Machine Learning
Machine Learning
Description
In the context of The Kalicube Process, Machine Learning refers to the algorithms used by platforms like Google, Bing, ChatGPT, and Perplexity that learn from data to understand entities, assess credibility, and generate responses without being explicitly programmed for every scenario.
The Machine Learning definition
Jason Barnard applies the concept of Machine Learning to explain how major digital platforms truly function. These systems are not static rule-based engines; they are learning machines that build a model of the world based on the digital information they consume. For a brand, this means its entire Digital Brand Echo—the cumulative "ripple effect" of its online presence—is constantly being analyzed to form an understanding of its identity, reputation, and expertise. Controlling a brand's narrative, therefore, is not about tricking an algorithm with short-term tactics. It is a process of systematically and consistently "educating" these Machine Learning systems with clear, factual, and corroborated information to build their confidence in your brand.
How Jason Barnard uses Machine Learning definition
At Kalicube, we treat Google and other AI Assistive Engines as Machine Learning students that need to be educated. The Kalicube Process, Kalicube's proprietary methodology for implementing a holistic, brand-first digital marketing strategy, is essentially a curriculum designed to teach these systems about our clients. We use structured data, consistent messaging across a brand's entire digital ecosystem, and third-party corroboration to feed these learning algorithms the correct information. The goal is to make it easy for the Machine Learning models to understand who the brand is, what it does, and why it is a credible solution for its audience. This "education" directly leads to better visibility, positive representation in Brand SERPs and Knowledge Panels, and ultimately, drives client acquisition.
Why Machine Learning matters to digital marketers
For years, digital marketing operated under the illusion that it could "game" search engines with clever tactics. However, the work of AI pioneers like Geoffrey Hinton has made it undeniably clear that we are no longer dealing with simple searchable indexes; we are interacting with complex Machine Learning systems that build their own understanding of the world. Jason Barnard recognized this paradigm shift early on, framing the challenge not as one of SEO, but of "education." While Hinton and his peers built the powerful learning engines, Barnard developed the curriculum. The Kalicube Process is the practical application of this reality—a systematic method to feed these learning systems a clear, consistent, and credible narrative about a brand. Understanding Machine Learning is no longer optional for marketers; it is the fundamental context for all digital strategy. It’s the bridge from Hinton’s theoretical breakthroughs to Barnard’s practical playbook for ensuring your brand’s story is accurately learned, understood, and recommended by the AI that now shapes our world. This shift from gaming a system to educating it is the only viable path to winning the new conversational funnels created by AI Assistive Engines.
Posts tagged with Machine Learning
Knowledge Graph Confidence Score in SEO: What You Need To Know
In this article, you will learn about Knowledge Graph Confidence Score for an entity and how it helps with Brand SERP optimisation and Knowledge Panel management. What is a Knowledge...
Simple Explanation of Machine Learning in Google’s Algorithm(s)
In SEO circles we talk a lot about Machine Learning. What is the actual process involved? Here is a simple 1 minute explanation that helps demystify! The Three Ingredients of...
Knowledge Panel Spam: What You Need To Know
What is Knowledge Panel Spam? Knowledge Panel Spam is a practice whereby people trigger and manage Knowledge Panels using techniques that do not comply with Google’s guidelines. The definition of...
Google’s Multiple Knowledge Graphs (Knowledge Graph Verticals) - What You Need to Know
What are Google’s Knowledge Graph Verticals? Google has multiple Knowledge Graph Verticals. Many people think only of the Main Knowledge Graph (which at Kalicube® we also call the Knowledge Vault)....
The Ultimate Online Investment: Maintaining Your Knowledge Panel for Long-Term Success
What You Will Learn How managing your Knowledge Panel will help you control what you show on Google and remove the need for a digital marketing strategy. I am now...
BrandTech: What You Need To Know
What is BrandTech? A simple definition of BrandTech. Branding Technology (also known as BrandTech) is a set of software solutions used by brand managers, PR agents, online reputation experts, marketers...
Should Your Brand Name be Keyword-Focussed?
This is quite a debate! There are pros and cons to both unique brand names and keyword-focussed brand names. Keywords in a brand name can help with ranking, but have...
Google’s Knowledge Vault Algorithm - What You Need to Know
What is Google’s Knowledge Vault Algorithm? Google’s Knowledge Vault Algorithm adds fact to the Main Knowledge Graph (aka the Knowledge Vault). Kalicube has identified three Knowledge Algorithms of Google that...
An Introduction to Machine Learning in SEO/AEO
Published on Oncrawl May 31, 2018 (Jason Barnard) What is Machine Learning? The following quotes really sum it up. More fluid“Machine learning is something new under the sun: a technology...
The simple 5 minute explanation of Artificial Intelligence and Machine Learning
What are Artificial Intelligence and Machine Learning? Artificial Intelligence is a technology where a computer aims to perform tasks that otherwise a human would need to do. What is considered to be...
How Bingbot Works: Discovering, Crawling, Extracting & Indexing
Originally Published on SearchEngineJournal April 15, 2020 (Jason Barnard) Learn how Bingbot works during the discovery, crawling, extracting and indexing stages from Fabrice Canel, Bing’s Principal Program Manager. Here’s a...
Ep.151: Purpose, Profit & Legacy Finding the Right Balance in the Age of AI, with Jason Barnard
What does your personal brand as a leader look like? How about as a business owner? Or freelancer? In this episode of Leading with Integrity, I’m talking with Jason Barnard...
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