Earnings & Performance Disclaimer

GeoMunch — “The AI Search Playbook” Last updated: August 10, 2026

Published by Adam Novell, trading as GeoMunch, a sole trader based in Jersey.

Please read this disclaimer carefully before purchasing or implementing any strategy described in this Product.

No Guaranteed Results

“The AI Search Playbook” provides educational frameworks, strategic guidance, and templates related to Answer Engine Optimization (AEO) and Generative Engine Optimization (GEO). It is intended for informational and strategic-planning purposes only.

GeoMunch makes no promise, guarantee, or warranty — express or implied — that you will achieve: - Increased visibility, citations, or mentions in AI-generated answers (e.g., ChatGPT, Perplexity, Google AI Overviews, or similar tools); - Improved search engine rankings or organic traffic; - Any specific business outcome, including revenue, lead generation, or customer acquisition.

Why Results Vary — and Aren’t Guaranteed

Outcomes depend on factors entirely outside GeoMunch’s control, including but not limited to:

• Algorithm and model changes: LLM ranking, retrieval, and citation behavior are controlled by third parties (OpenAI, Google, Anthropic, Perplexity, and others) and change frequently and without notice. A strategy effective at the time of writing may become less effective — or obsolete — as these systems evolve.
• Your starting point: Existing domain authority, content quality, technical setup, and industry competitiveness all affect outcomes.
• Execution: Results depend on how thoroughly and correctly the strategies are implemented, which is outside GeoMunch’s control once the Product is delivered.
• Market and competitive factors: Your industry, competitors, and audience behavior all influence outcomes independent of the strategies used.

Not Professional Advice

Nothing in this Product constitutes legal, financial, tax, or professional consulting advice. It reflects the author’s strategic perspective and publicly available knowledge at the time of writing, and should not be relied upon as a substitute for advice tailored to your specific business or professional consultation.

Your Responsibility

You are solely responsible for evaluating whether and how to implement any strategy, template, or script included in this Product, and for the outcomes of doing so.