AI Assumption Test: De-risk Ideas with Smart Validation

AI Assumption Test: De-risk Ideas with Smart Validation

AI Assumption Test is a specialized skill for identifying and testing the critical assumptions underlying an idea, endeavoring to minimize risk before significant investments are made. This skill is specifically designed for integration with AI coding agents like Claude Code, Cursor, and Codex.

What this skill does

• Analyzes an idea to uncover implicit assumptions that are fundamental to its success.
• Classifies these assumptions across four critical risk dimensions: desirability (user demand), viability (financial and strategic fit), feasibility (technical capability), and usability (user interaction).
• Ranks the assumptions by risk, based on the likelihood they are false and the impact if they are false.
• Develops cost-effective experimental tests for the top-ranked risky assumptions to validate them with minimal resources.
• Targets the riskiest assumption that, if invalidated, could undermine the entire idea.

Who it is for

• Developers and engineering teams utilizing AI coding agents to innovate new products or features.
• Product managers and strategists looking to assess and mitigate risks in early-stage ideas.
• Entrepreneurs and startups aiming to validate hypotheses efficiently and cost-effectively.

Use cases

• Evaluating a new product concept where critical success factors are not fully understood.
• Before committing substantial budgets or development resources, ensuring foundational assumptions are tested for viability.
• Identifying specific areas of potential risk in a high-stakes business decision or pivot strategy.

Technical details

• Designed for use with AI coding environments such as Claude Code, Cursor, and Codex.
• Employs agent-skills, aiapplication, and assumption-test capabilities.
• Grounded in methodologies from “Testing Business Ideas” by David J. Bland & Alex Osterwalder.
• Does not provide legal, tax, accounting, or financial advice; focuses on workflow and assumption testing.

Source & Licence

This package is built on open-source work published by Sidsaladi9 (Sidsaladi9/persona-os) and distributed under MIT. The original licence text and copyright notice are included in your download.

Personal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.

Your purchase covers curation, licence verification, packaging, documentation and instant delivery. It does not grant exclusive rights to the underlying open-source code, which remains available under its original licence.

Delivery & Support

• Delivery: instant — a secure download link is emailed to you as soon as payment is confirmed.
• Format: ZIP archive containing the skill files, documentation and the original licence.
• Support: support@mcpcart.com — we aim to reply within 2 business days.
• Updates: updates are included only where stated on this page.

Refunds

This is a digital product delivered immediately after purchase. By completing your order you request immediate delivery and acknowledge that, once the download has been accessed, the statutory right to cancel no longer applies to the extent permitted by law. Refund requests are handled in accordance with our published Refund Policy.

Claude, Codex, Gemini and Cursor are trademarks of their respective owners. MCP Cart is an independent marketplace and is not affiliated with, endorsed by, or sponsored by any of them. Compatibility references describe interoperability only.