Topic
LLM Optimization
14 articles on LLM Optimization from the Rankry team.
The Multi-Model Problem: Why ChatGPT, Claude, Gemini, Perplexity & Grok Disagree About Your Brand
Ask the same question across five AI engines and you get five different answers. Why the models disagree, why betting on one is a risk, how to track all five, and how to reduce the volatility once you can see it.
Rankry Team · June 17, 2026
How to Get Your Brand Cited as a Source by AI (Not Just Mentioned)
Getting cited by AI means your page is a named source in an answer, not just your brand name appearing. What makes content citable, the on-page checklist, the off-page consensus work, and how to measure citation share.
Rankry Team · June 16, 2026
Should You Allow or Block AI Crawlers? (GPTBot, ClaudeBot, PerplexityBot, Google-Extended)
AI crawlers do three different jobs: train models, build the citation index, and fetch pages on demand. Here is which to allow, which to block, and a ready-to-copy robots.txt.
Rankry Team · June 6, 2026
Why Isn't My Brand Showing Up in ChatGPT?
ChatGPT skips a brand for five specific reasons, and each leaves a different fingerprint. Here is how to tell which one is yours, and what actually closes the gap.
Rankry Team · June 6, 2026
The 5-Layer AI Visibility Stack
AI visibility is a pyramid: crawlability, structured data, entity recognition, citations, authority. Brands climb in order. Here's where most get stuck.
Rankry Team · May 1, 2026
Beyond Mention Monitoring: 2nd-Gen AI Visibility
First-gen AI tools answer 'mentioned or not.' Second-gen answers what position, why, and what to do about it. What changed in AI visibility analytics.
Rankry Team · April 27, 2026
Is Your Site Optimized for AI, Not Just Google?
Classic SEO audits check speed and meta tags. AI SEO Checker scans pages the way ChatGPT, Claude, and Gemini actually extract and cite content.
Rankry Team · April 21, 2026
Customizing Your Semantic Core in Rankry
Auto-generated prompts get you started. Custom prompts pin Rankry to the exact queries your buyers type into ChatGPT, Claude, and Perplexity.
Rankry Team · April 21, 2026
Mentioned Is Not Recommended in AI Search
Mention counting is a surface metric. What matters in AI answers is position, reasoning, and whether the buyer is being told to pick you or a competitor.
Rankry Team · April 20, 2026
Daily vs. Weekly: How Often to Track AI Visibility
Daily LLM monitoring measures model stochasticity, not brand position. Here's why weekly tracking with large prompt samples produces better data.
Rankry Team · April 3, 2026
Why AI Visibility Matters for Your Brand in 2026
AI models shape how consumers discover brands. Learn what AI visibility is, why it differs from SEO, and how to measure it.
Ivan Rud · March 27, 2026
GEO vs SEO: Key Differences and Why Both Matter
SEO ranks your pages. GEO gets your brand cited by AI. How the two disciplines differ, overlap, and why modern brands need both.
Rankry Team · March 20, 2026
How LLMs Choose Which Brands to Recommend
AI assistants don't pick brands randomly. Here are the five signals that determine whether your brand gets recommended or replaced.
Rankry Team · March 13, 2026
5 Ways to Optimize Content for AI Search
Five research-backed tactics to increase your brand's visibility in AI-generated answers. Based on Princeton GEO study data.
Rankry Team · March 6, 2026