/// BLOG

LOG: BLOG

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

2026-07-15

SEO Automation with AI Agents - Audits, Clustering, Meta Data and Reports Without Manual Work

The quarterly technical audit that took 8-16 hours can arrive every Monday as a ready-made priority list. Clustering thousands of GSC queries - a 2-3 day job - drops to hours, with embedding costs counted in cents. Meta descriptions for a thousand pages get written in an evening, with hard validators instead of faith in the model. Six SEO automation workflows I deploy for clients: the architecture, API costs in single dollars a month, and one overriding rule - automate the craft, never the judgment.

16 min

AI Visibility Monitoring Tools - Profound, Peec, Otterly, Semrush and the "Build Your Own" Option (Comparison)

2026-07-14

AI & SEO

AI Visibility Monitoring Tools - Profound, Peec, Otterly, Semrush and the "Build Your Own" Option (Comparison)

The AI visibility tools market raised over $300M in funding within a year, and prices span from $29 to $499+ a month - yet the methodological differences are bigger than the price gaps: some tools query models with synthetic prompts, others build on real queries. I compare Profound, Peec, Otterly, Semrush AI Toolkit, Ahrefs Brand Radar and company, show the free zero layer (GSC, Bing) - and calculate when building your own monitoring on the LLM-as-a-judge pattern pays off, which I know from the inside, because that's what my AnswerLyzer is.

15 min

2026-07-13

AI & SEO

Zero-Click and Declining Organic Traffic - A Brand Strategy for the Era of Answers Without Clicks

Of every thousand Google searches, only 374 clicks reach the open web (SparkToro), and when an AI Overview appears, the share of users clicking anything drops from 15% to 8% (Pew Research). This isn't a blip - it's the market's new normal. But falling sessions aren't the same as a falling business: the traffic that remains converts better, and visibility inside AI answers works without a click. The decision-maker's plan: the loss-and-gain arithmetic, a new KPI set, four defensive moves and diversification no algorithm can take away.

15 min

2026-07-12

AI & SEO

Reddit, Forums and UGC - Why AI Models Cite Communities and How a Brand Can Show Up There

Google pays Reddit around $60 million a year for content access, OpenAI reportedly even more - and in Semrush's study Reddit is the most-cited domain in both AI Overviews and Perplexity. AI models trust conversations between regular people more than company pages. For a brand that's an opportunity and a minefield at once: expert presence earns citations, astroturfing ends in a ban and a public thread about your brand. How to play it - from mention monitoring, through community strategy, to UGC on your own site.

15 min

2026-07-11

AI & SEO

Wikipedia, Wikidata and the Knowledge Panel - How a Brand Becomes an Entity AI Trusts

Wikipedia is the most-cited domain in ChatGPT (~7.8% of all citations), and Wikidata - with over 100M records - feeds Google's Knowledge Graph and AI model grounding. For a brand these are the three most important trust systems on the internet, and none of them can be bought. The complete operational manual: how to build an entity home with sameAs, create a correct Wikidata record (shown on my own), when a company genuinely qualifies for Wikipedia - and how to claim the Knowledge Panel once it appears.

15 min

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

2026-07-11

AI & SEO

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

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