/// BLOG

LOG: BLOG

Ruminations on code, intelligence, and the architectural voids of the modern web.

2026-07-08

How to Write Content AI Cites - Retrieval Structure: Chunks, Direct Answers, Tables

AI models don't cite pages - they cite individual passages. The retrieval system splits content into fragments (chunks), turns them into vectors and picks the ones that best answer the question. The takeaway for the writer: every paragraph must be a self-contained answer, ready to be quoted out of context. The complete editorial workshop: 5 rules, the anatomy of a paragraph, the formats AI loves, and a pre-publish checklist.

14 min

Keyword Research in the AI Era - Query Fan-Out, Conversational Intent and the Words Nobody Types

2026-07-08

AI & SEO

Keyword Research in the AI Era - Query Fan-Out, Conversational Intent and the Words Nobody Types

Google's AI Mode doesn't search for one phrase - it breaks your question into dozens of parallel sub-queries (query fan-out) and synthesizes an answer from many sources at once. That upends keyword research: what wins is covering the whole intent, not a single phrase from autocomplete. The complete workshop: fan-out mechanics, prompt research instead of keywords, a conversational intent taxonomy, 6 sources of topics and mapping to clusters.

14 min

Hreflang and International SEO - Multilingual Visibility in Google and AI Models

2026-07-08

AI & SEO

Hreflang and International SEO - Multilingual Visibility in Google and AI Models

Hreflang is not a ranking factor - it's language routing, and its errors are the most common multilingual SEO mistake, which audits find on most large sites. In the AI era there's a second stake: ChatGPT and Perplexity cite different sources for the same question asked in different languages. The complete workshop: three URL architectures, five rules of error-free hreflang, slug translation and multilingual GEO.

12 min

How to Measure Traffic from ChatGPT, Perplexity and AI Mode - Analytics for the AI Era (GA4 + Server Logs)

2026-07-07

AI & SEO

How to Measure Traffic from ChatGPT, Perplexity and AI Mode - Analytics for the AI Era (GA4 + Server Logs)

AI traffic converts up to ~4.4× better than classic organic and grew to stores by four digits - yet default GA4 hides it well: some lands in referrals, some in direct, and AI Overviews clicks are indistinguishable from regular Google. The complete measurement workshop: an AI channel group in GA4 with a ready regex, dark AI traffic, the AI Overviews signature in GSC, and server logs as the other half of the picture.

13 min

JavaScript SEO - What Googlebot and AI Crawlers Really See Without Rendering

2026-07-07

AI & SEO

JavaScript SEO - What Googlebot and AI Crawlers Really See Without Rendering

Googlebot renders JavaScript - late and at its own cost. Most AI crawlers never render it at all: Vercel's study showed GPTBot, ClaudeBot and PerplexityBot fetch JS files but don't execute them. How to check in 5 minutes what bots really see, how CSR differs from SSR/SSG/ISR, and how to fix an SPA without rewriting the whole app.

13 min

AI Crawlers - Who Scans Your Site and How to Manage It (robots.txt, Pay-Per-Crawl)

2026-07-06

AI & SEO

AI Crawlers - Who Scans Your Site and How to Manage It (robots.txt, Pay-Per-Crawl)

GPTBot, OAI-SearchBot, ClaudeBot, PerplexityBot, Google-Extended - each does something different, and blocking the wrong one means vanishing from AI answers. The complete AI bot map, a robots.txt decision matrix, verifying impersonating scrapers, and the new crawl economy: Cloudflare's pay-per-crawl (HTTP 402) and the RSL licensing standard.

13 min

E-commerce SEO & GEO - How Stores Win Visibility in Google and AI Shopping

2026-07-05

AI & SEO

E-commerce SEO & GEO - How Stores Win Visibility in Google and AI Shopping

AI-driven shopping is already ~$21B in annual spend (4× YoY), AI traffic to stores grew by thousands of percent, and 83% of ChatGPT's shopping carousel data comes from Google Shopping. The complete guide: Product schema, the Merchant Center feed, AI crawler access, the ACP/UCP protocols and a store rollout plan.

14 min

2026-07-05

AI & SEO

Local SEO in the AI Era - Google Business Profile, Reviews and City Pages That Models Recommend

46% of Google searches carry local intent, and 76% of "near me" searchers visit a business within a day. AI changed the interface (AI Overviews on local queries, assistant recommendations), but the foundation stayed: a complete Google Business Profile, reviews and a consistent entity. The complete 2026 local SEO guide - with a step-by-step plan.

13 min

TOTAL_RECORDS: 0110

PAGE 6/14

SYSTEM_STABLE