Effective Date: 15 July 2026
Last Updated: 15 July 2026
1. Our Purpose
Virtual Professionals and AI exists to investigate important questions and provide research, information, and analysis that can help readers and clients better understand the matters they are considering.
This Disclaimer applies to the website virtualprofessionalsandai.com, operated by Virtual Professionals through its Virtual Professionals and AI division.
People often come to us because they are facing uncertainty. They may be evaluating a technology, considering a new market, examining competitors, exploring an opportunity, or trying to understand a changing business environment.
Our role is to listen carefully to the question, investigate relevant available evidence, examine different perspectives where appropriate, identify material risks and uncertainties, and communicate our findings clearly.
We provide information and analysis to support decision-making. We do not make the decision for you.
2. General Information and Research
The information published on this website, including Research Library materials, articles, research briefs, commentary, comparisons, books, publications, and other public content, is provided for general informational and educational purposes.
Research may draw upon publicly available sources, including government information, official statistics, academic research, company information, industry publications, technical documentation, reputable journalism, market information, and other sources considered relevant to the research question.
Although reasonable care is taken in researching and presenting information, no research process can guarantee that every available source has been identified or that every source is complete, current, or free from error.
Information may also change after publication.
4. No Professional Advice
Unless expressly agreed otherwise in writing and appropriately provided, information available through the website and public VPAI materials does not constitute:
legal advice;
financial advice;
investment advice;
tax advice;
accounting advice;
regulatory advice; or
other licensed or specialist professional advice.
Where a decision requires specialist advice, readers and clients should consult an appropriately qualified professional who can consider their particular circumstances.
5. Your Decisions Remain Your Own
Every person and organisation has different circumstances, objectives, resources, constraints, and risk considerations.
Research findings that are relevant to one decision-maker may not apply in the same way to another.
You remain responsible for evaluating information in the context of your own circumstances and for the decisions and actions you take.
Virtual Professionals and AI provides research and analysis to support understanding and informed consideration. The final decision remains with the decision-maker.
6. Client Research Engagements
Research undertaken for a client is governed by the specific proposal, scope of work, engagement agreement, and any other terms agreed for that project.
A client research engagement may include a more specific research question, defined scope, methodology, limitations, deliverables, and intended use.
General information published on this website should not be treated as a substitute for research undertaken specifically for a client's circumstances and agreed research question.
7. Evidence, Sources, and Limitations
We seek to use sources appropriate to the question under investigation and to distinguish, where material, between independently supported evidence, company or vendor claims, estimates, opinion, anecdotal information, and matters that remain uncertain.
However, research may be affected by limitations including incomplete public information, inaccessible proprietary data, conflicting sources, changing market conditions, unpublished information, inconsistent definitions, limited independent evidence, and developments occurring after the research cut-off date.
Where material to the interpretation of a research publication, significant limitations may be identified within the relevant work.
8. Companies, Products, Technologies, and Third Parties
The website and VPAI research may discuss or refer to companies, technologies, products, platforms, markets, organisations, publications, or other third parties.
Such references do not necessarily constitute endorsement, recommendation, criticism, partnership, sponsorship, or affiliation.
Where research evaluates or compares third-party offerings, the analysis reflects the evidence and information available within the relevant research scope and period.
Products, services, prices, features, policies, ownership, market conditions, and other facts may change after publication. Readers should verify current information directly with appropriate authoritative sources before making material decisions.
9. Independence and Disclosure
Virtual Professionals and AI is committed to protecting the independence and integrity of its research.
Where a material relationship, sponsorship, financial interest, partnership, or other circumstance could reasonably be relevant to the interpretation of particular published work, appropriate disclosure should be made.
Research conclusions should not be predetermined by a desired commercial outcome.
Where evidence is mixed, limited, conflicting, or uncertain, we aim to communicate that uncertainty rather than create an impression of certainty that the evidence does not support.
10. Books and Publications
Books and publications associated with Virtual Professionals and AI or authored by Catharina Cawood may explore business, technology, markets, artificial intelligence, opportunities, and other subjects.
Unless expressly stated otherwise, these publications are intended for informational and educational purposes and should be read in light of the context, methodology, sources, publication date, and limitations of the individual work.
Readers remain responsible for determining whether additional professional advice or independent investigation is appropriate for their circumstances.
11. Artificial Intelligence
Virtual Professionals and AI may use appropriate technology tools to support aspects of research, organisation, analysis, or production workflows.
The use of technology does not remove the need for human judgment, source evaluation, critical analysis, or appropriate review.
Information concerning AI technologies can change rapidly. Features, capabilities, limitations, pricing, policies, security practices, and regulatory conditions may change after research has been completed or published.
12. External Links
The website and VPAI publications may contain references or links to external websites and resources.
These are provided where they may be useful for context, evidence, attribution, or further reading.
Virtual Professionals and AI does not control external websites and is not responsible for their availability, security, privacy practices, or subsequent changes to their content.
The inclusion of a link does not necessarily constitute endorsement of the linked organisation, product, service, or viewpoint.
13. Corrections and Updates
Research is strengthened by a willingness to correct material inaccuracies and improve clarity where appropriate.
Virtual Professionals and AI may update, clarify, correct, revise, or withdraw content where new information becomes available, a material error is identified, or the research context changes significantly.
The existence of an updated version does not necessarily mean that earlier information was inaccurate when originally published; circumstances and evidence may change over time.
14. Contact Regarding Published Research
If you believe that published VPAI research contains a material factual error or requires clarification, you may contact us through the website inquiry form.
Please identify the relevant publication or page and provide sufficient information for the matter to be reviewed.
Submissions will be considered on their merits. A request for a correction does not automatically mean that a publication will be changed, but credible concerns should be reviewed carefully.
15. Use of the Website
By using this website, you acknowledge that public information and research materials are provided subject to the limitations described in this Disclaimer and any applicable Terms of Use.
We provide information and analysis to support decision-making. We do not make the decision for you.
Virtual Professionals is an independent organization that conducts global, evidence-based research and analysis through its Virtual Professionals and AI (VPAI) division.
Connect with Catharina Cawood, Founder and Research Director.
AI-assisted research. Human-led analysis. Independent findings.
