The content formats that work best for GEO (generative engine optimization) are the ones AI search engines can lift as a complete answer: direct definitions, step-by-step how-to guides, comparison tables, ranked lists, FAQ sections, original data and statistics, glossaries, and expert quotes. What they share is structure: one question per section, the answer first, and […]
How to Build a GEO Strategy from Scratch (Step-by-Step)
A GEO strategy is a plan to get your brand cited in AI-generated answers from ChatGPT, Google AI Overviews, AI Mode, Gemini, Perplexity and Copilot. To build one from scratch, audit how AI engines see you today, make sure AI crawlers can access your site, pick the topics you can own, publish content that’s easy […]
AI Crawlers List 2026: OAI-SearchBot, GPTBot, ClaudeBot, PerplexityBot and How to Allow Them
AI crawlers fall into three groups: training bots (GPTBot, ClaudeBot, CCBot), AI search bots (OAI-SearchBot, Claude-SearchBot, PerplexityBot) and user-triggered fetchers (ChatGPT-User, Claude-User, Perplexity-User). To appear in AI search answers, allow the search bots in robots.txt; blocking the training bots is a separate business decision and does not remove you from AI search. Last updated: October […]
GEO for Local Businesses: Getting Cited by AI for “Near Me” Queries
Semantic Summary Idea: When someone asks ChatGPT, Gemini or Google’s AI Overviews for the best coffee shop, plumber or dentist “near me,” the AI doesn’t show a ranked list it picks one or two businesses to recommend by name. Challenge: most local SEO advice still optimizes purely for the traditional map pack, which is only […]
Content Provenance for AI Search: Citation, Attribution, and Source Signals
Semantic Summary Idea: Content provenance is the evidence trail behind a page. It shows where a claim came from, who created or reviewed it, when it was last checked, and what changed. It helps readers decide whether a page deserves trust. Challenge: Teams often publish useful content without a reliable record of its claims, sources, […]
The Impact of Core Web Vitals on LLM Rankings.
Semantic Summary Idea: Core Web Vitals are not a published standalone ranking or citation factor for large language models. They still matter because a fast, stable, crawlable website creates better conditions for Google Search, AI features, and visitors to access the content that demonstrates your expertise. Challenge: Teams often either dismiss web performance because it […]
Share of Model Voice: What It Is and How to Read It (with Contadu Reporting)
Semantic Summary Idea: Share of Model Voice (also written as AI Share of Voice or AI SOV) is a brand visibility metric that measures how often an AI model mentions your brand versus competitors when it answers a category-relevant question. Challenge: most teams still report on pageviews and keyword rank, which say nothing about whether […]
How to Optimize Your Site Architecture for AI Crawlers · Contadu
Semantic summary Idea: AI crawlers like ChatGPT’s OAI-SearchBot and Anthropic’s ClaudeBot operate under strict resource constraints. They prioritize flat, entity-rich architectures over deep hierarchies, and will abandon crawls of sites that bury their content more than three clicks from the homepage. Optimizing your site architecture for AI crawlers is now a prerequisite for LLM visibility. […]
Agentic AI in Content Marketing: Orchestrating Multiple AI Assistants · Contadu.
Semantic Summary The Idea: The era of “prompt engineering” a single LLM like ChatGPT to write a blog post from start to finish is over. To achieve scale without sacrificing quality, B2B content teams must transition from single-prompt generation to Agentic AI workflows. The Challenge: When a single AI model is asked to research, outline, […]
Claude vs. ChatGPT: Differences in Content Retrieval and Citation.
📍 Semantic Summary Idea: While both Claude and ChatGPT are powerful Large Language Models (LLMs), their approaches to Retrieval-Augmented Generation (RAG) and content citation differ significantly. Understanding these differences is crucial for a comprehensive Generative Engine Optimization (GEO) strategy. Challenge: Many content marketers assume that optimizing for ChatGPT automatically optimizes their content for Claude. However, […]










