/ Blog
Blog
Field notes on AI search, citation engineering, and the new shape of organic visibility.
8 posts
canonical-tagsai-searchCanonical tags and duplicate content in AI search: what actually works
How AI engines handle canonicals, syndication, and duplicate content — and why attribution dilution is the real risk for GEO in 2026.
Jul 10, 20265 min read
llms-txttechnical-geollms.txt in 2026: low-cost bet or waste of time?
llms.txt has ~10% adoption and zero commitments from major LLMs. Here's the honest cost/benefit for 2026, and who's actually reading the file today.
Jul 8, 20265 min read
technical-georenderingSSR vs CSR for AI crawlers: which bots actually execute your JavaScript
Most AI crawlers fetch HTML and stop. If your content, schema, or metadata depends on JavaScript, ChatGPT, Claude, and Perplexity cannot see it.
Jul 6, 20265 min read
technicallog-analysisMonitor AI crawler server logs: GPTBot, ClaudeBot, PerplexityBot
A practitioner's guide to spotting GPTBot, ClaudeBot, and PerplexityBot in raw server logs — user agents, filters, and tooling that GA4 can't give you.
Jul 3, 20265 min read
robots-txtai-crawlersRobots.txt AI crawler audit: a 5-minute checklist
A practitioner's 5-minute audit for GPTBot, ClaudeBot, PerplexityBot, and Google-Extended — with the exact directives and verification steps.
Jun 22, 20265 min read- llms-txtgeo
Building an llms.txt for a SaaS pricing page
An llms.txt file tells AI models exactly what your pricing page means. Here is how to write one that earns citations instead of silence.
May 25, 20266 min read 
llms-txtai-searchWhat Is llms.txt? Complete Guide for AI Search (2026)
A practical guide to llms.txt — the emerging Markdown standard for telling AI assistants which parts of your site to read. What it is, when to ship one, and how it compares to robots.txt.
May 18, 20265 min read- llms-txttechnical-seo
How to Write Your llms.txt File: Step-by-Step Guide
A practical step-by-step for shipping a real llms.txt — file format, section structure, what to link, where to host, and the mistakes that quietly waste the file.
May 5, 20265 min read
