Start Here.
A short reading path to understand what this site is about, and where to start based on your job.
Mikhail Drozdov (casinokrisa)
Who this is for
- SEO practitioners who want clarity on indexing, authority, and AI surfaces.
- Marketers building AI-enabled systems (workflows, quality gates, distribution).
- Builders who want strategy and measurement that compound over time.
How to read
- Start with one pillar (the map).
- Pick 2 supporting essays for the exact problem you have.
- Come back weekly; this is built as clusters, not isolated posts.
Beginner paths.
If you want fast progress, follow one short path and then branch into the topic hub.
Indexing → visibility (core + symptoms)
Use the core model to locate the layer. Use the symptom pages when you need a fast entry point.
Pick a path
Choose a topic hub. Start with the pillar, then read 1–2 supporting essays.
For marketers: how to build AI workflows with quality gates (systems, not prompts).
For SEO operators: how indexing, interpretation, and AI surfaces changed what "visibility" means.
For builders: connect positioning, distribution, and measurement into a strategy that compounds.
For teams: build measurement that drives decisions and survives attribution limits.
Latest
New posts and updates.
- Outdated retrieval can overturn correct answers
Ahmed, Galke, Poech, and Röttger (arXiv 2609.31342, 28 Sep 2026) show that a single outdated but authentic document can flip answers models already get right without retrieval. Publication date is not validity. Reliable RAG needs selective trust over whether evidence still applies.
- Crawl Stats gaps are not Page Indexing no-backfill
On 20 Sep 2026 Search Engine Roundtable reported a universal Crawl Stats hole for 15 Sep. Industry history says those gaps usually restore. That is a different recovery class from Mueller’s 11 Sep statement that Google does not back-fill Page Indexing data.
- Search Console does not backfill Page Indexing gaps
On 11 Sep 2026 John Mueller said Google does not back-fill Page Indexing data for the June delay hole. Separately, 8–9 Sep saw a short "Crawled - currently not indexed" reporting blip. Blank days are missing telemetry; blips are wrong labels — neither means mass deindexing.
The core essays
- Modern SEO in 2026: Visibility, Indexing, and Why Keywords Are Not the Unit
For SEO operators: how indexing, interpretation, and AI surfaces changed what "visibility" means.
- GSC Indexing Statuses Explained: What They Mean and How to Fix Them (2026)
A practical map of Google Search Console indexing statuses (Coverage): what each status means, the most common root causes (canonicals, duplicates, robots, redirects, soft 404s), and the fastest way to validate fixes.
- AI Orchestration for Marketing: Systems, Not Prompts
For marketers: how to build AI workflows with quality gates (systems, not prompts).
- Marketing Strategy as a System: Positioning, Measurement, and Compounding
For builders: connect positioning, distribution, and measurement into a strategy that compounds.
- Analytics as Decision Infrastructure: What to Measure, What to Ignore
For teams: build measurement that drives decisions and survives attribution limits.
- Platform Dynamics: Trust, Incentives, and Who Gets Seen
For creators: understand platform incentives, trust signals, and who gets seen (and why).
- Search Visibility in the Age of AI: Why SEO Is No Longer About Keywords
Rankings are a weak proxy for visibility. AI understands content through entities and context, not keyword matches. The future of SEO is interpretability, not optimization.
- AI Marketing Orchestration: How Real Implementation Differs from Presentations
How to build an honest AI marketing pipeline: from data and hypotheses to teams and quality control. What actually works versus what looks good in presentations.
- Data-Driven Marketing: Complete Guide
Most marketing teams collect data but ignore it. Here's how to actually use it to make decisions that move the needle.