Field notes · GEO

The answer layer, explained.

How AI engines crawl, score, and cite your site. Written from the code that measures it.

Platform

GEO Tools vs AI Writing Tools: What's Different

Generic tools produce text AI engines have no reason to cite. A before/after example, plus the parts of GEO most tools skip entirely.

Reachability

AI Crawlers and robots.txt: Which Bots to Allow

Training, search-index, and user-fetch bots have completely different consequences. Block the wrong one and you disappear from AI answers.

Discoverability

AI Search Visibility Goes Beyond the Top 10

LLM search retrieves past the visible top 10, so presence is graded by depth, and prompts stay brandless so recall can't masquerade as reach.

Simulate

How to Test If AI Answers Will Cite Your Page

Your page and its search-result rivals enter one arena; an LLM answers the prompt. Citation share and position decide who wins each question.

Create

Writing Content for AI Search: Brief to Draft

Brief in, publish-ready draft out: grounded in your own sources and already shaped for the way AI engines read and cite content.

Site Files

What Is llms.txt? The File AI Assistants Read

A curated, token-efficient map of your site for AI assistants: what the emerging spec looks like and how Grimpe generates it automatically.

Rewrite

How to Rewrite a Page So AI Answers Cite It

Rewrites held to the same standards that evaluate them, with built-in guards so a better score never comes from invented facts.

Audience & Scope

Tracking AI Visibility Across Multiple Domains

Your .com and .com.tr are one brand. Proof-based owned-domain sets keep sister sites from showing up as competitors in your own reports.