AI Recommendation Disclaimer

Last updated: June 2025 · Bug Hutch Ltd

Important: AIVisibility tracks AI model outputs as a monitoring service. We do not control, influence, or guarantee what any AI platform chooses to recommend or how it responds to queries.

No Ranking Guarantees

AIVisibility measures how frequently your brand appears in AI model outputs in response to relevant queries. We do not guarantee that using our Service, or implementing our recommendations, will result in increased AI mentions, higher visibility scores, or improved business outcomes. AI model responses are determined by each platform's proprietary algorithms and training data, which are outside our control.

Methodology and Accuracy

Our visibility scores are based on statistical sampling of AI model responses to a predefined set of queries relevant to your industry. Scores represent estimated mention frequency within our query sample, not absolute mention rates across all AI conversations globally. Sampling methodology, query selection, and scoring algorithms are our proprietary technology and may change without notice.

AI Model Independence

ChatGPT (OpenAI), Claude (Anthropic), Gemini (Google), and Perplexity are independent third-party services. Bug Hutch Ltd has no affiliation with, partnership with, or influence over any of these companies. Mention frequency is determined entirely by each platform's training data, retrieval systems, and inference algorithms.

Competitive Data

Competitor visibility scores are derived from the same query sampling methodology applied to competitor domains. This data is indicative only and should not be used as the sole basis for competitive strategy decisions. Competitor scores may fluctuate significantly between audit runs due to AI model updates, query variation, and sampling randomness.

Recommendations

Visibility opportunity recommendations are generated based on general best practices for AI discoverability and should be treated as guidance only. Implementing recommendations does not guarantee score improvements. The estimated impact ranges shown (e.g., '+6–10 pts') are indicative estimates based on observed patterns and not contractual commitments.

Data Currency

AI model behaviour changes frequently as models are updated, fine-tuned, and retrained. A score measured today may be significantly different from a score measured in 30 days due to model changes rather than changes in your own brand presence. We recommend tracking trends over time rather than acting on individual point-in-time measurements.

No Investment Advice

Nothing in the AIVisibility Service constitutes marketing, business, or investment advice. All business decisions made on the basis of AIVisibility data remain your sole responsibility. Bug Hutch Ltd accepts no liability for business outcomes resulting from actions taken based on visibility scores or recommendations.

Questions? legal@bughutch.com · Terms of Service · Privacy Policy