AI Search Helper provides educational, automated observations. It does not have access to the internal ranking, retrieval, training, or recommendation systems of third-party search and AI providers.
No visibility guarantee
A high score does not mean a page will appear in an AI answer, and a low score does not prove that it will not. Availability varies by query, user, location, product, index, model, source selection, and time.
Limited crawl and heuristic analysis
The free scan samples at most 20 public HTML pages and uses pattern-based analysis. It may miss JavaScript-rendered content, protected resources, uncommon markup, regional variants, or facts that require human subject knowledge.
No professional advice or affiliation
Results are not legal, financial, security, compliance, or professional SEO advice. Product names belong to their owners. AI Search Helper is not affiliated with or endorsed by Google, OpenAI, Microsoft, Anthropic, Perplexity, or their products.
User verification
Review every recommendation before implementation, test changes in your own environment, and consult qualified specialists for material decisions. Never publish generated questions, statistics, schema, or claims without confirming that they are accurate and visible to users.
Automated scoring methodology
Scores are heuristic summaries of public signals detected during a limited crawl. They combine patterns such as successful HTML responses, robots and sitemap availability, page directives, headings, question language, schema types, company information, policy pages, source references, dates, content depth, and internal links. Weighting reflects the design of this tool, not a formula published by any search engine or AI provider. A score can help prioritize areas within a report but should not be treated as an industry standard, probability, certification, or independent benchmark.
Generated prompts and content suggestions
Prompt ideas, FAQs, blog topics, service-page concepts, and roadmap recommendations are generated from visible page language and general intent patterns. They are not private search-volume data, real user transcripts, or evidence that a platform receives a particular query. Suggestions may duplicate an existing need the crawler missed or may be inappropriate for the business. A qualified editor should confirm audience demand, factual accuracy, originality, search intent, and the best destination before commissioning content.
Competitor comparison limitations
Optional competitor comparisons use the same small public-page sample and pattern-based analysis. They do not access traffic, conversions, backlinks, private analytics, proprietary AI visibility data, revenue, or full content inventories. A higher comparison score means the sampled pages exposed more of the signals this tool measures; it does not prove stronger rankings, superior services, or actual recommendation frequency. Competitor URLs should be submitted only when lawful and relevant.
Not a security or compliance assessment
Safe URL validation protects the audit service but does not turn the report into a penetration test, vulnerability scan, privacy audit, accessibility certification, or regulatory compliance review. The tool does not test authenticated areas, application logic, data storage, employee practices, consent records, or every response header. Consult qualified security, privacy, accessibility, and legal professionals for formal assessments. Never rely on a visibility report to declare a website secure or compliant.
External sources and changing platforms
Search engines and AI products change their crawlers, indexes, interfaces, models, citation behavior, geographic availability, and policies over time. Public documentation may be incomplete or updated after a guide is published. AI Search Helper cannot control third-party collection or answer generation and cannot remove, correct, or secure a mention on another platform. Confirm time-sensitive implementation decisions against current official documentation and maintain your own content access policy.
Assumption of responsibility
You are responsible for deciding whether and how to use the report. Review live pages, verify suggested claims, preserve backups, test technical changes, and monitor outcomes. If a decision could materially affect security, legal rights, revenue, reputation, or user experience, obtain advice from a professional who understands the relevant facts. Contact contact@aisearchhelper.online to report reproducible product errors or misleading explanations so they can be investigated.