The Definitive Guide To Image SEO: Google Content Warehouse ImageData Schema Analysis
Go inside Google’s leaked ImageData schema. In my latest article I reveal the real ranking signals for images, from NIMA quality scores to entity associations. Level up your SEO.”
Read the full article here The Definitive Guide To Image SEO: Google Con…
Google’s LocalWWWInfo: An Analysis of Local SEO Signals in the Google Leak
After 25 years in search engine optimisation, it’s rare to see a development that provides such stark clarity as the May 2024 Content Warehouse API leak. My analysis has focused intensely on the LocalWWWInfo data model. For years, we’ve mov…
The PerDocData: An SEO’s Strategic Analysis of Google’s Leaked Core Document Model
Having spent 25 years analysing Google’s results pages, the leak of the PerDocData model is nothing short of a Rosetta Stone. At Hobo, I’ve always worked from the evidence we had, and to be fair, my analysis concludes that Google spokespeop…
Google’s Leaked CompressedQualitySignals: Advanced SEO Analysis
In my latest article about Google Content Warehouse leak I delve into the most important module of the whole leak (in my opinion). Navigating the world of search engine optimisation for a quarter of a century is to live in a state of perpetual adaptati…
The CompositeDoc: Google’s Core Document Data Structure Leaked
After about a quarter of a century in the trenches of SEO (search engine optimisation), I’ve seen fads come and go. I’ve witnessed the rise and fall of countless ‘guaranteed ranking’ tactics and watched as the digital landscape …
The QualityNsrPQData Model: The Core of Google’s Page Quality Assessment
After 25 years in this industry, I’ve seen it all. I was optimising websites for search engines like Alta Vista and Lycos before Google was even a registered domain. In those early days, SEO was a simpler, cruder art. We were a long way from the …
The Definitive Guide to Mobile SEO After the Leak: How Google Ranks Your Website
There’s a reason Google openly tells us “Google uses the mobile version of a site’s content, crawled with the smartphone agent, for indexing and *ranking*. This is called mobile-first indexing.” The emphasis above is mine, natur…
Core Web Vitals SEO After The Google Content Warehouse API Data Leaks
This article dissects the Google Content Warehouse API documentation leak in March 2024 with Core Web Vitals under the spotlight.
Read the full article here Core Web Vitals SEO After The Google Content Warehouse API Data Leaks © Copyright 2006-2025 Sha…
The Myth of LSI Keywords – It’s Query Fan Out, All The Way Down.
Q: How many SEO experts does it take to change a light bulb? A: light bulb, bulb, lamp, lighting, fixture, replace lightbulb, best light bulb… A Researcher’s Note: The Serendipitous Path to an Answer Let me go through how the central thesis…
The Definitive Guide to Linkbuilding after the Google Content Warehouse Leak
A unified strategy for link acquisition and management.
Read the full article here The Definitive Guide to Linkbuilding after the Google Content Warehouse Leak © Copyright 2006-2025 Shaun Anderson
The Definitive Guide to Linkbuilding after the Google Content Warehouse Leak
A unified strategy for link acquisition and management.
Read the full article here The Definitive Guide to Linkbuilding after the Google Content Warehouse Leak © Copyright 2006-2025 Shaun Anderson
Google’s Product Reviews Updates: Signals in the Google Content Warehouse API Leak
Take note. Within the Google’s Content Warehouse API, the documentation explicitly defines a suite of attributes directly related to the evaluation of product reviews.
Read the full article here Google’s Product Reviews Updates: Signals in the G…
How Ads on your site Kill Your Google Rankings – Evidence From Google Leak
There’s a reason why Google says, “Don’t let ads harm your mobile page ranking“. For more than two decades, we in the SEO profession have navigated the complex relationship between Google’s public mission and its commercia…
Search Engine Optimisation – SEO Strategy in 2025 – The End of Guesswork
The recent seismic events in the Google SEO industry – namely, the landmark DOJ v. Google antitrust trial and the unprecedented content warehouse data leaks – are not disparate occurrences. They represent a single, clarifying moment of vali…
AI Search Citation Mining
This is the raw data dump from our citation mining pipeline demo on social media. Entered Entities ✅ AEO (10 prompts) ✅ AI Marketing (10 prompts) ✅ AI Optimization (10 prompts) ✅ AI SEO (10 prompts) ✅ AIO (10 prompts) ✅ Answer Engine Optimization (10 prompts) Mining Parameters Available Prompts: 60GPT-5 Citations: 141Gemini Citations: 400Total […]
TimesFM-ICF
In-Context Fine-Tuning for Time-Series: The Next Evolution Beyond Prophet and Traditional Forecasting How Google’s TimesFM-ICF achieves fine-tuned model performance without training – and why this changes everything for production forecasting systems If you’re reading this, you’ve likely wrestled with time-series forecasting in production. Perhaps you’ve implemented Facebook Prophet for its interpretable seasonality decomposition, experimented with […]
Hobo Web Agentica
Stop guessing. Command your AI to perform expert SEO tasks with Hobo Web Agentica. Free prompts for deep analysis of competitors, pages & topical authority.
Read the full article here Hobo Web Agentica © Copyright 2006-2025 Shaun Anderson
Agentica: Invoking ‘Skills’ for LLMs and AI Assistants
This article is a record of a multi-stage dialogue with AI tools that deconstructed, analysed, and evaluated a novel methodology for interacting with Large Language Models (LLMs). The methodology, developed by me and named “Agentica” during…
Prompt: Analyse My Competitors Using Hobo SEO Analyser
Hobo Content Intelligence Engine DAY 1 – Update 1: V1: It takes about 24 hours for this methodology to propagate. Initial tests with Gemini Pro are showing a significant uplift in the strategic depth of SERP analysis. You don’t even need to cut and pas…
Prompt: Rewrite My Page Using The Hobo SEO Rewriter
Prompt instructions for: Rewrite My Page Using The Hobo SEO Rewriter.
Read the full article here Prompt: Rewrite My Page Using The Hobo SEO Rewriter © Copyright 2006-2025 Shaun Anderson