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LOG: BLOG

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

2026-07-11

Programmatic SEO with AI — How to Build Thousands of Landing Pages That Aren't Spam

Zapier, Wise and Tripadvisor built millions of monthly visits on programmatic SEO — and at the same time, pSEO done badly is the shortest path to a scaled content abuse penalty. The difference comes down to one equation: data > template > unique value on every page. The complete guide: data and template architecture, AI's role in the pipeline (model cascade, grounding, deduplication), indexing thousands of URLs — and a case study of a system that generated 11,000+ SEO pages without a single hand-written text.

15 min

AI Content and Google Policy — Scaled Content Abuse and How to Use AI Without Risking Deindexing

2026-07-10

AI & SEO

AI Content and Google Policy — Scaled Content Abuse and How to Use AI Without Risking Deindexing

Google doesn't penalize content for being AI-made — its own guidance says plainly that appropriate use of AI doesn't break the rules. It penalizes something else: scaled, unoriginal content created primarily to manipulate rankings — regardless of method. In March 2024 it introduced three spam policies and announced a reduction of low-value content by up to 40%. The complete guide: what exactly is prohibited, where the line sits, and how to use AI safely (human-in-the-loop).

14 min

Content Decay — When to Update, Merge, or Delete Content (Content Pruning)

2026-07-08

AI & SEO

Content Decay — When to Update, Merge, or Delete Content (Content Pruning)

A well-executed refresh recovers 40–80% of lost traffic in about six weeks, and per HubSpot 76% of blog views and 92% of leads come from existing posts — yet most companies keep only publishing new. Content decay is a slow traffic decline that's easy to miss. The complete workshop: detection in GSC with concrete thresholds, the AI-era double decay, an update/merge/redirect/delete decision matrix, and freshness as a citation signal.

15 min

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

2026-07-08

AI & SEO

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

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