Disclaimer

1. Independent benchmark

Visora provides a proprietary AI Visibility benchmark based on observed testing and published methodology. It is not an official ranking or score issued by OpenAI, Google, Microsoft, Anthropic, Perplexity or any other AI provider.

We have no access to the internal algorithms, ranking systems or selection logic used by any AI provider, and we never imply otherwise.

2. No guaranteed outcomes

We do not guarantee inclusion in AI-generated responses, rankings, mentions, recommendations, references, traffic, enquiries, sales, revenue or return on investment.

Recommendations are intended to strengthen observable business signals. Whether that changes how an AI system describes your business depends on factors outside anyone's control.

3. Observation, analysis and inference

Reports separate observed facts recorded during timestamped testing, the analysis we draw from them, evidence-based recommendations, and possible outcomes described as possibilities.

These are the most likely observable factors identified during our analysis. AI providers do not publish their selection logic, so Visora reports observed differences and their likely contribution rather than confirmed causes.

4. Results change over time

AI-generated responses change over time. Results vary depending on model version, prompt wording, date, location, user context, platform updates and the information available. Testing represents a snapshot taken at the time shown in the report.

5. Competitor comparisons

Comparisons describe what was observed during Visora's testing — for example that a competitor appeared more frequently in tracked prompts, or currently shows stronger observable authority indicators. They are not judgements that another business is better, more trusted or superior.

6. Illustrative estimates

Illustrative estimate based on assumptions provided by you. Actual enquiries, revenue and commercial outcomes depend on many factors and are not guaranteed.

7. Improvement services

Improvement services work on observable business signals such as entity clarity, structured data, content coverage, citations and reputation. No provider — including Visora — can guarantee inclusion in AI-generated responses, specific rankings, a number of references, traffic, enquiries or revenue.

8. Professional disclaimer

This report represents Visora's professional observations based on the information available and the testing methodology described. It should not be interpreted as legal, financial or marketing advice. Recommendations are intended to strengthen observable business signals and do not guarantee commercial outcomes or inclusion in AI-generated responses.

9. Statistics

Every statistic used on this website is attributed to its publisher, study, publication year, market and sample size where available, and links to the original source. We do not generalise survey findings beyond what the study supports.

Third-party statistics shown on this website relate to the specific studies, markets, sample groups and dates cited in the source library.

10. Trademarks and independence

Visora is an independent platform and is not affiliated with, endorsed by or sponsored by OpenAI, Google, Microsoft, Anthropic, Perplexity or any other AI platform unless explicitly stated.

Third-party names are used descriptively to identify the platforms tested. All trademarks remain the property of their respective owners.