Disclaimers

1. General Informational Purpose

All content on askajay.ai — including articles, frameworks, Canvas tools, the Situation Room, newsletters, courses, worksheets, downloadable PDFs, videos, and any AI-generated outputs — is published for general informational and educational purposes only. It reflects the professional opinion of Ajay Pundhir and AI Exponent LLC, synthesised from fifteen years of enterprise AI practice, published research, and continuous work with clients across multiple industries and jurisdictions.

Nothing published here constitutes legal, compliance, regulatory, financial, accounting, tax, investment, medical, or any other form of professional advice. We are not your lawyer, compliance officer, auditor, or advisor unless we have a separate written engagement agreement in place.

2. Frameworks Are Grounded — Not Certified

Our proprietary frameworks — including Minimum Viable Governance (MVG), PRIME, Trust Premium, A7, and the Liability Ledger — are our original synthesis of enterprise AI practice, grounded in published regulation and research.

Where we reference published regulations and standards as reference scaffolding — including the EU AI Act, the NIST AI Risk Management Framework (AI RMF), the UAE Personal Data Protection Law (PDPL), ISO/IEC 42001, the OECD AI Principles, and others — we do so because they represent the clearest regulatory floors in our field. Our use of these references means:

• We use them as scaffolding to structure our thinking and make our recommendations legible against real-world obligations.
• Our scoring, interpretation, and recommendations are our own — they represent AI Exponent LLC's professional opinion and are not the official position of any regulator, standards body, or certifying authority.
• We do not certify, audit, or assess compliance with any regulation or standard on your behalf. Our work is educational and strategic, not certificatory.

For compliance with any specific regulation, engage qualified legal counsel and certified assessors in the relevant jurisdiction.

3. AI Readiness Canvas — Directional, Not an Audit

The AI Readiness Canvas is a fifteen-question diagnostic designed to surface the weakest pillar in an organisation's AI readiness. It is a directional signal based on your self-reported answers, scored against a proprietary rubric built from practitioner experience across twelve-plus enterprise engagements.

What the Canvas is: a structured conversation starter. A mirror that reflects what you already know but have not yet said out loud. A way to prioritise where to put your next ninety days of AI investment.

What the Canvas is not: an audit. A certification. A compliance assessment. A legal opinion. An external validation. A substitute for due diligence, risk assessment, or qualified advisory engagement.

Canvas results reflect only the answers you provide. We make no representation or warranty as to the accuracy, completeness, or fitness of Canvas results for any particular purpose. For regulated decisions, consult qualified legal, compliance, and technical counsel.

4. Situation Room — AI-Generated Responses

The Situation Room is an AI-powered intelligence system that generates responses using large language models over our curated knowledge base of Ajay's published articles, frameworks, and practitioner notes. Every Situation Room response is:

• AI-generated from retrieved context, not hand-written by a human expert in real time.
• May contain errors, omissions, hallucinations, or out-of-date information.
• Reflects patterns in the knowledge base, not professional judgment on your specific situation or jurisdiction.
• Not legal, compliance, financial, or regulatory advice.

Do not rely on Situation Room outputs for any high-stakes decision without independent professional review. Treat the Situation Room as a briefing partner that helps you think more clearly — not as a replacement for qualified counsel.

5. AI-Generated Content Generally

Where we use AI to generate Canvas reports, Situation Room responses, or any other content on the website, we aim to be transparent about it. AI-generated content is produced by large language models (from providers such as Anthropic, OpenAI, or equivalents) against our prompts, knowledge base, and scoring rubrics. It is calibrated against practitioner benchmarks but is not a substitute for human professional judgment.

6. Forward-Looking Statements

Articles, newsletters, and other commentary on this website frequently include forward-looking observations about regulatory trajectories, enforcement patterns, market direction, and technology adoption. These are informed opinions based on current information and should not be treated as predictions, guarantees, or promises. Regulations, markets, and technologies evolve rapidly — verify the current state before acting.

7. Third-Party Links

We frequently link to third-party sources — regulators, research institutions, news publications, standards bodies, and others. We do not control the content of those third-party sites and are not responsible for their accuracy, availability, or privacy practices. Inclusion of a link does not imply endorsement.

8. Testimonials & Case Studies

Where we feature testimonials, case studies, or results from past engagements, those reflect the specific experience of that individual or organisation. They are representative, not a guarantee of results. Your results will depend on your organisation's specific context, execution, and circumstances.

9. No Advisor Relationship

Reading an article, taking the Canvas, using the Situation Room, attending a webinar, or subscribing to our newsletter does not create a client-advisor, attorney-client, or fiduciary relationship between you and AI Exponent LLC or Ajay Pundhir. A formal advisory or coaching engagement requires a separate written agreement.

10. Full Legal Terms

These disclaimers supplement — and should be read alongside — our Terms of Service and Privacy Policy. In any conflict between these disclaimers and the Terms of Service, the Terms of Service prevail.

Contact

Questions about these disclaimers? Email [email protected].

AI Exponent LLC
30 N Gould St, #61306
Sheridan, WY 82801, USA