The newsroom

Research and analysis for the AI search era.

We write the way a publisher runs a newsroom: named authors, dated posts, every quantitative claim linked to a primary source. We say what works, and we say plainly what does not.

Strategy5 min

Classic Google plus six AI answer engines: search in 2026

Classic Google, AI Overviews, ChatGPT, Claude, Perplexity, Gemini, and Grok each claim a slice of intent. They behave differently, and a single-engine SEO strategy is now a coverage gap.

Shimon Carroll ·

AI Visibility5 min

llms.txt is not a ranking signal: what actually gets you cited by AI

A thoughtful proposal that sounds like it should work, but as of mid-2026 no major engine honors llms.txt. We separate the inert from the load-bearing, with citations.

Shimon Carroll ·

Technical5 min

Schema markup for AI citation: the types that matter

A practical guide to the Schema.org types that move the needle for AI citation, Organization, WebSite, Article, Product, LocalBusiness, FAQPage, BreadcrumbList, HowTo, and the entity work that ties them together.

Shimon Carroll ·

Technical8 min

SSR, SSG, or CSR: which rendering modes AI crawlers can actually read

AI crawlers read the first HTML response and nothing after it. Server rendering, static generation, and ISR survive that; client-side rendering does not. A mode-by-mode guide, a five-minute test, and the semantic HTML upgrade that makes a readable page quotable.

Shimon Carroll ·

AI Visibility6 min

Why classic SEO audits miss AI search, and what to check instead

Classic SEO scanners grade the page Google ranked in 2018: titles, headings, links, schema validity. AI search adds five things they were not built to measure. Here is the gap, the evidence behind it, and a checklist that closes it.

Shimon Carroll ·

Technical6 min

AI crawler directory 2026: every bot, what it does, what blocking costs

A verified reference to the AI crawlers that matter in 2026, from GPTBot and OAI-SearchBot to Claude-SearchBot, PerplexityBot, Google-Extended, and Applebot-Extended: what each one does, whether it obeys robots.txt, and two robots.txt templates.

Shimon Carroll ·

Local6 min

Local SEO when AI Overviews sit above the map pack

AI Overviews appear on most informational and hybrid local searches but few pure "near me" ones. What that means for local businesses, what the AI layer cites, and the six changes that win both the overview and the pack.

Shimon Carroll ·

Content6 min

Do named authors get cited more by AI? What the evidence shows

There is no published, controlled study showing that a named author makes AI engines cite a page more. There is clear guidance from Google on bylines and trust, and a cheap author setup that serves both. An honest look, including a number we retracted.

Shimon Carroll ·

Content6 min

Anatomy of a citable passage: how to write paragraphs AI engines quote

AI engines quote passages, so the unit of writing that matters is the paragraph. What peer-reviewed research and Google's own documentation say makes a passage citable, a before-and-after rewrite, and a checklist for your top pages.

Shimon Carroll ·

AI Visibility6 min

How Google AI Overviews pick citations, and how to become one

What Google documents about AI Overview citations, what independent data adds, why most cited pages no longer rank in the top 10, and a practical sequence for earning citations without chasing myths like llms.txt.

Shimon Carroll ·

AI Visibility6 min

AEO vs GEO vs AIO: what the acronyms mean and which one you need

AEO, GEO, and AIO describe overlapping slices of the same shift: being cited inside AI-generated answers. Where each term came from, how they differ in practice, and why the useful distinction is not the acronym but the engine.

Shimon Carroll ·

AI Visibility6 min

Unlinked brand mentions are the new backlinks for AI search

In Ahrefs' study of 75,000 brands, web mentions correlated with AI visibility roughly three times as strongly as backlinks. What that does and does not prove, the patent history behind "implied links", and a practical program for earning mentions.

Shimon Carroll ·

AI Visibility6 min

How AI engines pick sources: a working model of the pipeline

ChatGPT, Claude, Perplexity, and Google's AI Overviews all decide whether to search, rewrite the question into searches, retrieve from an index, and compose a cited answer. What each stage rewards, with the vendors' own documentation as evidence.

Shimon Carroll ·

Technical6 min

FAQ schema in 2026: what changed, what still works, five mistakes

Google retired FAQ rich results on May 7, 2026, after restricting them in 2023. What that means for FAQPage markup, what no AI engine has confirmed, where a good FAQ section still earns its place, and the five mistakes that make FAQ content worthless.

Shimon Carroll ·

AI Visibility6 min

GEO vs SEO: what actually changes in the work, and what does not

SEO earns a ranked link; GEO earns a mention or citation inside an AI answer. The foundations are shared, but the unit of work, the off-site priorities, and the metrics differ. A side-by-side comparison with sources, and how to run both without doubling the effort.

Shimon Carroll ·

Content6 min

The E-E-A-T audit checklist for 2026, and what not to pay for

Google says E-E-A-T is not a specific ranking factor, and that trust matters most. A site-wide checklist built from Google's own guidance and the Search Quality Rater Guidelines, covering who, how, why, reputation, and the spam policies that sink sites.

Shimon Carroll ·

AI Visibility6 min

The Perplexity citation playbook: how to get cited in 2026

Perplexity cites sources on every answer from an index built by its own crawler. How that works according to Perplexity's documentation, why it sends comparatively more traffic, and a six-step playbook for earning citations, with the robots.txt details that trip people up.

Shimon Carroll ·

Technical6 min

Core Web Vitals in 2026: INP is the one that bites

What Core Web Vitals do and do not do for rankings in Google's own words, how the web scores on each metric according to the 2025 Web Almanac, why INP is the hard one, and a practical order of fixes.

Shimon Carroll ·

Content6 min

Topic clusters in 2026: still working, but built for fan-out now

Topic clusters still work, and AI search makes them more valuable: AI Overviews and assistants fan a question out into sub-questions and cite the best answer to each. How to plan a cluster for that, link it properly, measure it, and avoid the scaled-content trap.

Shimon Carroll ·