SEO Research Suite - The thought leading podcast for Generative Engine Optimization and SEO
Episodes
Search patent of the week: Memory Intelligence Agent: Framework for Process-Oriented Web Research
10 Apr 2026
Contributed by Lukas
The research paper introduces the Memory Intelligence Agent (MIA), a sophisticated framework designed to improve how AI handles complex, multi-step w...
Search patent of the week: Dynamic AI Organization of Search Results
04 Apr 2026
Contributed by Lukas
This Google patent outlines a technological shift from rigid, rule-based search triggers to a dynamic system powered by generative AI. Instead of mat...
Search patent of the week: Trust Me on This: A User Study of Trustworthiness for RAG Responses
22 Mar 2026
Contributed by Lukas
This research paper details a user study focused on how different explanation types influence human trust in Retrieval-Augmented Generation (RAG) ...
Search patent of the week: Reranking documents based on graph representations of the documents
11 Mar 2026
Contributed by Lukas
The discussed patent outlines a proprietary search technology developed by Google that enhances document ranking through graph-based semantic analy...
Optimizing Brand Identity Blocks for Generative Engine Search
26 Feb 2026
Contributed by Lukas
The article introduces a strategy called Brand Identity Blocks designed to improve how generative engines and search algorithms perceive a brand. ...
Search patent of the week: Controlling Output Rankings in Generative Engines for LLM-based Search
24 Feb 2026
Contributed by Lukas
The provided text details a research paper on CORE, a method designed to influence how generative search engines rank products and information. Tra...
Search Patent of the week: Identifying entity attribute relations
18 Feb 2026
Contributed by Lukas
This Google patent outlines a sophisticated system for identifying and verifying relationships between entities and their specific attributes within...
Search patent of the week: Data extraction using LLMs
01 Feb 2026
Contributed by Lukas
This episode is discussing a very exciting patent releated to brand context optimization. The recently filed Google patent details a sophisticated s...
Search patent of the week: Weighted answer terms for scoring answer passages
24 Jan 2026
Contributed by Lukas
This episode explores a Google patent designed to improve the quality of long-form search results by identifying the most accurate answer passages...
Search patent of the week: Semantic parsing using embedding space representations of example natural language queries
18 Jan 2026
Contributed by Lukas
This Google patent outlines a sophisticated semantic parsing system that translates human speech into computer-executable instructions by utilizin...
Search patent of the week: ChatGPT Referrals to E-Commerce Websites
29 Nov 2025
Contributed by Lukas
This episode is focussing a research provides an empirical evaluation of Organic Large Language Model (OLLM) traffic, specifically analyzing referral...
Search patent of the week: Specualtive RAG: Enhancing Retrieval Augmented Generation through drafting
25 Nov 2025
Contributed by Lukas
This episode introduces “Speculative RAG,” a Google research framework designed to improve the speed and accuracy of Retrieval Augmented Generat...
Search patent of the week: Deep search using large language models
08 Nov 2025
Contributed by Lukas
In this episode is focussed an in-depth analysis of a Microsoft patent for a "deep search" system that leverages Large Language Models (LLM...
Search patent of the week: Surfacing in-depth articles in search results
02 Nov 2025
Contributed by Lukas
This episode is focussing a Google patent describing a system for identifying and showcasing high-quality, long-form content in search results, k...
Search patent of the week: Contextual search tool in a browser interface
25 Oct 2025
Contributed by Lukas
This episode ia about a Google patent for a contextual search tool that operates within a web browser interface.This innovative system addresses th...
Search patent of the week: Generative Retrieval for Conversational Question Answering
10 Oct 2025
Contributed by Lukas
This episode is focussing an academic paper by Microsoft introduces Generative Retrieval for Conversational Question Answering (GCoQA), a novel appro...
Search patent of the week: Efficient inner product operations
30 Sep 2025
Contributed by Lukas
This episode is focussing a Google patent outlines a system and method for performing highly efficient and accurate item retrieval within large datase...
Search patent of the week: Systems and methods for providing reliable information for queries
14 Sep 2025
Contributed by Lukas
The episode is focussing a patent by Microsoft Technology Licensing LLC for a system designed to deliver reliable, expert-verified information in re...
What we can learn from DOJ trial and API Leak for SEO?
08 Sep 2025
Contributed by Lukas
This episode is focussing the article "What we can learn from DOJ trial and API Leak for SEO?" by Olaf Kopp It examines recent disclosures f...
Search patent of the week: User embedding models for personalization of sequence processing models
04 Sep 2025
Contributed by Lukas
This Google patent disussed in this espisode describes a machine-learned system for personalizing sequence processing models, such as large language ...
Search patent of the week: Generative Search Engine Result Documents
24 Aug 2025
Contributed by Lukas
This episode outlines a Microsoft patent for a generative search engine results system designed to create interactive and comprehensive search re...
Search patent of the week: Generating vector representations of documents
19 Aug 2025
Contributed by Lukas
The espisode is focussing a Google patent (US10803380B2) detailing a method for generating vector representations of documents using a trained ne...
Search patent of the week: Information extraction from question and answer websites
12 Aug 2025
Contributed by Lukas
The discussed Google patent deals with extracting information from Question and Answer (Q&A) websites to enhance information retrieval, particul...
Search paper of the week: Deep Researcher with Test-Time Diffusion
02 Aug 2025
Contributed by Lukas
The document discussed in this episodde introduces Test-Time Diffusion Deep Researcher (TTD-DR), a novel framework from Google that significantly enh...
Query Fan-Out: The Evolution of AI Search
01 Aug 2025
Contributed by Lukas
This episode is discussing a comprhensive article covering the evolution of search technology, specifically focusing on the transition from query ref...
Search patent of the week: Identifying query aspects
23 Jul 2025
Contributed by Lukas
The provided patent from the SEO Research Suite centers on methods and systems for identifying and utilizing "aspects" within search quer...
Deep Dive into Vector Similarity Search Technologies
20 Jul 2025
Contributed by Lukas
This episode explore advancements in Maximum Inner Product Search (MIPS), a crucial technique for vector similarity search in machine learning and ...
Search Patent of the week: Subquery generation from a query (Query fan out)
15 Jul 2025
Contributed by Lukas
In this episode is discussed the patent "Subquery generation from a query" which focused on processing complex search queries. The system aims to ...
LLM Readability and Chunk Relevance for AI Citation Optimization
14 Jul 2025
Contributed by Lukas
This episode discussed thoughts by Olaf Kopp, an expert in semantic SEO, Generatine Engine Optimization (GEO) and AI search technology, focuses on La...
Search patent of the week: Scaling Generative Retrieval to Millions of Passages
11 Jul 2025
Contributed by Lukas
This episode primarily discusses generative retrieval, an emerging approach in information retrieval that directly maps user queries to document iden...
The Evolution of Search: From Phrase Indexing to Generative Passage Retrieval
07 Jul 2025
Contributed by Lukas
Today, we're diving deep into a topic that's fundamentally reshaping our digital world: the future of semantic and generative search.We've...
Search patent of the week: REGEN: A Dataset and Benchmarks with Natural Language Critiques and Narratives
05 Jul 2025
Contributed by Lukas
In this episode is discussed REGEN, a unique dataset designed to improve conversational recommender models by incorporating natural language critiqu...
How to optimize for ChatGPT Shopping?
03 Jul 2025
Contributed by Lukas
This episode discusses ChatGPT Shopping, a new AI-powered product discovery system that allows users to find and purchase products through conversati...
Search patent of the week: Selecting answer spans from electronic documents using neural networks
25 Jun 2025
Contributed by Lukas
The Google patent discussed in this episode describes an innovative system that uses cascaded neural networks to efficiently extract accurate answer...
Search patent of the week: Evaluating Substitute Terms
17 Jun 2025
Contributed by Lukas
This patent application from Google details a system for evaluating the effectiveness of substitute terms in search queries. It describes a process w...
Search patent of the week: Generating query variants using a trained generative model ( The Query Fan out model?)
09 Jun 2025
Contributed by Lukas
The discussed Google patent concerning a system and method for generating diverse query variants using a trained generative model, particularly a ne...
Search patent of the week: Thematic Search
03 Jun 2025
Contributed by Lukas
It's time for another exciting Google patent. The discussed patent describe a Google patent for a "thematic search" system, which aims ...
Search patent of the week: Stateful Chat Search with Generative Companion
26 May 2025
Contributed by Lukas
This Google patent discussed in this episode describes a stateful search system that uses a generative companion to understand the context of a ...
Search Patent of the week: Real Time Boost (RTB)
22 May 2025
Contributed by Lukas
In the espisode is discussed a leaked document describes Realtime Boost, a system designed to quickly detect trending topics and real-world events ...
Search Patent of the week: Multi-Modal Search Request Router
01 May 2025
Contributed by Lukas
This episode is dealing with a Microsoft patent related to LLMO. This text describes a Microsoft patent for a system designed to intelligently rout...
New AI Research tool "LLMO & GEO assistant" in the SEO Research Suite
29 Apr 2025
Contributed by Lukas
Welcome the newest AI Research tool for digging deep into the world of Large Language Model Optimization (LLMO) / Generative Engine Optimization (GEO)...
Search patent of the week: GINGER: Nugget-Based Response Generation for Accuracy
25 Apr 2025
Contributed by Lukas
The research paper describes GINGER, a new approach for generating precise and verifiable answers in retrieval augmented generation systems (RAG). GIN...
LLMO / GEO: Optimizing Content for LLMs and Generative AI
22 Apr 2025
Contributed by Lukas
This podcast episode discusses the article “LLMO / GEO: How to optimize content for LLMs and generative AI like AIOverviews, ChatGPT, Perplexity …...
Search patent of the week: Crawl algorithm
16 Apr 2025
Contributed by Lukas
In this episode, a Google patent is discussed. The patent describes a new patent from Google for a crawl algorithm that aims to make web crawling more...
Search patent of the week: Searchable Index
09 Apr 2025
Contributed by Lukas
This episode discusses a Google patent. It describes systems and methods for creating a searchable index based on rules generated by machine learning ...
Search patent of the week: Rankers, Judges, and Assistants: Towards Understanding the Interplay of LLMs in Information Retrieval Evaluation
03 Apr 2025
Contributed by Lukas
This episode addresses a Google Deepmind Research Paper that discusses the increasing importance of Large Language Models (LLMs) in information retrie...
Digital brand building: The interplay of (online) branding & customer experience
01 Apr 2025
Contributed by Lukas
This episode is about a blog article by Olaf Kopp discusses the growing importance of digital brand building in online marketing. He explains how an e...
Search patent of the week: Producing a ranking for pages using distances in a web-link graph
27 Mar 2025
Contributed by Lukas
This episode is discussing a patent from Google describes a system for website evaluation based on the distance within a link graph. It uses selected,...
E-E-A-T: Discovery and evaluation of high quality ressources
25 Mar 2025
Contributed by Lukas
This episode covers a blog article by Olaf Kopp from the SEO Research Suite examines the concept of E-E-A-T (Experience, Expertise, Authoritativeness,...
Learning-to-Rank (LTR): The most important ranking concept for modern search engines
20 Mar 2025
Contributed by Lukas
This episode deals with Learning-to-rank. The perhaps most important ranking concept for modern search engines. Learning to rank is a central technolo...
Search patent of the week: Stochastic Retrieval Reranking: Precision Over Recall in Search
18 Mar 2025
Contributed by Lukas
The new Podcats episode examines a Google research paper that describes how search engines can improve their ranking results by optimizing retrieval a...
Search patent of the week: AI Detection as a Webpage Quality Metric
14 Mar 2025
Contributed by Lukas
In this episode a Google research paper is focused that examines how AI models for distinguishing human-written and machine-generated text can serve a...
Quality Classification vs. Relevance Scoring in search engines
06 Mar 2025
Contributed by Lukas
This episode discusses a blog article by Olaf Kopp that explains the differences between quality classification and relevance scoring in search engine...
Query document matching: How are queries matched with documents in information retrieval?
28 Feb 2025
Contributed by Lukas
This podcast episode deals with an article by Olaf Kopp, who explains different techniques of query-document matching in search engines. He starts wit...
Search patent of the week: ED2LM: Encoder-Decoder to Language Model for Faster Document Re-ranking Inference
26 Feb 2025
Contributed by Lukas
This podcast episode focusses on a Google research paper introduces ED2LM (Encoder-Decoder to Language Model), a new approach to document re-ranking.E...
Success factors for user centricity in companies
22 Feb 2025
Contributed by Lukas
The podcast examines the challenges of implementing a user-centered corporate strategy. He argues that existing hierarchical structures and the mindse...
Search Patent of the week: Generating a semantic search engine results page
20 Feb 2025
Contributed by Lukas
This episode of the podcast discusses a Microsoft patent that describes a system and method for generating semantic search engine results.The system u...
How Google uses NLP to better understand search queries, content
17 Feb 2025
Contributed by Lukas
The podcast explains the importance of Natural Language Processing (NLP) for Google search. NLP enables Google to semantically understand search terms...
Digital Brand Building: Online Branding & Customer Experience
15 Feb 2025
Contributed by Lukas
The podcast covers Olaf Kopp's two blog posts on the importance of branding and E-E-A-T former E-A-T for search engine rankings. The first post explai...
Search Patent of the week: Twiddler Quick Start Guide
13 Feb 2025
Contributed by Lukas
This episode is about a Google Docs. A quick guide to the “Twiddler” framework within Superroot, a search result ranking system. It describes Twid...
How to become really good SEO?
10 Feb 2025
Contributed by Lukas
The podcast covers the components for effective SEO. In addition to technical expertise and ranking experience, he emphasizes the importance of empath...
How Google identify and evaluate authors through E-E-A-T
08 Feb 2025
Contributed by Lukas
The podcast looks at Google's E-E-A-T concept for improving the quality of search results. E-E-A-T evaluates the expertise, experience, authority and ...
Search patent of the week: Onsite and offsite search ranking results
06 Feb 2025
Contributed by Lukas
In this episode a Google patent is focussed that details a method for improving search engine ranking results. It combines global ranking factors (off...
Relevance, pertinence and quality in search engines
03 Feb 2025
Contributed by Lukas
The podcast sheds light on the concepts of relevance, pertinence and quality in the context of search engines. Relevance describes the objective imp...
The role of content types and formats in the customer journey
01 Feb 2025
Contributed by Lukas
The podcast deals with the role of different content types and formats along the customer journey. Various content types (e.g. videos, blog posts, inf...
Search Patent of the week: Classifying resources using a deep network
30 Jan 2025
Contributed by Lukas
This episode discusses a patent that describes a system and method for categorizing resources using a deep neural network. Resource features are conve...
How does Google understands search terms by search query processing?
27 Jan 2025
Contributed by Lukas
The podcast explains how Google understands and processes search terms using entities and machine learning (RankBrain, BERT, MUM). It describes the ...
What is the Google Knowledge Vault? How it works?
25 Jan 2025
Contributed by Lukas
The podcast examines the Google Knowledge Vault, a former Google project for the automated creation of a comprehensive knowledge database. Although th...
Search Patent of the week: Systems and methods for improving the ranking of news articles
23 Jan 2025
Contributed by Lukas
The podcast is focussing on the Google patent titled "Systems and methods for improving the ranking of news articles". The patent describes a system...
All you should know as an SEO about entity types, classes & attributes
20 Jan 2025
Contributed by Lukas
The podcast covers how the Google Knowledge Graph works, in particular the concepts of entities, entity types, classes and attributes. It explains how...
How does Google process information from Wikipedia for the Knowledge Graph?
18 Jan 2025
Contributed by Lukas
The podcast examines how Google processes information from Wikipedia and Wikidata for its Knowledge Graph. Semi-structured data from Wikipedia, in par...
Search Patent of the week: Informational grounding with respect to a generative model
15 Jan 2025
Contributed by Lukas
In this episode a new Microsoft patent is in focus. The patent provides information on how Copilot selects sources in the RAG process.It is important ...
How Google can identify and interpret entities from unstructured content?
13 Jan 2025
Contributed by Lukas
The podcast examines how Google extracts information from unstructured data sources and integrates it into its Knowledge Graph. He highlights the chal...
In times of E-E-A-T: Why simple SEO is no longer enough
11 Jan 2025
Contributed by Lukas
The podcast discusses the importance of E-E-A-T (expertise, experience, authority, trust) for Google rankings. E-E-A-T goes beyond simple SEO and requ...
Search patent of the week: The Click and skip Re-Ranking concept
09 Jan 2025
Contributed by Lukas
In this podcast episode are discussed three patents by Google researcher Dan Popovici about the Click and Skip Re-ranking concept. Google's three pat...
What is semantic search: A deep dive into entity-based search
06 Jan 2025
Contributed by Lukas
The podcast deals with Google's development towards a semantic search engine, the individual steps and innovations of Google since 2010, in particular...
Digital Authority Management as a crucial new role in times of AI
04 Jan 2025
Contributed by Lukas
The podcast explores the concept of “Digital Authority Management”, a new marketing discipline that highlights the growing importance of E-E-A-T (...
Search patent of the week: Ranking Search Results
02 Jan 2025
Contributed by Lukas
The Google patent US10055467B1 discussed in the podcast describes a system for improving the relevance of search results. It uses group-based modifica...
Entities and E-E-A-T: The role of entities in authority and trust
30 Dec 2024
Contributed by Lukas
The podcast discusses how Google uses entities (people, organizations, products, etc.) and their digital representations (websites, social media profi...
Natural language processing to build a semantic database
28 Dec 2024
Contributed by Lukas
The podcast explains how search engines such as Google use Natural Language Processing (NLP) to build semantic databases such as the Google Knowledge ...
Research Paper of the week: Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources
26 Dec 2024
Contributed by Lukas
The Google paper “Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources” presents an algorithm for evaluating the credibility of we...
Helpful Content: What Google Really Evaluates
23 Dec 2024
Contributed by Lukas
The first source is an excerpt from the Google Search Central documentation and describes in detail how Google evaluates helpful and reliable content....
Research paper of the week: Beyond Yes and No: Improving Zero-Shot LLM Rankers via Scoring Fine-Grained Relevance Labels
21 Dec 2024
Contributed by Lukas
The podcast discusses a research paper from Google for improving zero-shot LLM rankers by incorporating finely granular relevance labels into the prom...
How to use micro intents for SEO and content journey mapping
18 Dec 2024
Contributed by Lukas
The podcast discusses an extended model for analyzing search intentions, the so-called “micro intents”. In contrast to classic categories such as ...
What is BM25 and how important it is for ranking?
16 Dec 2024
Contributed by Lukas
The article discussed in the podcast explains the BM25 algorithm, which is used by search engines to determine the relevance of documents for a specif...
Research paper of the week: Prompt Canvas for better prompting for LLMs
14 Dec 2024
Contributed by Lukas
The podcast discusses the development of a “Prompt Canvas”, a structured framework for the effective design of prompts for large language models (...
What is the the SEO Research Suite and how it can help you to get advanced SEO knowledge?
12 Dec 2024
Contributed by Lukas
Olaf Kopp presents the “SEO Research Suite”, a database with analyses of SEO-relevant patents and research papers. The suite offers members AI-sup...
Information gain score: How it is calculated? Which factors are crucial?
09 Dec 2024
Contributed by Lukas
This podcast discusses the article Information gain score: How it is calculated? Which factors are crucial? by Olaf Kopp. This episode explains info...
Google patent of the week: Personalization of search results
07 Dec 2024
Contributed by Lukas
The podcast deals with the personalization of search results at Google. Google's approach is discussed based on official documents, patents and data l...
Shopping Graph Optimization: The future of Ecommerce SEO
04 Dec 2024
Contributed by Lukas
The podcast deals with the Google Shopping Graph, a semantic database for products that is closely related to Google's Knowledge Graph. The Shopping G...
GEO (LLMO): How can you be visible in the results of generative AI such as AIOverviews, ChatGPT, Perplexity in the future?
02 Dec 2024
Contributed by Lukas
This podcast discusses the new article by Olaf Kopp on Search Engine Land. The article describes the new challenge of Generative Engine Optimization (...
Google patent of the week: Ranking Search Results
30 Nov 2024
Contributed by Lukas
The Google patent of the week is about the patent “Ranking Search Results”. The patent describes methods and systems for improving the relevance...
How Google evaluates E-E-A-T? 80+ signals for E-E-A-T
27 Nov 2024
Contributed by Lukas
The article discussed in the podcast the factors that Google considers when evaluating E-E-A-T (expertise, experience, authority, trustworthiness). Th...
The most important ranking methods for modern search engines
25 Nov 2024
Contributed by Lukas
The podcast deals with an article by Olaf Kopp, who describes three important ranking methods of modern search engines: BM25, Vector Ranking and Sema...
Google Patent of the week: Document scoring based on traffic associated with a document
22 Nov 2024
Contributed by Lukas
The Google patent describes a system and methods for document evaluation for search engines. The evaluation is based on historical data, such as link ...
LLMO: How do you optimize for the answers of generative AI systems?
20 Nov 2024
Contributed by Lukas
The podcast accompanying the article examines the influence of generative AI systems on companies' SEO strategies. It sheds light on how Large Languag...
Google Patent: Methods and apparatus for ranking documents
17 Nov 2024
Contributed by Lukas
This Google patent describes a method and a device that can be used to classify and rank documents on the Internet. The invention focuses on recognizi...
Dimensions of Google Ranking
15 Nov 2024
Contributed by Lukas
This podcast looks at the different dimensions of Google rankings. He explains that ranking factors have evolved over the years from the optimization ...
All you should know about E-E-A-T at Google
15 Nov 2024
Contributed by Lukas
The podcast deals with the Google concept E-E-A-T, which stands for Experience, Expertise, Authority and Trust. The podcast explains the different asp...
Google Research Paper: TF-Ranking: Scalable TensorFlow Library for Learning-to-Rank
15 Nov 2024
Contributed by Lukas
This research paper by Google presents TensorFlow Ranking (TF-Ranking), a scalable open-source library designed by Google to address ranking problems ...