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arxiv.org
Free
Research Paper
Marketing & Platform Tools
Context

From Citation Selection to Citation Absorption: A Measurement Framework for Generative Engine Optimization Across AI Search Platforms

Authors
Zhang Kai, He Xinyue, Yao Jingang
Venue
arXiv — preprint, not yet peer-reviewed
Published
2026-04-29
ID
arXiv:2604.25707

Preprint, not yet peer-reviewed. Zhang Kai, He Xinyue and Yao Jingang propose separating source selection from how much a cited page contributes to an AI-generated answer. Their analysis of 602 prompts compares ChatGPT, Google AI Overview/Gemini and Perplexity; descriptive associations do not establish a causal recipe for ranking or visibility.

#geo#seo#ai-search#citation-absorption#search-visibility
arxiv.orgAdded Nov 13, 20260 opens
seroundtable.com
Free
Article
Marketing & Platform Tools

AI Search Studies Roundup (Search Engine Roundtable)

Barry Schwartz summarizes three studies on AI search visibility and search investment, including their stated limitations and conclusions.

#seo#ai-search#search-marketing#research
seroundtable.comAdded Oct 26, 20260 opens
github.com
Free
Tool
AI Tools & Open Source

Vane (GitHub)

Open-source AI-powered answering engine that searches the web and answers questions with cited sources; can be self-hosted.

#open source#ai search#github
github.comAdded Oct 21, 20260 opens
mediapost.com
Free
Article
Technology & Ethics

Media Traffic Falls Due To AI Summary Products

MediaPost report (Sept. 28, 2026) on falling traffic to media websites as Google and other companies route readers to AI summaries, citing a drop from 70 million monthly visitors in July 2024 to about 47 million in July 2026.

#ai-search#media#journalism#publishing
mediapost.comAdded Sep 28, 20260 opens
chartbeat.com
Free
Article
Technology & Ethics

Is the homepage dead?

Chartbeat analysis of two years of publisher traffic: articles are the front door about two-thirds of the time, homepages have shifted toward reader loyalty and recirculation, and AI overviews are part of the changing referral mix.

Why I recommend it: Free post from an analytics vendor, so the framing serves Chartbeat's products. The raw split — 67% of visits landing on articles versus 33% on homepages — is their own network data and worth knowing if you publish or run a content business.

#publishing#homepage#articles#traffic#analytics#ai search#media#reader loyalty#chartbeat
chartbeat.comAdded Sep 23, 20260 opens
searchengineland.com
Free
Article
Career & Professional Optimization

Debating SEO vs. GEO misses the point: How to think in terms of visibility

Search Engine Land's free guide by Curtis Weyant, last updated 30 December 2025, arguing the SEO-versus-GEO argument is a false choice and that the real change is visibility splitting across Google, ChatGPT and social platforms. Quotes the competing positions directly, including Google's "good SEO is good GEO" line. About a 13-minute read, free, no sign-up.

Why I recommend it: If you run a small business and you are being sold a separate "GEO package," read this first. It is the most level-headed free piece I have found on the subject, and it is from a trade publication that lives off this industry, so treat its optimism about measurement tools accordingly.

#seo#geo#aeo#ai-search#content-strategy#marketing#small-business#visibility
searchengineland.comAdded Sep 22, 20260 opens
perplexity.ai
Free
AI Tool
AI & Assistive Tools

Perplexity

An AI answer engine that searches the live web and cites its sources, with a free tier that covers everyday research.

Why I recommend it: Good for a first pass on a company, an industry, or a role — then click the citations and read the originals yourself.

#ai#ai-search#research#job-research#company-research#free-tool#productivity#citations#writing#interview-prep
perplexity.aiAdded Sep 17, 20260 opens
you.com
Free
Tool
AI & Assistive Tools

You.com

A free AI search assistant that answers questions with cited sources and can run research tasks, useful for company research before an interview or scanning an industry quickly.

Why I recommend it: Good for the twenty minutes of company research you should do before every interview.

#ai#ai-search#research#job-search#productivity#free-tool#ai-assistant#company-research#writing#free
you.comAdded Sep 16, 20260 opens
searchable.com
Free
Case Study
Marketing & Platform Tools

How to Get Your Business Mentioned in Claude (Searchable Report)

A research report based on roughly 95,000 search result records across 3,000 prompts in Claude, laying out seven patterns behind which sites AI assistants cite - useful if you want your business or personal site to surface in AI answers.

Why I recommend it: AI answers are becoming a discovery channel whether we like it or not. If you run a business or a personal site, this is a practical read on being findable there.

#ai-search#claude#content-strategy#free#marketing#research#seo#small-business#visibility
searchable.comAdded Sep 10, 20260 opens
drive.google.com
Free
Document
Marketing & Platform Tools

The Retail Marketers' Guide to the AI-Powered Holiday Season (2026)

Google's 2026 retail marketing playbook on how AI search is changing holiday shopping, with consumer behavior data, channel guidance, and campaign checklists for the peak season.

Why I recommend it: The numbers in here are the argument for rethinking how customers find you. Even if you run a one-person shop, chapter one is worth your afternoon.

AI-Powered Holiday Season Playbook.pdf

Created by Google

#ai-search#document#ecommerce#free#google#guide#holiday#marketing#retail
drive.google.comAdded Sep 4, 20260 opens
promptwatch.com
Free
Tool
Marketing & Platform Tools

PromptWatch

Tracks which sites and sources AI assistants cite, so you can see how discovery is shifting away from classic search.

Why I recommend it: If you publish anything — portfolio, blog, business site — this is how you check whether AI answers are surfacing you at all.

#ai#ai-search#analytics#free#llm-citations#marketing#resources#seo#tool#visibility
promptwatch.comAdded Aug 31, 20260 opens
promptwatch.com
Free
Article
Technology & Ethics

Reddit citations are dropping in ChatGPT (PromptWatch data)

Data study showing a decline in Reddit citations inside ChatGPT answers and what that means for content visibility.

Why I recommend it: A concrete lesson in platform dependency: the traffic source you optimized for can quietly disappear from AI answers.

#ai#ai ethics#ai-search#article#data#free#llm-citations#reading#reddit#research#tech-ethics#technology#visibility
promptwatch.comAdded Aug 31, 20260 opens