How much of your content survives the AI Search filter?
But how much if your page content actually makes it to the model? About one third on average. Metric Value Total Characters Across All Pages 21,198 Total Characters Cited 6,818 Total Characters Not Cited 14,380 Overall Citation Coverage 32.16% Citation Analysis: owayo.com Source: owayo.com Citation Snippet Custom Running Shirts – owayo: owayo manufactures custom running […]
Browsing vs Content Fetcher
Google’s AI Mode has two modes of extracting information from the page: browsing and content_fetcher The core difference lies in their input requirements and how they are intended to operate within a workflow. browsing takes a single URL as its primary input, while content_fetcher takes a list of structured SourceReference objects. browsing (browse function) content_fetcher (fetch function) Summary of Differences Feature browsing (browse) content_fetcher (fetch) Primary […]
From Free-Text to Likert Distributions: A Practical Guide to SSR for Purchase Intent
Instead of forcing LLMs to pick a number on a 1–5 scale, ask them to speak like a person and map the text to a Likert distribution via Semantic Similarity Rating (SSR). In benchmarks across 57 personal-care concept surveys (9.3k human responses), SSR reproduced human purchase intent signals with ~90% of human test–retest reliability and […]
Claude System Internals
Every time you chat with Claude, there’s a whole secret conversation happening that you never see. System prompts, token budgets, thinking blocks, and behavior rules shape every response. Here’s what’s really going on under the hood. Claude is literally told it gets “rewards” for following instructions. This is probably related to RLHF training. Following all […]
CAPS: A Content Attribution Payment Scheme for the AI Era
The Problem: A Broken Content Ecosystem We’re watching the collapse of the web’s economic model in real-time, and everyone knows it. AI assistants have fundamentally changed how people consume information. Why wade through ten articles when Claude, ChatGPT, or Gemini can synthesize an answer in seconds? Why maintain 100 browser tabs for research when AI […]
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 […]
Using GPT-5 Structured Output Markers to Detect AI-Generated Content Online
When you populate your website with language model–generated text, you inherit a subtle but real risk: AI-specific artifacts may leak into the published content. These markers aren’t always obvious to human readers, but they can be highly visible to search engines, researchers, and competitors. One such artifact is the structured output marker that GPT-5 (and […]
Chrome Screen AI Protos
├───aocr│ └───google_ocr│ └───engine│ └───page_layout_mutators│ group_rpn_text_detection_mutator_runtime_options.proto│├───aphotos│ └───vision│ └───visionkit│ ├───drishti│ │ hexagon_delegate_calculator.proto│ ││ ├───engines│ │ └───proto│ │ audio_classifications.proto│ ││ ├───pipeline│ │ ├───drishti│ │ │ └───calculators│ │ │ tflite_task_object_detector_calculator.proto│ │ ││ │ └───proto│ │ face_cascade_options.proto│ │ hand_tracking_result.proto│ ││ └───text│ └───proto│ text_orientation_tracker.proto│├───chrome│ └───accessibility│ └───machine_intelligence│ └───chrome_screen_ai│ chrome_screen_ai.proto│├───frameworks│ └───client│ └───data│ data_annotation.proto│├───google│ ├───api│ │ inclusion.proto│ │ visibility.proto│ ││ ├───internal│ │ └───visionkit│ │ […]
So Now You’re Just Going To Bribe Me For Reviews?
It has begun. The Great Bribe Spam Tidal Wave Of 2025. I don’t know what else to call it. Companies desperate to be seen in AI Overviews are now (apparently – based on my limited experience) offering people … stuff … if theyR…
Web Marketers Must Stop Complaining About Google AI
My partner Randy Ray and I manage – for ourselves and clients – over 200 Websites. We see the changes in search referral trends in the analytics data. Websites that were once thriving in the search ecosystem are now receiving fractions of t…
Chaos! In The Dungeons! Chaos! In The Dungeons!
I love Professor Quirrell. Yes, he’s evil and a secret host for the disembodied spirit of Tom Riddle. But Ian Hart made him an unforgettable meme. The scene with Quirrell running into the dining hall at Hogwarts yelling “Troll! In the dunge…
How To Read Patents For SEO
Seems like everyone wants to be the first to read some fantastic patent and discover the secret to Google’s algorithms. If only it worked that way. If only it were that easy. If only some people weren’t consumed by hubris, announcing great …
How To Replace Your Lost Google Traffic
In mid-2023 we told subscribers to our SEO Theory Premium Newsletter that 8 years’ Bing traffic growth vanished after Bing integrated ChatGPT into its search results. That was a foreshadowing, we said, of what Web publishers could expect if Googl…
Training GPT on Google Quality Rater Guidelines and Why You Shouldn’t Do It
Hello I’m Jess and today I’m gonna show you how to train your own GPT instance on the Google Quality Rater Guidelines and also tell you why it may not be a good idea to do that. Last week I made a thread about this on the blue hell bird site and now this is […]
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A Guide To Artificial Intelligence in Easy English
Soundtrack I had a conversation with my mum a while ago about the new DALL-E ‘thing’ that came out. My mum’s an artist and a writer– not a technophobe or a luddite by any means, but not a developer either. I’m not sure if I imagined the concern in her voice or not, but the […]
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Live Webinar Recap – AI Content Sucks: A Discussion [Monthly ML Madness]
TL;DR: If you were unable to attend our event, “AI Content Sucks: A Discussion,” you can find a summary or watch the full recording of the event below. In the past few years, AI models have greatly advanced. Tools like ChatGPT and the evolution of GPT, GPT-2, and now GPT-3 make the output of […]
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Some Cool SEO Uses For GPT3 Chat
Some Cool SEO Uses For GPT3 Chat Over the past month, there have been a number of articles about how to use GPT3 Chat’s AI to improve SEO productivity. So I figured it was my duty to pile on. Here now I present 22 cool SEO things you can do with GPT3 Chat: 1. Generate […]
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4 Practical SEO impacts of Google’s machine learning advances
We know that Google has long been an incredible leader in the field of artificial intelligence and machine learning. There are a lot of innovations that they’ve been responsible for that have caused a stir in the SEO industry, but in my opinion the vast majority have not been as impactful to us as SEO […]
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Everything you need to know about the Google MUM update
As new search experience dimensions open up for users this also cranks up competition between businesses and advertisers for search visibility – how will you win MUM’s good graces?
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Going beyond keywords: how conversational insights take the guesswork out of marketing
Conversational marketing platforms enable brands to use AI-powered chatbots to “speak” to consumers, leveraging conversational data to guide customers through every stage of the buying funnel
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