Reverse Engineering ChatGPT’s Dual-System Search Architecture: How AI Combines Web Search + E-commerce APIs for Commercial Queries

Document Overview Query Context: User asked “What are the best sunscreens for Oily Screen to buy in Toronto?” Response Type: Product-focused search with e-commerce integration Total Lines: 296 Key Features: Product entities, real-time shopping data, location-specific recommendations, content moderation 🔍 METHODOLOGY EXPLANATION Throughout this document: 🔢 RAW DATA = Exact

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How to Make OpenAI API calls from Google Sheets?

I often have a need of making OpenAI API calls directly from Google Sheets to prepare some data. Earlier, I used to use Add-Ons like GPT for Sheets, but slowly they all became paid. So I figured a free alternative for my needs. I’m sharing it here so you all

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My SEO Strategy Framework

Context: Every SEO practitioner has their own way of doing things. SEOs build up their thought process based on their past experience, mindset, and futuristic vision. In this article, I am going to explain my SEO strategy framework, how do I look at SEO and how do I make decisions

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How to hire an SEO expert or SEO agency

How To Hire an SEO Expert or Agency? Key Questions to Ask

One of the toughest tasks for decision-makers is to ensure, they work with a qualified team to drive results. It is no different when it comes to Search Engine Optimization Professional (aka SEO Professional). The business owners and decision-makers who have already burned their fingers working with SEOs might not

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