Solved problems. Proven solutions.

There is no credible reason to optimize AI visibility around a fixed keyword density. AI systems benefit more from clear entities, explicit relationships, direct answers, evidence, and source consistency. 1. State important facts clearly and unambiguously: who the organization is, what it offers, where it operates, and what evidence supports claims. 2. Use…

Tie freshness signals to substantive changes and make those changes explainable. For high-change topics, assign an owner and review cadence based on risk. Product specifications, regulations, pricing, platform features, and rapidly changing technical guidance may need frequent review; stable definitions may not. Store both original publication date and last…

Measure AI visibility as sampled coverage, not as a universal rank position. Start with a controlled query set tied to real customer intents. Group prompts by problem, product/service category, comparison, informational question, brand/entity question, and local intent where relevant. Preserve the exact wording so tests are repeatable. For each observation,…

Use a shared evaluation framework, not a shared ranking assumption. Create a stable query set grouped by intent: category discovery, “best”/comparison, how-to, problem diagnosis, local intent, brand facts, product facts, and expert/topic association. Keep the exact prompts versioned so month-over-month comparisons are meaningful. For each platform/run, reco…

Make the page easy to understand at both document and passage level. Lead important sections with a direct answer before expanding into nuance. Use descriptive headings that match real questions and concepts. Keep paragraphs focused so a retrieved passage contains enough context to be useful without requiring three preceding sections. Support claims with ev…

Think in terms of entity evidence and corroboration rather than writing special text for an AI bot. The business should be easy to identify consistently across its own site and independent sources. On the site, establish a clear entity home. Include the official business name, concise description, primary services or products, service geography where releva…

SEO, AEO, and GEO are best viewed as complementary parts of the same search strategy. SEO (Search Engine Optimization) focuses on helping webpages become discoverable, understandable, and competitive in traditional search results. This includes technical SEO, content quality, internal linking, metadata, site architecture, authority signals, and local optimi…