Chris Green SEO
@chris-green.net
š¤ 1476
š„ 648
š 1637
Technical Director (Torque Partners), experienced search trainer & mentor.
#BeOnePercentBetter
Are we at peak AI content? Honestly, that question is almost impossible to answer with certainty (since things change so quickly and measuring it is hard), but Graphiteās update to their highly important study suggests it could be. That got me thinking - š§µ 1/6
loading . . .
AI Now Writes as Many Online Articles as Humans Do
We build on our prior research by using 3 different AI detectors (Pangram, GPTZero, Copyleaks). We independently evaluate each to show that the false positive rates and average false negative ratesā¦
https://buff.ly/CrobNAU
1 day ago
1
0
0
Optimising pages for crawling has been the name of the game for SEO for years. Weāre going through another key shift here at the moment. The target audience for our activities continues to expand. This
Web.dev
article (H/T Mark Williams Cook for putting it on my radar), š§µ 1/7
loading . . .
web.dev
Guidance to build modern web experiences that work in every browser.
https://Web.dev
8 days ago
1
1
0
āSearch would be an agent managerā for future users trying to complete a task. I donāt know about you, but a kind of āagent managerā which helps people solve tasks is a LONG way from the āsearch enginesā we were raised on. š§µ 1/6
loading . . .
Search as Agent Managerā: what Pichaiās interview really means for SEO, commerce, and the open web
Google CEO Sundar Pichai redefines Search as an "agent manager". Explore the shift toward agentic workflows and what this means for the future of SEO and digital commerce.
https://buff.ly/ZbbjZBw
10 days ago
1
1
0
What does a truly optimised AI search experience look like? Weāre a long way from that now. We know that LLMs (large language models) with RAG are the main components of AI search. š§µ 1/7
loading . . .
Structured Linked Data as a Memory Layer for Agent-Orchestrated Retrieval
Retrieval-Augmented Generation (RAG) systems typically treat documents as flat text, ignoring the structured metadata and linked relationships that knowledge graphs provide. In this paper, weā¦
https://arxiv.org/abs/2603.10700
15 days ago
1
0
0
This has probably done the most to further blow apart my assumption about ātracking AIā to date. I'll explain The easiest way to āexplainā why AI tracking is worthless/rubbish has been to suggest that the probabilistic nature of the process makes the results too noisy and therefore worthless š§µ 1/7
loading . . .
Demystifying Randomness in AI
In this paper, we build on our previous work to demystify how randomness works in AI. We explain that AI often provides different responses to the exact same prompt because randomness is built intoā¦
https://graphite.io/five-percent/demystifying-randomness-in-ai
17 days ago
1
3
1
reposted by
Chris Green SEO
Search ān Stuff
25 days ago
Most SEOs treat data feeds like someone else's problem.
@chris-green.net
is coming to Antalya to explain exactly why that's costing you. He's built a reputation for catching the moment your data starts lying to you. Grab your ticket:
searchnstuff.co.uk/search-n-stuff-antalya-conference-2026/
0
5
2
More info on how and when Shopify data will be introduced into āagentic storefrontsā - just the key points from a recent announcement email: - Shopify Catalog automatically structures and enriches your product data, and will distribute it to AI channels where buyers are actively shopping š§µ 1/6
21 days ago
1
1
0
reposted by
Chris Green SEO
Dawn Anderson
about 1 month ago
Packt have just told me there is a limited time offer on Amazon for pre-orders for my forthcoming book, The AI SEO Playbook and asked me to share. I am increasingly intrigued as I write this book and guarantee you will not find the info I am writing on any regurgitating AI blah blah blogs or books.
1
5
1
It was no surprise that Shopify was the first to really offer agentic commerce at scale. Will it work? We need to get a real feel for the conversion rates and ROI of these channels for retailers. š§µ 1/4
loading . . .
Millions of merchants can sell in AI chats
Agentic Storefronts give merchants out-of-the-box access to major AI channelsāChatGPT, Microsoft Copilot, AI Mode in Google Search, and the Gemini appāmanaged centrally from the Shopify Admin.
https://www.shopify.com/news/agentic-commerce-momentum
about 1 month ago
1
0
0
@johnmu.com
Hey John - we had this weird one, we saw a period where the robots.txt (and other files) were not fetchable. But the response we were getting was "Not Fetched - N/A". Can you help us understand what that means? The docs don't have this error type (
support.google.com/webmasters/a...
)
about 1 month ago
1
1
0
What content is the most āAI-friendlyā? One of my most-asked AI-search related questions (just behind ācan AI 'see' my content?). Research like this from Wix is useful for giving us a window into how we can identify this. š§µ 1/8
loading . . .
The content types most cited by LLMs
These findings will help you focus your GEO efforts where it matters most
https://buff.ly/H4qX8aV
about 1 month ago
2
0
0
Iāve done a lot of thinking about prompt-tracking and measuring AI recently - most of which has made it onto LinkedIn already, so Iāll keep this one brief. Tom has done a great job at distilling the key issues people have when approaching prompt tracking and how to tackle them. š§µ 1/3
about 1 month ago
1
3
0
How do you say āI donāt knowā without people thinking youāre not very good? Great question! During this age of AI search, if you have a detailed conversation and DONāT say āI donāt knowā at some point, chances are youāre maybe a bit deluded - OR a genius. Bengu really nails this with this: š§µ 1/5
loading . . .
Reporting Uncertainty Without Losing Credibility
Modern analytics is full of estimates, imperfect data, and blind spots. A perspective on communicating uncertainty in SEO analytics reporting.
https://www.searchenginejournal.com/reporting-uncertainty-without-losing-credibility/569141/
about 2 months ago
1
6
1
I enjoyed this one. What happens when we abandon ādo-allā processes and instead adopt a series of principles and apply them with our own experience/creativity? Amaka - who I had a blast working with on the 2025 Web Almanac - nails it when she says: āprinciples, not fixed steps.ā š§µ 1/6
loading . . .
https://www.linkedin.com/pulse/how-i-think-through-tasks-using-llms-especially-seo-content-chukwuma-wsbjc/
about 2 months ago
1
0
0
Visibility scores have always been a bit hit-or-miss for me. On the face of it, a % score which expresses how visible you are (relative to what's possible), is a useful stat. Whether for ātraditionalā rank tracking or prompt tracking, it gives us a simple way to show how well weāre doing. š§µ 1/7
about 2 months ago
1
1
1
What are the forces shaping SEO most profoundly? This is something I spent a lot of time digging into as part of my work on the SEO Chapter of the Web Almanac.
buff.ly/fBtlcg7
š§µ 1/5
about 2 months ago
1
0
0
Are AIOs the main reason youāre losing clicks? AI overviews are big and potentially impact clicks - thatās widely known and feared, and some industries are suffering heavily from this already. š§µ 1/7
about 2 months ago
1
1
0
reposted by
Chris Green SEO
Gerry White SEO nerd
2 months ago
Iām on a panel on GEO and AI Search at Similarweb on April 28. Expect insights from Ethan Smith
@dixonjones.bsky.social
@sagibson.co.uk
@chris-green.net
and Rice Tong. Drinks, networking, and the future of search. š» Free tickets
www.tickettailor.com/events/cjeve...
loading . . .
Register here ā The GEO Elite and Similarweb Meetup ā Similarweb, 8th Floor, 145 City Road
The GEO Elite and Similarweb Meetup ā Similarweb, 8th Floor, 145 City Road, Tue 28 Apr 2026 - Let's Talk About GEO Connect with industry leaders and innovators to discover how GEO, AEO, AI-Search and ...
https://www.tickettailor.com/events/cjeventsltd/2128712
0
1
2
Links in visibility in ātraditionalā search and āAI searchā keep coming thick and fast. Meaning, you canāt safely invest in SEO without impacting GEO/AEO or the other way around. We should be waaaay beyond arguing this by now, but itās just not going away. š§µ 1/4
2 months ago
1
0
0
Where is the value in AI prompt tracking? Given how costly most AI prompt tracking platforms are, Iām pretty sure most users arenāt seeing a positive ROI from them. Letās break this down: - Daily/weekly monitoring of overall visibility is so noisy it has the potential to waste time š§µ 1/7
2 months ago
2
2
0
Iāve been talking about spam in AI results a lot recently. Almost certainly because Iām encountering more people offering āGEO servicesā that are broadly based on ranking well and misinforming AI models. š§µ 1/8
loading . . .
AI Search Has a Spam Problem
Googleās Gemini can tell you Iām the best AI SEO expert in the world. I know this because I told it so ā on my own website ā and it believed me. That should concern you. The Problem: AI Models Areā¦
https://dejan.ai/blog/ai-spam/
2 months ago
1
1
0
For years, I felt like keyword research often started in the wrong place - an SEO tool. Granted, the tools had the data, and depending on your objective, there is a huge amount of value here. š§µ 1/6
loading . . .
The Anti-Keyword Strategy
Why Keyword Obsession Is Quietly Killing Your Content Unpopular opinion. Most SEO strategies are still built backwards.
https://buff.ly/vRQvK6F
2 months ago
1
4
1
Another HTML vs Markdown showdown for AI consultants to contend with. Do LLMs ever see the full HTML when provided a URL? David has run some tests that provide super-interesting outputs and food for thought for those trying to understand whether their website is āAI-ready.ā š§µ 1/4
loading . . .
https://buff.ly/MupeJRX
2 months ago
1
4
2
This wonāt be a popular one for all, but it is thought-provoking. Devs and engineers are rightfully resistant to vibe coding, and analysts might not enjoy the thought of being replaced by AI Agents either. But hear me out. Wilās blog āI have 10 questions a day & only ask you 1. š§µ 1/7
loading . . .
Dear Analyst: I have 10 questions a day & only ask you 1. With AI, I answer all 10 without you, it's time for a career convo.
You can just ask it things! How I decided to self serve my GA4 marketing questions using Claude + Zapier MCP + Bigquery
https://www.seerinteractive.com/insights/i-have-automated-my-first-job-web-analytics-reporting
3 months ago
1
1
0
How I keep up to date with SEO news has changed in the last 10+ years The main influence here is how I identify the valuable voices in the industry, and how they choose to circulate is a huge component. The painful metamorphosis of Twitter to X is possibly the biggest single contributor here š§µ 1/4
3 months ago
2
0
0
The world of AI search needs more testing. Okay, perfect testing is hard; causation does not equal correlation; and just because something is happening now doesnāt mean itāll happen in the future. These are common objections against testing, but they shouldnāt stop. š§µ 1/5
loading . . .
We ran a controlled experiment on markdown vs. HTML for AI bots. Here's what happened
We ran a controlled experiment to test whether serving Markdown to AI crawlers increases bot traffic. After 381 pages and 3 weeks of data, here's what we found.
https://www.tryprofound.com/blog/does-markdown-increase-ai-bot-traffic
3 months ago
2
1
1
āIs this optimised for AI?ā or āCan AI see this?ā are two of the most frequent questions I field at the moment. For non-experienced SEOs, this is a tricky question to answer. Even some experienced SEOs arenāt super sure - a lot of information posted is conflicting. š§µ 1/3
3 months ago
1
1
0
A while back, I went down a rabbit hole using the AlsoAsked API I was actually building an AI content workflow, but I had a feeling in the back of my head, āWhat if answering PAA questions drives better results?ā š§µ 1/6
loading . . .
How answering People Also Ask questions correlates with organic rankings (Study) | AlsoAsked
Get unparalleled insight into search intent with live, geo-specific āPeople Also Askā questions.
https://buff.ly/GQtVvZh
3 months ago
1
9
8
Recently circulated on LI was the regex ā^(?:\S+\s+){9,}\S+$ā, which can help people identify queries with over 9 words in their Google Search Console data. This is a neat proxy for AI-based queries (AI mode, AI overview, or search grounding). š§µ 1/5
3 months ago
1
4
1
Can an AI Chat Bot ājust read an imageā when it views a page? No. Just because AI models are āMulti modalā doesnāt mean theyāre used in the RAG pipeline process, and I ran a small experiment to test this. š
buff.ly/Of7XdVY
š§µ 1/2
loading . . .
AI chatbots and the illusion of āreading an image ā - is it worth the risk?
When we hand a URL to a AI Chatbot and ask it whatās on the page, we tend to assume something browser-like is happening. After all, if you upload an image it can "see" the image, it can evenā¦
https://buff.ly/Of7XdVY
3 months ago
2
4
0
AI Search (GEO/AEO) has a spam problem. That was inevitable. Weāve seen this pattern before: ⢠A new surface appears ⢠Early tactics exploit it ⢠Scale accelerates ⢠Monetisation pressures build ⢠Algorithm updates recalibrate trust š§µ 1/3
3 months ago
1
2
0
Search in e-commerce is undergoing a huge facelift. Optimising Google product feeds to leverage organic shopping features has been a best practice for a few years. But weāre standing on the precipice of this all changing again: š§µ 1/6
3 months ago
1
2
0
reposted by
Chris Green SEO
Mark Williams-Cook
3 months ago
š
@chris-green.net
did an amazing study showing how answering more PAAs can correlate to better rankings, and goes into more depth about what these findings mean on video with
@alsoasked.com
. Interview:
www.youtube.com/watch?v=_9df...
Full study:
alsoasked.com/insights/paa...
loading . . .
0
12
4
Thereās still so much talk of aggressively scaling content š¬ More content equals more success seems to be the simple calculus. And it works⦠until it really doesnāt. š§µ 1/4
loading . . .
https://www.linkedin.com/posts/lily-ray-44755615_wow-talk-about-throwing-everything-at-the-activity-7427028823344386048-7n5M/
3 months ago
1
0
0
āYou Can't Generate What You Can't Retrieveā is a foundational message for AI Search. Retrieval is the bedrock of everything, and Dawn has hit the nail on the head (again). Slides are never a great substitute for being in the room, but this is a slide deck youāll still learn from. š§µ 1/3
loading . . .
You Can't Generate What You Can't Retrieve
In this talk, we explore why Large Language Models depend entirely on retrieval systems to produce grounded answers, and how Retrieval-Augmented Generatā¦
https://speakerdeck.com/dawnieando/you-cant-generate-what-you-cant-retrieve
3 months ago
1
2
1
We love tools, and awesome tools are even better š Suganthan has done a great job with this list, with contributions from across the industry. Curating and maintaining this is a huge effort, so I suggest you follow it on GitHub for future reference. Thanks, Suganthan
loading . . .
GitHub - Suganthan-Mohanadasan/awesome-seo-tools: A curated list of 208+ awesome SEO tools from an SEO Professional
A curated list of 208+ awesome SEO tools from an SEO Professional - Suganthan-Mohanadasan/awesome-seo-tools
https://github.com/Suganthan-Mohanadasan/awesome-seo-tools
3 months ago
1
5
2
Weāre no longer playing a zero-sum game. In so many ways, this is an opportunity; in others, itās a massive stress-headache waiting to happen. š§µ 1/7
loading . . .
Perplexity AI Interview Explains How AI Search Works
Interview with Perplexity AI explains how AI Search works and provides insights into answer engine optimization
https://www.searchenginejournal.com/perplexity-ai-interview-explains-how-ai-search-works/565395/
4 months ago
1
1
0
reposted by
Chris Green SEO
Martin Splitt
4 months ago
Just so people get a feeling how much 2MB HTML actually is, I made this (3MB+) monster:
experiments.geekonaut.de/3mb-behemoth
I know - nobody asked but here we are. You are welcome.
loading . . .
3MB Lorem Ipsum
http://experiments.geekonaut.de/3mb-behemoth
9
15
5
I review more technical audits than I write these days. From the teams I work with, to third-party SEO resources (mainly agencies), there is almost always one observation I make. Where is the prioritisation? OR That prioritisation feels wrong. š§µ 1/9
4 months ago
3
7
0
Whilst this piece is framed as a GEO-myth-spotting safari, I found the most useful part to be the lessons we should take when approaching any particular area. - Challenging biases - Lazy thinking - Being willfully ignorant - Looking for easily-fitting or convenient answers š§µ 1/6
4 months ago
1
1
0
reposted by
Chris Green SEO
Mark Williams-Cook
4 months ago
This is pretty big: Pages that fully answer more PAA questions tend to rank higher. This is one of the conclusions of a brilliant independent study completed by
@chris-green.net
and published on the
@alsoasked.com
site today.
alsoasked.com/insights/paa...
loading . . .
How answering People Also Ask questions correlates with organic rankings (Study) | AlsoAsked
Get unparalleled insight into search intent with live, geo-specific āPeople Also Askā questions.
https://alsoasked.com/insights/paa-ranking-correlation
0
15
8
This is great from Harry š Weāre starting to see more mature, less BS approaches to SEO/AEO/GEO. Disambiguation is similar to what Iāve been encouraging. Interpretability focuses on how we ensure that we are being understood and represented as we want to be. š§µ 1/2
loading . . .
Information Retrieval Part 1: Disambiguation
In an era of smoke and mirrors, spam problems, fake authors and PR experts, demonstrating real clarity to humans and machines is everything
https://www.leadershipinseo.com/p/information-retrieval-part-1-disambiguation
4 months ago
1
0
0
Will ChatGPT paid ads be a worthwhile investment for brands? Right now, itās hard to see how we can prove it. Estimated average CPM at $60 (which is super high relative to other paid platforms), and yet there is no clear way to understand conversions generated from those placements. š§µ 1/7
loading . . .
ChatGPT ads come with premium prices ā and limited data
OpenAIās high-priced ChatGPT ads promise premium visibility inside AI conversations, despite limited performance data in return.
https://buff.ly/HMoeb2M
4 months ago
1
0
0
What replaces clicks in a post-click world? If āSEO is deadā and āAEO/GEO is the new SEOā, itās ironic that Google Impressions are one of the best indicators Donāt expect to hot-swap clicks for impressions without questions. Time to start educating on impressions and why theyāre important.
4 months ago
0
1
0
So youāre happy your content works for users, but are you sure it works for AI systems too? Okay, so this is something that I wish we didnāt need to worry about - but we do. It comes worrying close to the āwriting for SEOā activity that is responsible for at least some of my grey hairs. š§µ 1/9
loading . . .
The New Content Failure Mode: People Love It, Models Ignore It
How to detect the gap, prioritize fixes, and improve inclusion
https://buff.ly/x3H2mqb
4 months ago
1
1
0
AI Search has driven an evolution in your SEO function, not - Iāve argued many times - a replacement of it. But for those who were quicker at launching a new function (net new or an extension of existing SEO), hereās likely what you have seen in the first year: š§µ 1/7
4 months ago
1
1
0
If you want an example of why 2026 is the year of better bot management, this is it! In this specific example, Grok is asked to fetch a URL, and we see 16 requests across 5 different user-agents and 12 IPs. š§µ 1/6
4 months ago
1
0
0
I use AI but⦠I wouldnāt connect it to my Google Drive I wouldnāt use a browser powered by it I wouldnāt auto-allow Cursor to run any/all commands in terminal I wouldnāt take health advice without question I wouldnāt let my kids access unsupervised I wouldnāt trust references without review š§µ 1/4
4 months ago
1
7
1
reposted by
Chris Green SEO
Chris Spann
4 months ago
Final shout for Issue 1 of This Station Is Non-Operational, a newsletter for human computer users forced to live under the yolk of big tech.
buttondown.com/thisstationi...
1
2
2
Been a busy week, so busy I barely clocked this one go out -
www.searchenginejournal.com/what-the-lat...
Thanks
@shelleywalsh.bsky.social
for the interview and the cracking write up too!
loading . . .
Analysis Reveals Surprises About How CMS Platforms Are Influencing Tech SEO
From analysis of the HTTP Archive dataset, Chris Green uncovered little-known facts and surprising insights that usually would go unnoticed
https://www.searchenginejournal.com/what-the-latest-web-almanac-report-reveals-about-bots-cms-influence-llms-txt/565958/
4 months ago
1
1
0
Load more
feeds!
log in