Important limitations for AI search visibility guidance and platform-specific information.
No technique can guarantee that a specific AI system will cite, recommend or display a brand for a particular prompt. Responses may vary by query, time, location, user context, platform version and available sources.
OnneAI is an independent educational project and is not endorsed by or affiliated with OpenAI, Google, Anthropic, Perplexity or other AI/search platforms unless explicitly stated.
Platform documentation, crawler behavior, product feeds, search features and measurement capabilities may change. Readers should verify current official documentation before implementing material changes.
Industry studies may be cited to illustrate trends. Such research is not official ranking documentation and may have methodological limitations.
Examples and frameworks do not promise traffic, leads, sales or profit. Results depend on market, offer, implementation quality, competition and many other factors.
Any OnneAI score is a diagnostic readiness indicator based on observable inputs and documented scoring rules. It is not a measurement of a proprietary ranking algorithm used by OpenAI, Google, Microsoft, Anthropic, Perplexity or another third party, and it does not guarantee citations, recommendations, traffic, leads, rankings or revenue.