’s dev console on Chrome. I was digging around for Google & Bing fingerprints when I discovered a

What Happens When You Launch a Website Without Google or Bing? (AI Citation Test)
I conducted an indexing experiment for ChatGPT, and the results were a bit surprising. My goal was to see whether OpenAI shows any kind of

The Temperature Zero Trick: How to Discover What LLMs Really Know About Any Company in 30 Seconds
It all started with a simple question. “I love using OpenAI Platform and AI Studio. What can I extract from LLMs using temperature 0.0?” We