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Be useful enough to retrieve and cite

AI Search, GEO & Discovery · Page 2

Evidence-led guidance for SEO, GEO, answer engines, AI Overviews, LLM visibility, technical discovery, and the source quality behind durable authority.

Topic

Read with a job in mind

Guides for making the next decision.

The collection grows around distinct reader problems, not small changes in phrasing. Start with the guide closest to the decision in front of you.

Communications team comparing press statement versions against a revision timeline
35Newsroom Content Governance10 min read

A Newsroom Page Needs a Current Version and a Memory

Publish press statements, facts, assets, corrections, and follow-up updates with stable URLs, visible timestamps, named owners, revision history, and consistent canonical signals.

Communications colleagues researching a focused press list from publications and notes
37Media Outreach Operations10 min read

A Smaller Media List Usually Produces Better Outreach

Research fit, timing, evidence, contact preferences, follow-up limits, suppression, and ownership before a pitch becomes another irrelevant message in a journalist’s inbox.

Communications analysts reviewing source evidence and measurement records together
39PR Measurement Operations11 min read

Coverage Is an Output. What Changed Is the PR Result.

Connect communication objectives, audiences, activities, outputs, audience response, behavior, and organizational impact without turning correlation into invented attribution.

Web engineer comparing a raw server response with a fully rendered page
40JavaScript Search Operations11 min read

Test the HTML Before You Blame the Search Engine

Diagnose JavaScript search visibility by comparing the response, rendered DOM, crawler access, links, metadata, status codes, and real indexing evidence.

Localization team connecting regional page cards across a large world map
44Hreflang Release Operations11 min read

Release Hreflang as a Complete Market Set

Ship language and regional alternates with reciprocal annotations, self-reference, matching canonicals, valid codes and automated cluster tests.

Web engineers unrolling and checking a large old-to-new URL migration map
46Search Migration Operations12 min read

A Site Migration Lives or Dies in the URL Map

Move content with an evidence-based old-to-new inventory, direct permanent redirects, parity checks, staged release, rollback ownership, and patient monitoring.

Search reliability analyst reviewing crawl timelines and response-code heatmaps in a server room
47Crawl Log Diagnostics12 min read

Server Logs Show the Crawl That Actually Happened

Turn raw request logs into defensible crawl diagnostics with bot verification, URL normalization, template cohorts, response analysis, privacy controls, and change timelines.

Research notes and a measurement worksheet for an AI search experiment
59GEO Measurement11 min read

A GEO Test You Can Defend in the Monday Meeting

Run an AI-search visibility test that another person can repeat. Discovery, retrieval, citation, answer use, traffic, and business outcomes stay separate instead of becoming one convenient score.

Useful starting questions

Know what you need from the research.

  • Can search and answer systems find the important evidence?
  • Does the page answer a real decision rather than repeat a keyword?
  • Can visibility be measured without inventing certainty?