Terms of Use
Effective Date: 15 July 2026
Last Updated: 15 July 2026
1. Introduction
Welcome to the website of Virtual Professionals and AI.
These Terms of Use apply to the website virtualprofessionalsandai.com, operated by Virtual Professionals through its Virtual Professionals and AI division.
This website has been created as a place for research, analysis, knowledge, and informed exploration of important questions affecting business, technology, markets, competition, emerging opportunities, and the changing economy.
These Terms of Use govern your access to and use of this website and its publicly available content.
By accessing or using the website, you agree to use it in accordance with these Terms of Use and applicable law.
If you do not agree with these Terms, please discontinue use of the website.
2. The Purpose of This Website
Virtual Professionals and AI investigates questions that matter to businesses and decision-makers.
Our work may include independent research, evidence-based analysis, research articles, research briefs, market and competitive intelligence, opportunity reviews, books, publications, and other knowledge resources.
The purpose of our public website content is to help readers explore questions, understand available information, consider evidence, and think more clearly about important decisions.
Public website content does not constitute a personalised recommendation or instruction to take a particular course of action.
We provide information and analysis to support decision-making. We do not make the decision for you.
4. Intellectual Property
Unless otherwise stated, the original content created for and published by Virtual Professionals and AI on this website—including original text, research commentary, analysis, frameworks, methodologies, graphics, visual concepts, website structure, branding, and VPAI-branded materials—is protected by applicable intellectual property laws.
Certain materials may have separate ownership arrangements.
For example:
books may identify an individual author and copyright owner;
commissioned research may be governed by separate contractual intellectual property terms;
third-party research, statistics, quotations, trademarks, images, and other materials remain the property of their respective owners; and
licensed materials remain subject to the terms of the applicable licence.
Nothing in these Terms transfers ownership of VPAI intellectual property to website visitors.
3. Public Research and Client Research
The website may contain publicly available research, articles, analysis, commentary, and other knowledge resources.
These public materials are different from research commissioned through a client engagement.
Client research is governed by the specific proposal, scope of work, engagement agreement, confidentiality provisions, intellectual property provisions, and other terms agreed for that engagement.
Nothing in these Terms of Use replaces or modifies a separate written client agreement.
Where a conflict exists between these Terms of Use and a properly executed client agreement in relation to the relevant client engagement, the client agreement will govern that engagement.
5. Permitted Use of Public Content
You may access and read publicly available website content for lawful personal, educational, research, journalistic, and internal business purposes.
You may refer to and discuss ideas presented in VPAI public research, provided that you do not misrepresent the work, remove relevant context, or imply endorsement, affiliation, sponsorship, or approval where none exists.
Reasonable quotation of limited portions of public content may be permitted where legally allowed and where appropriate attribution is provided.
Attribution should identify Virtual Professionals and AI and, where relevant, the title of the publication or article and the individual author.
Nothing in these Terms is intended to restrict rights that may exist under applicable law, including lawful exceptions or limitations to copyright protection.
6. Republishing and Commercial Use
Unless written permission has been obtained or a separate licence expressly permits it, you may not reproduce substantial portions of VPAI content, republish complete articles or research materials, sell or commercially distribute VPAI materials, remove copyright or attribution notices, present VPAI research as your own work, create misleading adaptations of the work, or use VPAI branding in a way that implies an unauthorised relationship.
Linking to publicly available pages on the website is generally welcome, provided that the link is not used deceptively and does not imply endorsement or affiliation.
7. Automated Access, Scraping, and Bulk Extraction
Except where permitted by applicable law or expressly authorised in writing, you may not use automated systems to access, scrape, crawl, harvest, copy, download, or systematically extract substantial portions of the website or its content.
This includes bulk extraction of research articles, research data, structured content, publication archives, or other collections for the purpose of reproducing, repackaging, reselling, or creating a substitute for the VPAI Knowledge Platform or its research resources.
Normal indexing by legitimate public search engines for the purpose of displaying search results is not intended to be prohibited by this section.
8. Artificial Intelligence and Dataset Use
VPAI content may not be systematically collected or reproduced for the purpose of creating unauthorised commercial content libraries, republishing services, or competing research databases.
Any use of VPAI materials for machine learning, model training, dataset creation, large-scale automated analysis, or similar computational purposes must comply with applicable law and any permissions, licences, machine-readable instructions, or separate agreements that may apply.
Nothing in this section is intended to prohibit ordinary use of publicly available search, accessibility, citation, or research tools where that use is lawful and does not reproduce or commercially substitute for the original work.
9. Accuracy, Currency, and Research Limitations
Virtual Professionals and AI aims to produce careful, useful, and evidence-informed work.
However, business, technology, markets, regulations, company information, prices, products, services, and other circumstances may change over time.
Research also has limitations. Available information may be incomplete, conflicting, inaccessible, subsequently corrected, or overtaken by later developments.
Readers should therefore consider the publication date, research scope, methodology, sources, and stated limitations of the relevant material.
Further information about the nature and limitations of VPAI research is available in the website Disclaimer and Methodology & Ethics materials.
10. Corrections and Responsible Engagement
Virtual Professionals and AI welcomes credible concerns about material factual inaccuracies in published research.
If you believe that a publication contains a material factual error, you may contact us through the inquiry process and identify the relevant content together with sufficient supporting information for review.
We reserve the right to review the matter, consider the available evidence, and determine whether clarification, correction, revision, or no change is appropriate.
Good-faith disagreement with an interpretation or conclusion does not necessarily mean that the underlying research contains a factual error.
11. Third-Party Content and External Resources
The website may refer to or link to third-party websites, companies, products, platforms, academic work, government publications, databases, media reports, and other external resources.
Such references may be included for evidence, context, attribution, comparison, or further reading.
Virtual Professionals and AI does not control third-party websites and is not responsible for their continued availability, security, privacy practices, or changes to their content.
Reference to a third party does not necessarily imply endorsement, partnership, sponsorship, affiliation, or approval.
12. Trademarks and Brand Identity
The names, logos, visual identity, research series names, and other distinctive branding associated with Virtual Professionals and AI may be protected by applicable intellectual property law.
Third-party names, trademarks, and logos referred to in research remain the property of their respective owners.
No use of a third-party name or mark on this website should be interpreted as implying affiliation or endorsement unless expressly stated.
13. Website Availability
We aim to maintain a useful and accessible Knowledge Platform, but we do not guarantee that the website or every part of it will always be available, uninterrupted, error-free, or unchanged.
We may update, reorganise, correct, expand, suspend, or remove website content where reasonably appropriate.
Research publications may also be revised or updated as new evidence becomes available or circumstances change.
14. Prohibited Conduct
You may not use the website in a way that is unlawful, fraudulent, deceptive, harmful, or intended to interfere with the website's operation or security.
You may not attempt to gain unauthorised access to restricted systems or information, introduce malicious code, impersonate VPAI or another person, misrepresent an affiliation with VPAI, or use website content in a way that falsely represents VPAI's findings or conclusions.
15. No Creation of a Client Relationship
Using the website, reading public research, subscribing to future research updates, or submitting an initial inquiry does not by itself create a client relationship, advisory relationship, fiduciary relationship, partnership, or research engagement.
A client research engagement begins only when the parties have completed the applicable engagement process and entered into the necessary written agreement or agreements.
16. Limitation of Responsibility
To the extent permitted by applicable law, Virtual Professionals and AI is not responsible for losses arising solely from a visitor's decision to treat general public website content as personalised professional advice or as a guarantee of a particular outcome.
Nothing in these Terms is intended to exclude or limit liability where such exclusion or limitation is prohibited by applicable law.
17. Privacy
Use of personal information collected through the website is addressed in the Privacy Policy.
Visitors should review that policy to understand how information may be collected, used, retained, and protected.
18. Changes to These Terms
We may update these Terms of Use where reasonably necessary to reflect changes in the website, our activities, technology, business practices, or applicable requirements.
The current version will be published on this page with an updated Last Updated date.
Changes should not be presented in a way that is misleading about the terms governing earlier conduct or prior representations.
19. Governing Law and Jurisdiction
These Terms of Use are governed by and interpreted in accordance with the laws of the Republic of South Africa.
Subject to any mandatory rights or legal requirements that may apply, any dispute arising from or relating to the use of this website or these Terms of Use shall be subject to the jurisdiction of the competent courts of the Republic of South Africa.
20. Contact
Questions concerning these Terms of Use may be submitted through the Contact page of the website.
Virtual Professionals and AI
Independent Research & Knowledge
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.
